feat(ecr): add ecr_repository_image_no_secrets check (#12123)

Co-authored-by: Hugo P.Brito <hugopbrit@gmail.com>

.env

@@ -158,7 +158,7 @@ SENTRY_RELEASE=local
 # REO_DEV_CLIENT_ID=
 
 #### Prowler release version ####
-NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.36.0
+NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.40.0
 
 # Social login credentials
 SOCIAL_GOOGLE_OAUTH_CALLBACK_URL="${AUTH_URL}/api/auth/callback/google"

.github/actionlint.yaml

@@ -0,0 +1,6 @@
+# Generated by gh-aw and marked DO NOT EDIT. It uses concurrency options newer than
+# actionlint knows, so the findings are about actionlint's schema, not our workflows.
+paths:
+  .github/workflows/**/*.lock.yml:
+    ignore:
+      - '.*'

.github/actions/grype-scan/action.yml

@@ -0,0 +1,179 @@
+name: 'Container Security Scan with Grype'
+description: 'Scans container images for vulnerabilities using Grype and reports results'
+author: 'Prowler'
+
+inputs:
+  image-name:
+    description: 'Container image name to scan'
+    required: true
+  image-tag:
+    description: 'Container image tag to scan'
+    required: true
+    default: ${{ github.sha }}
+  fail-on-severity:
+    description: 'Fail the build on findings at this severity or above: critical, high, or none'
+    required: false
+    default: 'high'
+  upload-sarif:
+    description: 'Upload results to GitHub Security tab'
+    required: false
+    default: 'true'
+  create-pr-comment:
+    description: 'Create a comment on the PR with scan results'
+    required: false
+    default: 'true'
+  artifact-retention-days:
+    description: 'Days to retain the Grype report artifact'
+    required: false
+    default: '2'
+
+outputs:
+  critical-count:
+    description: 'Number of critical vulnerabilities found'
+    value: ${{ steps.security-check.outputs.critical }}
+  high-count:
+    description: 'Number of high vulnerabilities found'
+    value: ${{ steps.security-check.outputs.high }}
+  total-count:
+    description: 'Total number of vulnerabilities found'
+    value: ${{ steps.security-check.outputs.total }}
+
+runs:
+  using: 'composite'
+  steps:
+    - name: Run Grype vulnerability scan (JSON)
+      uses: anchore/scan-action@e1165082ffb1fe366ebaf02d8526e7c4989ea9d2 # v7.4.0
+      with:
+        image: ${{ inputs.image-name }}:${{ inputs.image-tag }}
+        output-format: 'json'
+        output-file: 'grype-report.json'
+        fail-build: 'false'
+        by-cve: 'true' # Report CVE ids rather than GHSA, so findings line up with Trivy's
+        only-fixed: 'true' # A finding with no available fix is not actionable, so it must not gate
+        cache-db: 'true'
+        grype-version: 'v0.116.1'
+
+    - name: Run Grype vulnerability scan (SARIF)
+      if: inputs.upload-sarif == 'true' && github.event_name == 'push'
+      uses: anchore/scan-action@e1165082ffb1fe366ebaf02d8526e7c4989ea9d2 # v7.4.0
+      with:
+        image: ${{ inputs.image-name }}:${{ inputs.image-tag }}
+        output-format: 'sarif'
+        output-file: 'grype-results.sarif'
+        fail-build: 'false'
+        severity-cutoff: 'high'
+        by-cve: 'true'
+        only-fixed: 'true' # A finding with no available fix is not actionable, so it must not gate
+        cache-db: 'true'
+        grype-version: 'v0.116.1'
+
+    - name: Upload Grype results to GitHub Security tab
+      if: inputs.upload-sarif == 'true' && github.event_name == 'push'
+      uses: github/codeql-action/upload-sarif@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      with:
+        sarif_file: 'grype-results.sarif'
+        category: 'grype-container'
+
+    - name: Upload Grype report artifact
+      uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+      if: always()
+      with:
+        name: grype-scan-report-${{ inputs.image-name }}-${{ inputs.image-tag }}
+        path: grype-report.json
+        retention-days: ${{ inputs.artifact-retention-days }}
+
+    - name: Generate security summary
+      id: security-check
+      shell: bash
+      run: |
+        CRITICAL=$(jq '[.matches[]? | select(.vulnerability.severity=="Critical")] | length' grype-report.json)
+        HIGH=$(jq '[.matches[]? | select(.vulnerability.severity=="High")] | length' grype-report.json)
+        TOTAL=$(jq '[.matches[]?] | length' grype-report.json)
+
+        echo "critical=$CRITICAL" >> $GITHUB_OUTPUT
+        echo "high=$HIGH" >> $GITHUB_OUTPUT
+        echo "total=$TOTAL" >> $GITHUB_OUTPUT
+
+        echo "### 🔎 Container Security Scan (Grype)" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "**Image:** \`${INPUTS_IMAGE_NAME}:${INPUTS_IMAGE_TAG}\`" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "- 🔴 Critical: $CRITICAL" >> $GITHUB_STEP_SUMMARY
+        echo "- 🟠 High: $HIGH" >> $GITHUB_STEP_SUMMARY
+        echo "- **Total**: $TOTAL" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "Reported alongside Trivy, not instead of it. Counts differ by design." >> $GITHUB_STEP_SUMMARY
+      env:
+        INPUTS_IMAGE_NAME: ${{ inputs.image-name }}
+        INPUTS_IMAGE_TAG: ${{ inputs.image-tag }}
+
+    # Before the gate, so the comment is there to explain a failure rather than absent because of it
+    - name: Comment scan results on PR
+      if: >-
+        inputs.create-pr-comment == 'true'
+        && github.event_name == 'pull_request'
+        && github.event.pull_request.head.repo.full_name == github.repository
+      uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+      env:
+        IMAGE_NAME: ${{ inputs.image-name }}
+        GITHUB_SHA: ${{ inputs.image-tag }}
+        CUTOFF: ${{ inputs.fail-on-severity }}
+      with:
+        script: |
+          const comment = require('./.github/scripts/grype-pr-comment.js');
+
+          // Unique identifier to find our comment
+          const marker = `<!-- grype-scan-comment:${process.env.IMAGE_NAME} -->`;
+          const body = marker + '\n' + comment;
+
+          const { data: comments } = await github.rest.issues.listComments({
+            owner: context.repo.owner,
+            repo: context.repo.repo,
+            issue_number: context.issue.number,
+          });
+
+          const existingComment = comments.find(c => c.body?.includes(marker));
+
+          if (existingComment) {
+            await github.rest.issues.updateComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              comment_id: existingComment.id,
+              body: body
+            });
+            console.log('✅ Updated existing Grype scan comment');
+          } else {
+            await github.rest.issues.createComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number,
+              body: body
+            });
+            console.log('✅ Created new Grype scan comment');
+          }
+
+    - name: Check for blocking vulnerabilities
+      if: inputs.fail-on-severity != 'none'
+      shell: bash
+      run: |
+        if [ "$CUTOFF" = "critical" ]; then
+          BLOCKING=$CRITICAL
+          SEVERITIES='["Critical"]'
+        else
+          BLOCKING=$((CRITICAL + HIGH))
+          SEVERITIES='["Critical","High"]'
+        fi
+
+        if [ "$BLOCKING" -gt 0 ]; then
+          echo "::error::Found $BLOCKING vulnerabilities at severity ${CUTOFF} or above ($CRITICAL critical, $HIGH high)"
+          echo "::warning::Update the package, or add it to .grype.yaml with a reason if nothing can be done"
+          jq -r --argjson severities "$SEVERITIES" \
+            '.matches[] | select(.vulnerability.severity | IN($severities[]))
+             | "  \(.vulnerability.severity)\t\(.vulnerability.id)\t\(.artifact.name) \(.artifact.version)"' \
+            grype-report.json | sort -u
+          exit 1
+        fi
+      env:
+        CUTOFF: ${{ inputs.fail-on-severity }}
+        CRITICAL: ${{ steps.security-check.outputs.critical }}
+        HIGH: ${{ steps.security-check.outputs.high }}

.github/actions/trivy-scan/action.yml

@@ -14,10 +14,10 @@ inputs:
     description: 'Severities to scan for (comma-separated)'
     required: false
     default: 'CRITICAL,HIGH,MEDIUM,LOW'
-  fail-on-critical:
-    description: 'Fail the build if critical vulnerabilities are found'
+  fail-on-severity:
+    description: 'Fail the build on findings at this severity or above: critical, high, or none'
     required: false
-    default: 'false'
+    default: 'high'
   upload-sarif:
     description: 'Upload results to GitHub Security tab'
     required: false
@@ -54,7 +54,7 @@ runs:
           trivy-db-${{ runner.os }}-
 
     - name: Run Trivy vulnerability scan (JSON)
-      uses: aquasecurity/trivy-action@e368e328979b113139d6f9068e03accaed98a518 # 0.34.1
+      uses: aquasecurity/trivy-action@ed142fd0673e97e23eac54620cfb913e5ce36c25 # v0.36.0
       with:
         image-ref: ${{ inputs.image-name }}:${{ inputs.image-tag }}
         format: 'json'
@@ -62,12 +62,16 @@ runs:
         severity: ${{ inputs.severity }}
         exit-code: '0'
         scanners: 'vuln'
+        ignore-unfixed: 'true' # A finding with no available fix is not actionable, so it must not gate
         timeout: '5m'
-        version: 'v0.71.2'
+        version: 'v0.74.0'
+      # Not trivyignores: that input drops the .yaml extension Trivy parses by.
+      env:
+        TRIVY_IGNOREFILE: '.trivyignore.yaml'
 
     - name: Run Trivy vulnerability scan (SARIF)
       if: inputs.upload-sarif == 'true' && github.event_name == 'push'
-      uses: aquasecurity/trivy-action@e368e328979b113139d6f9068e03accaed98a518 # 0.34.1
+      uses: aquasecurity/trivy-action@ed142fd0673e97e23eac54620cfb913e5ce36c25 # v0.36.0
       with:
         image-ref: ${{ inputs.image-name }}:${{ inputs.image-tag }}
         format: 'sarif'
@@ -75,8 +79,12 @@ runs:
         severity: 'CRITICAL,HIGH'
         exit-code: '0'
         scanners: 'vuln'
+        ignore-unfixed: 'true' # A finding with no available fix is not actionable, so it must not gate
         timeout: '5m'
-        version: 'v0.71.2'
+        version: 'v0.74.0'
+      # Not trivyignores: that input drops the .yaml extension Trivy parses by.
+      env:
+        TRIVY_IGNOREFILE: '.trivyignore.yaml'
 
     - name: Upload Trivy results to GitHub Security tab
       if: inputs.upload-sarif == 'true' && github.event_name == 'push'
@@ -163,13 +171,28 @@ runs:
             console.log('✅ Created new Trivy scan comment');
           }
 
-    - name: Check for critical vulnerabilities
-      if: inputs.fail-on-critical == 'true' && steps.security-check.outputs.critical != '0'
+    - name: Check for blocking vulnerabilities
+      if: inputs.fail-on-severity != 'none'
       shell: bash
       run: |
-        echo "::error::Found ${STEPS_SECURITY_CHECK_OUTPUTS_CRITICAL} critical vulnerabilities"
-        echo "::warning::Please update packages or use a different base image"
-        exit 1
+        if [ "$CUTOFF" = "critical" ]; then
+          BLOCKING=$CRITICAL
+          SEVERITIES='["CRITICAL"]'
+        else
+          BLOCKING=$((CRITICAL + HIGH))
+          SEVERITIES='["CRITICAL","HIGH"]'
+        fi
 
+        if [ "$BLOCKING" -gt 0 ]; then
+          echo "::error::Found $BLOCKING vulnerabilities at severity ${CUTOFF} or above ($CRITICAL critical, $HIGH high)"
+          echo "::warning::Update the package, or add it to .trivyignore.yaml with a reason if nothing can be done"
+          jq -r --argjson severities "$SEVERITIES" \
+            '.Results[]?.Vulnerabilities[]? | select(.Severity | IN($severities[]))
+             | "  \(.Severity)\t\(.VulnerabilityID)\t\(.PkgName) \(.InstalledVersion)"' \
+            trivy-report.json | sort -u
+          exit 1
+        fi
       env:
-        STEPS_SECURITY_CHECK_OUTPUTS_CRITICAL: ${{ steps.security-check.outputs.critical }}
+        CUTOFF: ${{ inputs.fail-on-severity }}
+        CRITICAL: ${{ steps.security-check.outputs.critical }}
+        HIGH: ${{ steps.security-check.outputs.high }}

.github/agents/issue-triage.md

@@ -199,7 +199,7 @@ You MUST structure your response using this EXACT format. Do NOT include anythin
 
 ### For Check Logic Bug
 
-```
+```markdown
 ### AI Assessment [Experimental]: Check Logic Bug
 
 **Component**: {component from issue template}
@@ -297,7 +297,7 @@ Write tests FIRST (TDD). The skills contain all testing conventions and patterns
 
 ### For Bug (non-check)
 
-```
+```markdown
 ### AI Assessment [Experimental]: Bug
 
 **Component**: {CLI/SDK | API | UI | Dashboard | MCP Server | Other}
@@ -378,7 +378,7 @@ Write tests FIRST (TDD). The skills contain all testing conventions and patterns
 
 ### For Already Fixed
 
-```
+```markdown
 ### AI Assessment [Experimental]: Already Fixed
 
 **Component**: {component}
@@ -401,7 +401,7 @@ Upgrade to the latest version. Close the issue as resolved.
 
 ### For Feature Request
 
-```
+```markdown
 ### AI Assessment [Experimental]: Feature Request
 
 **Component**: {component}
@@ -419,7 +419,7 @@ Upgrade to the latest version. Close the issue as resolved.
 
 ### For Not a Bug
 
-```
+```markdown
 ### AI Assessment [Experimental]: Not a Bug
 
 **Component**: {component}
@@ -440,7 +440,7 @@ Upgrade to the latest version. Close the issue as resolved.
 
 ### For Needs More Information
 
-```
+```markdown
 ### AI Assessment [Experimental]: Needs More Information
 
 **Component**: {component or "Unknown"}

.github/labeler.yml

@@ -52,6 +52,16 @@ provider/alibabacloud:
       - any-glob-to-any-file: "prowler/providers/alibabacloud/**"
       - any-glob-to-any-file: "tests/providers/alibabacloud/**"
 
+provider/huaweicloud:
+  - changed-files:
+      - any-glob-to-any-file: "prowler/providers/huaweicloud/**"
+      - any-glob-to-any-file: "tests/providers/huaweicloud/**"
+
+provider/image:
+  - changed-files:
+      - any-glob-to-any-file: "prowler/providers/image/**"
+      - any-glob-to-any-file: "tests/providers/image/**"
+
 provider/cloudflare:
   - changed-files:
       - any-glob-to-any-file: "prowler/providers/cloudflare/**"
@@ -82,6 +92,11 @@ provider/linode:
       - any-glob-to-any-file: "prowler/providers/linode/**"
       - any-glob-to-any-file: "tests/providers/linode/**"
 
+provider/stackit:
+  - changed-files:
+      - any-glob-to-any-file: "prowler/providers/stackit/**"
+      - any-glob-to-any-file: "tests/providers/stackit/**"
+
 github_actions:
   - changed-files:
       - any-glob-to-any-file: ".github/workflows/*"

.github/scripts/grype-pr-comment.js

@@ -0,0 +1,100 @@
+const fs = require('fs');
+
+// Configuration from environment variables
+const REPORT_FILE = process.env.GRYPE_REPORT_FILE || 'grype-report.json';
+const IMAGE_NAME = process.env.IMAGE_NAME || 'container-image';
+const GITHUB_SHA = process.env.GITHUB_SHA || 'unknown';
+const GITHUB_REPOSITORY = process.env.GITHUB_REPOSITORY || '';
+const GITHUB_RUN_ID = process.env.GITHUB_RUN_ID || '';
+const CUTOFF = process.env.CUTOFF || 'high';
+
+// A cutoff of 'critical' blocks only on critical; anything else blocks on high and above
+const blocking = CUTOFF === 'critical' ? ['Critical'] : ['Critical', 'High'];
+
+const report = JSON.parse(fs.readFileSync(REPORT_FILE, 'utf-8'));
+const matches = Array.isArray(report.matches) ? report.matches : [];
+const ignored = Array.isArray(report.ignoredMatches) ? report.ignoredMatches : [];
+
+const counts = { Critical: 0, High: 0, Medium: 0, Low: 0, Negligible: 0, Unknown: 0 };
+const blockers = new Map();
+
+for (const match of matches) {
+    const severity = match.vulnerability.severity;
+    if (counts[severity] !== undefined) {
+        counts[severity]++;
+    }
+    if (blocking.includes(severity)) {
+        const artifact = match.artifact;
+        const fixedIn = (match.vulnerability.fix && match.vulnerability.fix.versions || []).join(', ');
+        // Same CVE can match several install paths of one package; collapse them
+        blockers.set(`${match.vulnerability.id}|${artifact.name}`, {
+            id: match.vulnerability.id,
+            severity,
+            name: artifact.name,
+            version: artifact.version,
+            fixedIn
+        });
+    }
+}
+
+const ignoredBlocking = ignored.filter(m => blocking.includes(m.vulnerability.severity)).length;
+const shortSha = GITHUB_SHA.substring(0, 7);
+const timestamp = new Date().toISOString().replace('T', ' ').substring(0, 19) + ' UTC';
+
+const severityConfig = {
+    Critical: { icon: '🔴', label: 'Critical' },
+    High: { icon: '🟠', label: 'High' },
+    Medium: { icon: '🟡', label: 'Medium' },
+    Low: { icon: '🔵', label: 'Low' }
+};
+
+let comment = '## 🔎 Container Security Scan (Grype)\n\n';
+comment += `**Image:** \`${IMAGE_NAME}:${shortSha}\`\n`;
+comment += `**Last scan:** ${timestamp}\n\n`;
+
+if (blockers.size === 0) {
+    comment += '### ✅ Nothing Blocking\n\n';
+    comment += `No findings at **${blocking.join(' or ').toLowerCase()}** severity.\n`;
+} else {
+    comment += `### ⚠️ ${blockers.size} Finding(s) Blocking This PR\n\n`;
+    comment += '| Severity | CVE | Package | Installed | Fixed in |\n';
+    comment += '|---|---|---|---|---|\n';
+
+    const order = { Critical: 0, High: 1 };
+    const rows = [...blockers.values()].sort((a, b) =>
+        (order[a.severity] - order[b.severity]) || a.name.localeCompare(b.name));
+
+    for (const row of rows) {
+        const config = severityConfig[row.severity];
+        comment += `| ${config.icon} ${config.label} | \`${row.id}\` | \`${row.name}\` | ${row.version} | ${row.fixedIn || '—'} |\n`;
+    }
+
+    comment += '\n**What to do:**\n';
+    comment += '- Upgrade the package to the version in the "Fixed in" column.\n';
+    comment += '- If it is pinned by another dependency, or the fix is otherwise out of reach, add it to `.grype.yaml` **with the reason**.\n';
+    comment += '- Findings with no published fix never appear here: the scan runs with `only-fixed`, so it reports only what can actually be acted on.\n';
+}
+
+const otherCounts = Object.entries(counts)
+    .filter(([severity, count]) => !blocking.includes(severity) && count > 0)
+    .map(([severity, count]) => `${severity.toLowerCase()}: ${count}`);
+
+if (otherCounts.length > 0) {
+    comment += `\nNot blocking at this cutoff — ${otherCounts.join(', ')}.\n`;
+}
+
+if (ignoredBlocking > 0) {
+    comment += `\n${ignoredBlocking} finding(s) excluded by \`.grype.yaml\`, each with a documented reason.\n`;
+}
+
+comment += '\n---\n';
+comment += '📋 **Resources:**\n';
+
+if (GITHUB_REPOSITORY && GITHUB_RUN_ID) {
+    comment += `- [Download full report](https://github.com/${GITHUB_REPOSITORY}/actions/runs/${GITHUB_RUN_ID}) (see artifacts)\n`;
+}
+
+comment += '- [View in Security tab](https://github.com/' + (GITHUB_REPOSITORY || 'repository') + '/security/code-scanning)\n';
+comment += '- Scanned with [Grype](https://github.com/anchore/grype), alongside Trivy\n';
+
+module.exports = comment;

.github/scripts/osv-scan.sh

@@ -51,7 +51,8 @@ STDERR="$(mktemp)"
 trap 'rm -f "${STDERR}"' EXIT
 
 set +e
-OUTPUT="$(osv-scanner scan source "${SCAN_ARGS[@]}" --format=json "$@" 2>"${STDERR}")"
+# ${a[@]+...} guard: an empty array trips `set -u` on bash before 4.4.
+OUTPUT="$(osv-scanner scan source ${SCAN_ARGS[@]+"${SCAN_ARGS[@]}"} --format=json "$@" 2>"${STDERR}")"
 RC=$?
 set -e
 
@@ -100,6 +101,8 @@ FINDINGS="$(printf '%s' "${OUTPUT}" | jq --argjson sevs "${SEVERITY_JSON}" '
   ]
 ')"
 
+# jq exits 0 with no output on empty stdin, but non-zero on malformed JSON.
+# Let the failure abort under set -e rather than reporting zero findings.
 COUNT="$(printf '%s' "${FINDINGS}" | jq 'length')"
 
 # Write the findings JSON to OSV_REPORT_FILE so callers (e.g. the composite
@@ -108,7 +111,7 @@ if [ -n "${OSV_REPORT_FILE:-}" ]; then
   printf '%s' "${FINDINGS}" > "${OSV_REPORT_FILE}"
 fi
 
-if [ "${COUNT}" -gt 0 ]; then
+if [ "${COUNT:-0}" -gt 0 ]; then
   echo "osv-scanner: ${COUNT} finding(s) at severity ${SEVERITY_LEVELS}"
   printf '%s' "${FINDINGS}" | jq -r '
     .[] | "  [\(.severity)\(if .score then " \(.score)" else "" end)] \(.id) \(.ecosystem)/\(.package)@\(.version) — \(.summary // "(no summary)")"

.github/scripts/slack-messages/README.md

@@ -8,11 +8,11 @@ These JSON templates are used with the `slackapi/slack-github-action` using the
 
 ### Available Templates
 
-**Container Releases**
+#### Container Releases
 - `container-release-started.json`: Simple one-line notification when container push starts
 - `container-release-completed.json`: Simple one-line notification when container release completes
 
-**Deployments**
+#### Deployments
 - `deployment-started.json`: Deployment start notification with Block Kit formatting
 - `deployment-completed.json`: Deployment completion notification (updates the start message)
 
@@ -416,17 +416,17 @@ For deployments that start with one message and update it with the final status:
 ### Container Release (Simple One-Line)
 
 **Start message:**
-```
+```text
 API container release 4.5.0 push started... View run
 ```
 
 **Completion message (success):**
-```
+```text
 [✓] API container release 4.5.0 push completed successfully! View run
 ```
 
 **Completion message (failure):**
-```
+```text
 [✗] API container release 4.5.0 push failed View run
 ```
 

.github/test-impact.yml

@@ -249,6 +249,7 @@ modules:
       - ui/tests/profile/**
       - ui/tests/lighthouse/**
       - ui/tests/home/**
+      - ui/tests/navigation/**
       - ui/tests/attack-paths/**
 
   - name: api-serializers
@@ -275,6 +276,7 @@ modules:
       - ui/tests/profile/**
       - ui/tests/lighthouse/**
       - ui/tests/home/**
+      - ui/tests/navigation/**
       - ui/tests/attack-paths/**
 
   - name: api-filters
@@ -432,6 +434,14 @@ modules:
     e2e:
       - ui/tests/lighthouse/**
 
+  - name: ui-navigation
+    match:
+      - ui/components/layout/**
+      - ui/tests/navigation/**
+    tests: []
+    e2e:
+      - ui/tests/navigation/**
+
   - name: ui-overview
     match:
       - ui/components/overview/**
@@ -464,6 +474,7 @@ modules:
       - ui/tests/profile/**
       - ui/tests/lighthouse/**
       - ui/tests/home/**
+      - ui/tests/navigation/**
       - ui/tests/attack-paths/**
 
   - name: ui-attack-paths

.github/workflows/api-container-build-push.yml

@@ -42,6 +42,7 @@ jobs:
     timeout-minutes: 5
     outputs:
       short-sha: ${{ steps.set-short-sha.outputs.short-sha }}
+      created: ${{ steps.set-short-sha.outputs.created }}
     permissions:
       contents: read
     steps:
@@ -52,7 +53,9 @@ jobs:
 
       - name: Calculate short SHA
         id: set-short-sha
-        run: echo "short-sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+        run: |
+          echo "short-sha=${GITHUB_SHA::7}" >> "${GITHUB_OUTPUT}"
+          echo "created=$(date -u +%Y-%m-%dT%H:%M:%SZ)" >> "${GITHUB_OUTPUT}"
 
   notify-release-started:
     if: github.repository == 'prowler-cloud/prowler' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
@@ -159,9 +162,20 @@ jobs:
         with:
           context: ${{ env.WORKING_DIRECTORY }}
           push: true
+          sbom: true
+          # max, not the default min: min records little beyond the build ref.
+          provenance: mode=max
           platforms: ${{ matrix.platform }}
           tags: |
             ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
+          labels: |
+            org.opencontainers.image.title=Prowler Local Server API
+            org.opencontainers.image.description=API for Prowler Local Server (Django/DRF)
+            org.opencontainers.image.vendor=ProwlerPro, Inc.
+            org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            org.opencontainers.image.revision=${{ github.sha }}
+            org.opencontainers.image.created=${{ needs.setup.outputs.created }}
+            ${{ (github.event_name == 'release' || github.event_name == 'workflow_dispatch') && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
           cache-from: type=gha,scope=${{ matrix.arch }}
           cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}
 
@@ -179,12 +193,12 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            github.com:443
-            release-assets.githubusercontent.com:443
-            registry-1.docker.io:443
             auth.docker.io:443
+            github.com:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
+            registry-1.docker.io:443
+            release-assets.githubusercontent.com:443
       - name: Login to DockerHub
         uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4.1.0
         with:
@@ -196,9 +210,9 @@ jobs:
         run: |
           docker buildx imagetools create \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -206,10 +220,10 @@ jobs:
         if: github.event_name == 'release' || github.event_name == 'workflow_dispatch'
         run: |
           docker buildx imagetools create \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG} \
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG}" \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -249,9 +263,9 @@ jobs:
         id: outcome
         run: |
           if [[ "${NEEDS_CONTAINER_BUILD_PUSH_RESULT}" == "success" && "${NEEDS_CREATE_MANIFEST_RESULT}" == "success" ]]; then
-            echo "outcome=success" >> $GITHUB_OUTPUT
+            echo "outcome=success" >> "$GITHUB_OUTPUT"
           else
-            echo "outcome=failure" >> $GITHUB_OUTPUT
+            echo "outcome=failure" >> "$GITHUB_OUTPUT"
           fi
         env:
           NEEDS_CONTAINER_BUILD_PUSH_RESULT: ${{ needs.container-build-push.result }}

.github/workflows/api-container-checks.yml

@@ -81,6 +81,10 @@ jobs:
             auth.docker.io:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
+            raw.githubusercontent.com:443
+            objects.githubusercontent.com:443
+            grype.anchore.io:443
+            get.anchore.io:443
             debian.map.fastlydns.net:80
             release-assets.githubusercontent.com:443
             objects.githubusercontent.com:443
@@ -105,7 +109,13 @@ jobs:
         id: check-changes
         uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
         with:
-          files: api/**
+          files: |
+            api/**
+            .trivyignore.yaml
+            .github/actions/trivy-scan/**
+            .github/actions/grype-scan/**
+            .grype.yaml
+            .github/scripts/grype-pr-comment.js
           files_ignore: |
             api/docs/**
             api/README.md
@@ -143,5 +153,13 @@ jobs:
         with:
           image-name: ${{ env.IMAGE_NAME }}
           image-tag: ${{ github.sha }}
-          fail-on-critical: 'true'
-          severity: 'CRITICAL'
+          fail-on-severity: 'high'
+          severity: 'CRITICAL,HIGH'
+
+      - name: Scan container with Grype
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/grype-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-severity: 'high'

.github/workflows/api-tests.yml

@@ -107,6 +107,7 @@ jobs:
           files: |
             api/**
             .github/workflows/api-tests.yml
+            codecov.yml
           files_ignore: |
             api/docs/**
             api/README.md

.github/workflows/ci-actionlint.yml

@@ -0,0 +1,63 @@
+name: 'CI: Actionlint'
+
+on:
+  push:
+    branches:
+      - 'master'
+  pull_request:
+    branches:
+      - 'master'
+  schedule:
+    - cron: '45 06 * * *'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions: {}
+
+jobs:
+  actionlint:
+    if: github.repository == 'prowler-cloud/prowler'
+    name: GitHub Actions Schema Check
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Harden Runner
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            api.github.com:443
+            auth.docker.io:443
+            registry-1.docker.io:443
+            production.cloudflare.docker.com:443
+            production.cloudfront.docker.com:443
+
+      - name: Checkout repository
+        uses: actions/checkout@d23441a48e516b6c34aea4fa41551a30e30af803 # v6.1.0
+        with:
+          # zizmor: ignore[artipacked]
+          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch
+
+      # Always runs so it always reports; the lint is skipped when nothing changed.
+      - name: Check for workflow changes
+        id: check-changes
+        uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
+        with:
+          files: .github/**
+
+      # SC2129 is style only: it suggests grouping consecutive redirects.
+      - name: Run actionlint
+        if: steps.check-changes.outputs.any_changed == 'true'
+        env:
+          SHELLCHECK_OPTS: '-e SC2129'
+        run: |
+          docker run --rm -v "$PWD:/repo" --workdir /repo -e SHELLCHECK_OPTS \
+            rhysd/actionlint:1.7.12@sha256:b1934ee5f1c509618f2508e6eb47ee0d3520686341fec936f3b79331f9315667 \
+            -color

.github/workflows/comment-label-update.yml

@@ -32,7 +32,7 @@ jobs:
           ISSUE_NUMBER: ${{ github.event.issue.number }}
         run: |
           echo "Removing 'status/awaiting-response' label from #$ISSUE_NUMBER"
-          gh api /repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels/status%2Fawaiting-response \
+          gh api "/repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels/status%2Fawaiting-response" \
             -X DELETE
 
       - name: Add 'status/waiting-for-revision' label
@@ -41,6 +41,6 @@ jobs:
           ISSUE_NUMBER: ${{ github.event.issue.number }}
         run: |
           echo "Adding 'status/waiting-for-revision' label to #$ISSUE_NUMBER"
-          gh api /repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels \
+          gh api "/repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels" \
             -X POST \
             -f labels[]='status/waiting-for-revision'

.github/workflows/dockerhub-descriptions.yml

@@ -0,0 +1,92 @@
+name: 'Tools: Sync Docker Hub Descriptions'
+
+on:
+  push:
+    branches:
+      - 'master'
+    paths:
+      - 'docs/dockerhub/README.md'
+      - '.github/workflows/dockerhub-descriptions.yml'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: false
+
+env:
+  OVERVIEW_FILE: docs/dockerhub/README.md
+
+permissions: {}
+
+jobs:
+  prowlercloud:
+    if: github.repository == 'prowler-cloud/prowler' && github.ref == 'refs/heads/master'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - repository: prowlercloud/prowler
+            short_description: 'Prowler CLI: the Open Cloud Security tool for AWS, Azure, Google Cloud, Kubernetes, M365 and GitHub'
+          - repository: prowlercloud/prowler-api
+            short_description: 'Prowler Local Server - API: the JSON API and Task Runner components of Prowler'
+          - repository: prowlercloud/prowler-ui
+            short_description: 'Prowler Local Server - UI: the web interface to run Prowler scans and explore findings'
+          - repository: prowlercloud/prowler-mcp
+            short_description: 'Prowler MCP: the interface for agents, including IDE plugins and agent integrations'
+
+    steps:
+      - name: Harden Runner
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            hub.docker.com:443
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+
+      - name: Update Docker Hub description for ${{ matrix.repository }}
+        uses: peter-evans/dockerhub-description@1b9a80c056b620d92cedb9d9b5a223409c68ddfa # v5.0.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+          repository: ${{ matrix.repository }}
+          short-description: ${{ matrix.short_description }}
+          readme-filepath: ${{ env.OVERVIEW_FILE }}
+
+  toniblyx:
+    if: github.repository == 'prowler-cloud/prowler' && github.ref == 'refs/heads/master'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Harden Runner
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            hub.docker.com:443
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+
+      - name: Update Docker Hub description for toniblyx/prowler
+        uses: peter-evans/dockerhub-description@1b9a80c056b620d92cedb9d9b5a223409c68ddfa # v5.0.0
+        with:
+          username: ${{ secrets.TONIBLYX_DOCKERHUB_USERNAME }}
+          password: ${{ secrets.TONIBLYX_DOCKERHUB_PASSWORD }}
+          repository: toniblyx/prowler
+          short-description: 'Prowler CLI (legacy repository, mirrors prowlercloud/prowler)'
+          readme-filepath: ${{ env.OVERVIEW_FILE }}

.github/workflows/helm-chart-release.yml

@@ -38,16 +38,19 @@ jobs:
       - name: Set up Helm
         uses: azure/setup-helm@dda3372f752e03dde6b3237bc9431cdc2f7a02a2 # v5.0.0
 
-      - name: Set appVersion from release tag
+      - name: Set chart version and appVersion from release tag
         run: |
-          RELEASE_TAG="${GITHUB_EVENT_RELEASE_TAG_NAME}"
-          echo "Setting appVersion to ${RELEASE_TAG}"
-          sed -i "s/^appVersion:.*/appVersion: \"${RELEASE_TAG}\"/" ${{ env.CHART_PATH }}/Chart.yaml
+          # Strip any leading "v" so the chart version is valid SemVer 2.
+          RELEASE_TAG="${GITHUB_EVENT_RELEASE_TAG_NAME#v}"
+          echo "Setting chart version and appVersion to ${RELEASE_TAG}"
+          # Publish an immutable chart version per release instead of the static
+          # 0.0.1 in source, so every release is a distinct, addressable artifact.
+          yq -i ".version = \"${RELEASE_TAG}\" | .appVersion = \"${RELEASE_TAG}\"" ${{ env.CHART_PATH }}/Chart.yaml
         env:
           GITHUB_EVENT_RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
 
       - name: Login to GHCR
-        run: echo "${{ secrets.GITHUB_TOKEN }}" | helm registry login ghcr.io -u ${GITHUB_ACTOR} --password-stdin
+        run: echo "${{ secrets.GITHUB_TOKEN }}" | helm registry login ghcr.io -u "${GITHUB_ACTOR}" --password-stdin
 
       - name: Update chart dependencies
         run: helm dependency update ${{ env.CHART_PATH }}

.github/workflows/labeler.yml

@@ -85,10 +85,10 @@ jobs:
 
           # Check if author is in the org members list
           if printf '%s\n' "${ORG_MEMBERS[@]}" | grep -q "^${AUTHOR}$"; then
-            echo "is_member=true" >> $GITHUB_OUTPUT
+            echo "is_member=true" >> "$GITHUB_OUTPUT"
             echo "$AUTHOR is an organization member"
           else
-            echo "is_member=false" >> $GITHUB_OUTPUT
+            echo "is_member=false" >> "$GITHUB_OUTPUT"
             echo "$AUTHOR is not an organization member"
           fi
 

.github/workflows/markdown-lint.yml

@@ -55,6 +55,10 @@ jobs:
         # Pin must match .pre-commit-config.yaml so prek and CI behave identically.
         # pnpm dlx doesn't accept --ignore-scripts as a flag; the env var
         # disables postinstall scripts on transitives the same way.
+        #
+        # Files come from `git ls-files` because markdownlint doesn't traverse
+        # dot-directories, so `.github/**/*.md` went unlinted.
+        # `.markdownlintignore` still applies to the listed paths.
         env:
           pnpm_config_ignore_scripts: 'true'
-        run: pnpm dlx markdownlint-cli@0.45.0 '**/*.md'
+        run: git ls-files -z '*.md' | xargs -0 -r pnpm dlx markdownlint-cli@0.45.0 --

.github/workflows/mcp-container-build-push.yml

@@ -41,6 +41,7 @@ jobs:
     timeout-minutes: 5
     outputs:
       short-sha: ${{ steps.set-short-sha.outputs.short-sha }}
+      created: ${{ steps.set-short-sha.outputs.created }}
     permissions:
       contents: read
     steps:
@@ -51,7 +52,9 @@ jobs:
 
       - name: Calculate short SHA
         id: set-short-sha
-        run: echo "short-sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+        run: |
+          echo "short-sha=${GITHUB_SHA::7}" >> "${GITHUB_OUTPUT}"
+          echo "created=$(date -u +%Y-%m-%dT%H:%M:%SZ)" >> "${GITHUB_OUTPUT}"
 
   notify-release-started:
     if: github.repository == 'prowler-cloud/prowler' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
@@ -110,15 +113,15 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            github.com:443
-            registry-1.docker.io:443
             auth.docker.io:443
+            files.pythonhosted.org:443
+            ghcr.io:443
+            github.com:443
+            pkg-containers.githubusercontent.com:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
-            ghcr.io:443
-            pkg-containers.githubusercontent.com:443
-            files.pythonhosted.org:443
             pypi.org:443
+            registry-1.docker.io:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -141,17 +144,20 @@ jobs:
         with:
           context: ${{ env.WORKING_DIRECTORY }}
           push: true
+          sbom: true
+          # max, not the default min: min records little beyond the build ref.
+          provenance: mode=max
           platforms: ${{ matrix.platform }}
           tags: |
             ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
           labels: |
-            org.opencontainers.image.title=Prowler MCP Server
+            org.opencontainers.image.title=Prowler MCP
             org.opencontainers.image.description=Model Context Protocol server for Prowler
             org.opencontainers.image.vendor=ProwlerPro, Inc.
             org.opencontainers.image.source=https://github.com/${{ github.repository }}
             org.opencontainers.image.revision=${{ github.sha }}
-            org.opencontainers.image.created=${{ github.event_name == 'release' && github.event.release.published_at || github.event.head_commit.timestamp }}
-            ${{ github.event_name == 'release' && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
+            org.opencontainers.image.created=${{ needs.setup.outputs.created }}
+            ${{ (github.event_name == 'release' || github.event_name == 'workflow_dispatch') && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
           cache-from: type=gha,scope=${{ matrix.arch }}
           cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}
 
@@ -169,11 +175,11 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            registry-1.docker.io:443
             auth.docker.io:443
+            github.com:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
-            github.com:443
+            registry-1.docker.io:443
             release-assets.githubusercontent.com:443
 
       - name: Login to DockerHub
@@ -187,9 +193,9 @@ jobs:
         run: |
           docker buildx imagetools create \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -197,10 +203,10 @@ jobs:
         if: github.event_name == 'release' || github.event_name == 'workflow_dispatch'
         run: |
           docker buildx imagetools create \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG} \
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG}" \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -240,9 +246,9 @@ jobs:
         id: outcome
         run: |
           if [[ "${NEEDS_CONTAINER_BUILD_PUSH_RESULT}" == "success" && "${NEEDS_CREATE_MANIFEST_RESULT}" == "success" ]]; then
-            echo "outcome=success" >> $GITHUB_OUTPUT
+            echo "outcome=success" >> "$GITHUB_OUTPUT"
           else
-            echo "outcome=failure" >> $GITHUB_OUTPUT
+            echo "outcome=failure" >> "$GITHUB_OUTPUT"
           fi
         env:
           NEEDS_CONTAINER_BUILD_PUSH_RESULT: ${{ needs.container-build-push.result }}

.github/workflows/mcp-container-checks.yml

@@ -87,6 +87,9 @@ jobs:
             get.trivy.dev:443
             release-assets.githubusercontent.com:443
             objects.githubusercontent.com:443
+            raw.githubusercontent.com:443
+            grype.anchore.io:443
+            get.anchore.io:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -98,7 +101,13 @@ jobs:
         id: check-changes
         uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
         with:
-          files: mcp_server/**
+          files: |
+            mcp_server/**
+            .trivyignore.yaml
+            .github/actions/trivy-scan/**
+            .github/actions/grype-scan/**
+            .grype.yaml
+            .github/scripts/grype-pr-comment.js
           files_ignore: |
             mcp_server/README.md
             mcp_server/CHANGELOG.md
@@ -125,5 +134,13 @@ jobs:
         with:
           image-name: ${{ env.IMAGE_NAME }}
           image-tag: ${{ github.sha }}
-          fail-on-critical: 'true'
-          severity: 'CRITICAL'
+          fail-on-severity: 'high'
+          severity: 'CRITICAL,HIGH'
+
+      - name: Scan MCP container with Grype
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/grype-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-severity: 'high'

.github/workflows/mcp-pypi-release.yml

@@ -113,7 +113,7 @@ jobs:
 
       - name: Publish prowler-mcp package to PyPI
         if: steps.pypi-check.outputs.skip != 'true'
-        uses: pypa/gh-action-pypi-publish@cef221092ed1bacb1cc03d23a2d87d1d172e277b # v1.14.0
+        uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
         with:
           packages-dir: ${{ env.WORKING_DIRECTORY }}/dist/
           print-hash: true

.github/workflows/mcp-tests.yml

@@ -0,0 +1,99 @@
+name: 'MCP: Tests'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  MCP_WORKING_DIR: ./mcp_server
+
+permissions: {}
+
+jobs:
+  mcp-tests:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        # requires-python is >=3.12 while the shipped image is 3.13; testing both
+        # is what keeps that floor honest.
+        python-version:
+          - '3.12'
+          - '3.13'
+    defaults:
+      run:
+        working-directory: ./mcp_server
+
+    steps:
+      - name: Harden Runner
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          # hub.prowler.com and raw.githubusercontent.com are deliberately absent:
+          # the suite mocks every outbound call, so a real one must fail the job.
+          # The sentry.io entry is not the test suite: the Codecov uploader sends
+          # its own telemetry there, so api-tests.yml and sdk-tests.yml allow it too.
+          allowed-endpoints: >
+            github.com:443
+            pypi.org:443
+            files.pythonhosted.org:443
+            cli.codecov.io:443
+            keybase.io:443
+            ingest.codecov.io:443
+            o26192.ingest.us.sentry.io:443
+            storage.googleapis.com:443
+            api.github.com:443
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          # zizmor: ignore[artipacked]
+          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch
+
+      - name: Check for MCP server changes
+        id: check-changes
+        uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
+        with:
+          files: |
+            mcp_server/**
+            .github/workflows/mcp-tests.yml
+            codecov.yml
+          files_ignore: |
+            mcp_server/README.md
+            mcp_server/CHANGELOG.md
+            mcp_server/changelog.d/**
+            mcp_server/AGENTS.md
+            mcp_server/Dockerfile
+            mcp_server/.dockerignore
+            mcp_server/entrypoint.sh
+
+      - name: Setup Python with uv
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/setup-python-uv
+        with:
+          python-version: ${{ matrix.python-version }}
+          working-directory: ./mcp_server
+
+      - name: Run tests with pytest
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: uv run pytest --cov=./prowler_mcp_server --cov-report=xml tests
+
+      - name: Upload coverage reports to Codecov
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: mcp

.github/workflows/pr-check-changelog.yml

@@ -129,7 +129,6 @@ jobs:
           handwritten_changelogs=""
 
           all_changed=$(echo "${STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES}" | tr ' ' '\n')
-          added=$(echo "${STEPS_CHANGED_FILES_OUTPUTS_ADDED_FILES}" | tr ' ' '\n')
           added_or_renamed=$(printf '%s\n%s' "${STEPS_CHANGED_FILES_OUTPUTS_ADDED_FILES}" "${STEPS_CHANGED_FILES_OUTPUTS_RENAMED_FILES}" | tr ' ' '\n')
           added_modified_or_renamed=$(printf '%s\n%s\n%s' "${STEPS_CHANGED_FILES_OUTPUTS_ADDED_FILES}" "${STEPS_CHANGED_FILES_OUTPUTS_MODIFIED_FILES}" "${STEPS_CHANGED_FILES_OUTPUTS_RENAMED_FILES}" | tr ' ' '\n')
 

.github/workflows/pr-check-compliance-mapping.yml

@@ -111,7 +111,7 @@ jobs:
             done
 
             if [ -n "$found_in" ]; then
-              found_in=$(echo "$found_in" | sed 's/, $//')
+              found_in="${found_in%, }"
               MAPPED="${MAPPED}- \`${check_id}\` (\`${provider}\`): ${found_in}"$'\n'
             else
               UNMAPPED="${UNMAPPED}- \`${check_id}\` (\`${provider}\`)"$'\n'

.github/workflows/pr-conflict-checker.yml

@@ -74,15 +74,15 @@ jobs:
           done <<< "$STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES"
 
           if [ "$HAS_CONFLICTS" = true ]; then
-            echo "has_conflicts=true" >> $GITHUB_OUTPUT
+            echo "has_conflicts=true" >> "$GITHUB_OUTPUT"
             {
               echo "conflict_files<<EOF"
               echo "$CONFLICT_FILES"
               echo "EOF"
-            } >> $GITHUB_OUTPUT
+            } >> "$GITHUB_OUTPUT"
             echo "Conflict markers detected"
           else
-            echo "has_conflicts=false" >> $GITHUB_OUTPUT
+            echo "has_conflicts=false" >> "$GITHUB_OUTPUT"
             echo "No conflict markers found in changed files"
           fi
         env:

.github/workflows/pr-merged.yml

@@ -36,7 +36,7 @@ jobs:
         id: vars
         run: |
           SHORT_SHA="${GITHUB_EVENT_PULL_REQUEST_MERGE_COMMIT_SHA}"
-          echo "short_sha=${SHORT_SHA::7}" >> $GITHUB_OUTPUT
+          echo "short_sha=${SHORT_SHA::7}" >> "$GITHUB_OUTPUT"
         env:
           GITHUB_EVENT_PULL_REQUEST_MERGE_COMMIT_SHA: ${{ github.event.pull_request.merge_commit_sha }}
 
@@ -46,6 +46,7 @@ jobs:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.CLOUD_DISPATCH }}
           event-type: prowler-pull-request-merged
+          # repository_dispatch caps client_payload at 10 properties; this is exactly at the cap.
           client-payload: |
             {
               "PROWLER_COMMIT_SHA": "${{ github.event.pull_request.merge_commit_sha }}",
@@ -54,8 +55,8 @@ jobs:
               "PROWLER_PR_TITLE": ${{ toJson(github.event.pull_request.title) }},
               "PROWLER_PR_LABELS": ${{ toJson(github.event.pull_request.labels.*.name) }},
               "PROWLER_PR_BODY": ${{ toJson(github.event.pull_request.body) }},
-              "PROWLER_PR_URL": ${{ toJson(github.event.pull_request.html_url) }},
               "PROWLER_PR_MERGED_BY": "${{ github.event.pull_request.merged_by.login }}",
-              "PROWLER_PR_BASE_BRANCH": ${{ toJson(github.event.pull_request.base.ref) }},
-              "PROWLER_PR_HEAD_BRANCH": ${{ toJson(github.event.pull_request.head.ref) }}
+              "PROWLER_PR_STACK_NUMBER": "${{ github.event.pull_request.stack.number }}",
+              "PROWLER_PR_STACK_POSITION": "${{ github.event.pull_request.stack.position }}",
+              "PROWLER_PR_STACK_SIZE": "${{ github.event.pull_request.stack.size }}"
             }

.github/workflows/prepare-release.yml

@@ -25,6 +25,7 @@ jobs:
     runs-on: ubuntu-latest
     timeout-minutes: 30
     permissions:
+      actions: write
       contents: write
       pull-requests: write
     steps:
@@ -33,6 +34,12 @@ jobs:
       with:
         egress-policy: audit
 
+    - name: Enable release freeze
+      env:
+        GH_TOKEN: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+      run: |
+        gh variable set RELEASE_FREEZE --body true --repo "${GITHUB_REPOSITORY}"
+
     - name: Checkout repository
       uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
       with:
@@ -70,7 +77,7 @@ jobs:
 
           echo "Prowler version: $PROWLER_VERSION"
           echo "Branch name: $BRANCH_NAME"
-          echo "Is minor release: $([ $PATCH_VERSION -eq 0 ] && echo 'true' || echo 'false')"
+          echo "Is minor release: $([ "$PATCH_VERSION" -eq 0 ] && echo 'true' || echo 'false')"
         else
           echo "Invalid version syntax: '$PROWLER_VERSION' (must be N.N.N)" >&2
           exit 1
@@ -100,7 +107,8 @@ jobs:
           if [ -f "$changelog_file" ]; then
             # Extract version that matches this Prowler release
             # Format: ## [version] (Prowler X.Y.Z) or ## [vversion] (Prowler vX.Y.Z)
-            local version=$(grep '^## \[' "$changelog_file" | grep "(Prowler v\?${prowler_version})" | head -1 | sed 's/^## \[\(.*\)\].*/\1/' | sed 's/^v//' | tr -d '[:space:]')
+            local version
+            version=$(grep '^## \[' "$changelog_file" | grep "(Prowler v\?${prowler_version})" | head -1 | sed 's/^## \[\(.*\)\].*/\1/' | sed 's/^v//' | tr -d '[:space:]')
             echo "$version"
           else
             echo ""
@@ -171,55 +179,55 @@ jobs:
 
         # Determine if components have changes for this specific release
         if [ -n "$SDK_VERSION" ]; then
-          echo "HAS_SDK_CHANGES=true" >> $GITHUB_ENV
+          echo "HAS_SDK_CHANGES=true" >> "$GITHUB_ENV"
           HAS_SDK_CHANGES="true"
           echo "✓ SDK changes detected - version: $SDK_VERSION"
           extract_changelog "prowler/CHANGELOG.md" "$SDK_VERSION" "prowler_changelog.md"
         else
-          echo "HAS_SDK_CHANGES=false" >> $GITHUB_ENV
+          echo "HAS_SDK_CHANGES=false" >> "$GITHUB_ENV"
           HAS_SDK_CHANGES="false"
           echo "ℹ No SDK changes for this release"
           touch "prowler_changelog.md"
         fi
 
         if [ -n "$API_VERSION" ]; then
-          echo "HAS_API_CHANGES=true" >> $GITHUB_ENV
+          echo "HAS_API_CHANGES=true" >> "$GITHUB_ENV"
           HAS_API_CHANGES="true"
           echo "✓ API changes detected - version: $API_VERSION"
           extract_changelog "api/CHANGELOG.md" "$API_VERSION" "api_changelog.md"
         else
-          echo "HAS_API_CHANGES=false" >> $GITHUB_ENV
+          echo "HAS_API_CHANGES=false" >> "$GITHUB_ENV"
           HAS_API_CHANGES="false"
           echo "ℹ No API changes for this release"
           touch "api_changelog.md"
         fi
 
         if [ -n "$UI_VERSION" ]; then
-          echo "HAS_UI_CHANGES=true" >> $GITHUB_ENV
+          echo "HAS_UI_CHANGES=true" >> "$GITHUB_ENV"
           HAS_UI_CHANGES="true"
           echo "✓ UI changes detected - version: $UI_VERSION"
           extract_changelog "ui/CHANGELOG.md" "$UI_VERSION" "ui_changelog.md"
         else
-          echo "HAS_UI_CHANGES=false" >> $GITHUB_ENV
+          echo "HAS_UI_CHANGES=false" >> "$GITHUB_ENV"
           HAS_UI_CHANGES="false"
           echo "ℹ No UI changes for this release"
           touch "ui_changelog.md"
         fi
 
         if [ -n "$MCP_VERSION" ]; then
-          echo "HAS_MCP_CHANGES=true" >> $GITHUB_ENV
+          echo "HAS_MCP_CHANGES=true" >> "$GITHUB_ENV"
           HAS_MCP_CHANGES="true"
           echo "✓ MCP changes detected - version: $MCP_VERSION"
           extract_changelog "mcp_server/CHANGELOG.md" "$MCP_VERSION" "mcp_changelog.md"
         else
-          echo "HAS_MCP_CHANGES=false" >> $GITHUB_ENV
+          echo "HAS_MCP_CHANGES=false" >> "$GITHUB_ENV"
           HAS_MCP_CHANGES="false"
           echo "ℹ No MCP changes for this release"
           touch "mcp_changelog.md"
         fi
 
         # Combine changelogs in order: UI, API, SDK, MCP
-        > combined_changelog.md
+        : > combined_changelog.md
 
         if [ "$HAS_UI_CHANGES" = "true" ] && [ -s "ui_changelog.md" ]; then
           echo "## UI" >> combined_changelog.md
@@ -382,3 +390,4 @@ jobs:
       if: always()
       run: |
         rm -f prowler_changelog.md api_changelog.md ui_changelog.md mcp_changelog.md combined_changelog.md
+

.github/workflows/release-freeze-gate.yml

@@ -0,0 +1,45 @@
+name: 'Tools: Release Freeze Gate'
+
+on:
+  pull_request:
+    branches:
+      - 'master'
+    types:
+      - opened
+      - synchronize
+      - reopened
+      - ready_for_review
+  merge_group:
+    branches:
+      - 'master'
+    types:
+      - checks_requested
+  workflow_dispatch:
+
+permissions: {}
+
+jobs:
+  release-freeze-gate:
+    name: release-freeze-gate
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: audit
+
+      - name: Check release freeze status
+        env:
+          RELEASE_FREEZE: ${{ vars.RELEASE_FREEZE }}
+        run: |
+          case "${RELEASE_FREEZE}" in
+            true|TRUE|True)
+              echo "::error::Release freeze is active. Merges to master are temporarily blocked."
+              echo "Set the RELEASE_FREEZE repository variable to false when the release is complete."
+              exit 1
+              ;;
+            *)
+              echo "Release freeze is not active."
+              ;;
+          esac

.github/workflows/sdk-container-build-push.yml

@@ -54,6 +54,7 @@ jobs:
     timeout-minutes: 5
     outputs:
       prowler_version: ${{ steps.get-prowler-version.outputs.prowler_version }}
+      created: ${{ steps.get-prowler-version.outputs.created }}
       latest_tag: ${{ steps.get-prowler-version.outputs.latest_tag }}
       stable_tag: ${{ steps.get-prowler-version.outputs.stable_tag }}
     permissions:
@@ -64,9 +65,9 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
+            files.pythonhosted.org:443
             github.com:443
             pypi.org:443
-            files.pythonhosted.org:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -86,6 +87,7 @@ jobs:
           fi
           echo "latest_tag=latest" >> "${GITHUB_OUTPUT}"
           echo "stable_tag=stable" >> "${GITHUB_OUTPUT}"
+          echo "created=$(date -u +%Y-%m-%dT%H:%M:%SZ)" >> "${GITHUB_OUTPUT}"
 
   notify-release-started:
     if: github.repository == 'prowler-cloud/prowler' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
@@ -146,24 +148,24 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
+            _http._tcp.deb.debian.org:443
+            aka.ms:443
             api.ecr-public.us-east-1.amazonaws.com:443
-            public.ecr.aws:443
-            sts.amazonaws.com:443
-            sts.us-east-1.amazonaws.com:443
-            registry-1.docker.io:443
+            auth.docker.io:443
+            cdn.powershellgallery.com:443
+            debian.map.fastlydns.net:80
+            files.pythonhosted.org:443
+            github.com:443
+            powershellinfraartifacts-gkhedzdeaghdezhr.z01.azurefd.net:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
-            auth.docker.io:443
-            debian.map.fastlydns.net:80
-            github.com:443
-            release-assets.githubusercontent.com:443
+            public.ecr.aws:443
             pypi.org:443
-            files.pythonhosted.org:443
+            registry-1.docker.io:443
+            release-assets.githubusercontent.com:443
+            sts.amazonaws.com:443
+            sts.us-east-1.amazonaws.com:443
             www.powershellgallery.com:443
-            aka.ms:443
-            cdn.powershellgallery.com:443
-            _http._tcp.deb.debian.org:443
-            powershellinfraartifacts-gkhedzdeaghdezhr.z01.azurefd.net:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -198,9 +200,20 @@ jobs:
           context: .
           file: ${{ env.DOCKERFILE_PATH }}
           push: true
+          sbom: true
+          # max, not the default min: min records little beyond the build ref.
+          provenance: mode=max
           platforms: ${{ matrix.platform }}
           tags: |
             ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.latest_tag }}-${{ matrix.arch }}
+          labels: |
+            org.opencontainers.image.title=Prowler CLI
+            org.opencontainers.image.description=Open Source security tool for cloud security assessments, audits, incident response, continuous monitoring, hardening and forensics readiness
+            org.opencontainers.image.vendor=ProwlerPro, Inc.
+            org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            org.opencontainers.image.revision=${{ github.sha }}
+            org.opencontainers.image.created=${{ needs.setup.outputs.created }}
+            org.opencontainers.image.version=${{ needs.setup.outputs.prowler_version }}
           cache-from: type=gha,scope=${{ matrix.arch }}
           cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}
 
@@ -219,14 +232,14 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            registry-1.docker.io:443
+            api.ecr-public.us-east-1.amazonaws.com:443
             auth.docker.io:443
-            public.ecr.aws:443
+            github.com:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
-            github.com:443
+            public.ecr.aws:443
+            registry-1.docker.io:443
             release-assets.githubusercontent.com:443
-            api.ecr-public.us-east-1.amazonaws.com:443
             sts.amazonaws.com:443
             sts.us-east-1.amazonaws.com:443
 
@@ -252,10 +265,10 @@ jobs:
         if: github.event_name == 'push'
         run: |
           docker buildx imagetools create \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG} \
-            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-arm64
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}" \
+            -t "${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_LATEST_TAG: ${{ needs.setup.outputs.latest_tag }}
 
@@ -263,12 +276,12 @@ jobs:
         if: github.event_name == 'release' || github.event_name == 'workflow_dispatch'
         run: |
           docker buildx imagetools create \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION} \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_STABLE_TAG} \
-            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION} \
-            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${NEEDS_SETUP_OUTPUTS_STABLE_TAG} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-arm64
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION}" \
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_STABLE_TAG}" \
+            -t "${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION}" \
+            -t "${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${NEEDS_SETUP_OUTPUTS_STABLE_TAG}" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_LATEST_TAG}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_PROWLER_VERSION: ${{ needs.setup.outputs.prowler_version }}
           NEEDS_SETUP_OUTPUTS_STABLE_TAG: ${{ needs.setup.outputs.stable_tag }}
@@ -293,7 +306,7 @@ jobs:
         if: needs.setup.outputs.latest_tag == 'latest' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
         run: |
           docker buildx imagetools create \
-            -t ${{ env.TONIBLYX_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION} \
+            -t "${{ env.TONIBLYX_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_PROWLER_VERSION}" \
             -t ${{ env.TONIBLYX_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:stable \
             ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:stable
         env:
@@ -343,9 +356,9 @@ jobs:
         id: outcome
         run: |
           if [[ "${NEEDS_CONTAINER_BUILD_PUSH_RESULT}" == "success" && "${NEEDS_CREATE_MANIFEST_RESULT}" == "success" ]]; then
-            echo "outcome=success" >> $GITHUB_OUTPUT
+            echo "outcome=success" >> "$GITHUB_OUTPUT"
           else
-            echo "outcome=failure" >> $GITHUB_OUTPUT
+            echo "outcome=failure" >> "$GITHUB_OUTPUT"
           fi
         env:
           NEEDS_CONTAINER_BUILD_PUSH_RESULT: ${{ needs.container-build-push.result }}

.github/workflows/sdk-container-checks.yml

@@ -10,6 +10,7 @@ on:
       - 'Dockerfile*'
       - 'pyproject.toml'
       - 'uv.lock'
+      - '.trivyignore.yaml'
       - '.github/workflows/sdk-container-checks.yml'
   pull_request:
     branches:
@@ -83,6 +84,10 @@ jobs:
             api.github.com:443
             mirror.gcr.io:443
             check.trivy.dev:443
+            raw.githubusercontent.com:443
+            objects.githubusercontent.com:443
+            grype.anchore.io:443
+            get.anchore.io:443
             debian.map.fastlydns.net:80
             release-assets.githubusercontent.com:443
             objects.githubusercontent.com:443
@@ -112,7 +117,12 @@ jobs:
             Dockerfile*
             pyproject.toml
             uv.lock
+            .trivyignore.yaml
             .github/workflows/sdk-container-checks.yml
+            .github/actions/trivy-scan/**
+            .github/actions/grype-scan/**
+            .grype.yaml
+            .github/scripts/grype-pr-comment.js
           files_ignore: |
             prowler/CHANGELOG.md
             prowler/changelog.d/**
@@ -139,5 +149,13 @@ jobs:
         with:
           image-name: ${{ env.IMAGE_NAME }}
           image-tag: ${{ github.sha }}
-          fail-on-critical: 'true'
-          severity: 'CRITICAL'
+          fail-on-severity: 'high'
+          severity: 'CRITICAL,HIGH'
+
+      - name: Scan SDK container with Grype
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/grype-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-severity: 'high'

.github/workflows/sdk-package-checks.yml

@@ -0,0 +1,196 @@
+name: 'SDK: Package Checks'
+
+# Rehearses the PyPI release on every packaging change and once a week, from the
+# consumer's side. Two incidents this guards against:
+#
+# - 5.38.0 shipped an unsatisfiable Requires-Dist (cryptography==50.0.0 while
+#   alibabacloud-tea-openapi and pyopenssl cap it below 49). A [tool.uv] override hid
+#   the conflict inside the repo; pip could not install the wheel and silently
+#   resolved `pip install prowler` to 5.37.1 for a week.
+# - 5.39.0 never published: an unpinned build backend started emitting core metadata
+#   2.5 and the twine bundled in the publish action rejected it.
+#
+# Both were only detectable at release time because nothing built and installed the
+# artifact earlier. The weekly run also catches releases yanked from PyPI after we
+# pinned them (zstd 1.5.7.3, "buggy - not thread safe", sat in uv.lock for months).
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+  schedule:
+    # Monday 06:00 UTC. Yanks and upstream releases happen without a commit here.
+    - cron: '0 6 * * 1'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions: {}
+
+env:
+  # Must equal the twine bundled in the pypa/gh-action-pypi-publish pin used by
+  # sdk-pypi-release.yml (requirements/runtime.txt in that repo at the pinned tag).
+  # A metadata check that passes here must pass there.
+  TWINE_VERSION: '7.0.0'
+
+jobs:
+  changes:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    outputs:
+      # Scheduled and manual runs always execute; pushes and PRs only when a packaging
+      # input changed. Jobs skipped this way still report success to branch protection.
+      run: ${{ github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || steps.filter.outputs.any_changed == 'true' }}
+
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            api.github.com:443
+
+      - name: Checkout repository
+        if: github.event_name == 'push' || github.event_name == 'pull_request'
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          # zizmor: ignore[artipacked]
+          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch
+
+      - name: Detect packaging changes
+        if: github.event_name == 'push' || github.event_name == 'pull_request'
+        id: filter
+        uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
+        with:
+          files: |
+            pyproject.toml
+            uv.lock
+            README.md
+            util/replicate_pypi_package.py
+            util/check_yanked_pins.py
+            api/pyproject.toml
+            api/uv.lock
+            mcp_server/pyproject.toml
+            mcp_server/uv.lock
+            .github/workflows/sdk-package-checks.yml
+            .github/workflows/sdk-pypi-release.yml
+            .github/actions/setup-python-uv/**
+
+  install-from-wheel:
+    needs: changes
+    if: needs.changes.outputs.run == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version:
+          - '3.10'
+          - '3.11'
+          - '3.12'
+          - '3.13'
+        package:
+          - 'prowler'
+        include:
+          # prowler-cloud is the same tree renamed by util/replicate_pypi_package.py;
+          # one Python is enough to prove the rename and its build still work.
+          - python-version: '3.12'
+            package: 'prowler-cloud'
+
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            api.github.com:443
+            release-assets.githubusercontent.com:443
+            pypi.org:443
+            files.pythonhosted.org:443
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+
+      - name: Setup Python with uv
+        uses: ./.github/actions/setup-python-uv
+        with:
+          python-version: ${{ matrix.python-version }}
+          install-dependencies: 'false'
+
+      - name: Rename package to prowler-cloud
+        if: matrix.package == 'prowler-cloud'
+        run: |
+          pip install --no-cache-dir toml
+          python util/replicate_pypi_package.py
+
+      - name: Build sdist and wheel
+        run: uv build
+
+      - name: Check metadata with the release workflow's twine
+        run: uvx --from "twine==${TWINE_VERSION}" twine check --strict dist/*
+
+      - name: Install the wheel with pip into a clean virtualenv
+        # Plain pip, --isolated, from outside the repo: consumers never see [tool.uv]
+        # override-dependencies or constraint-dependencies, so neither does this step.
+        run: |
+          python -m venv "${RUNNER_TEMP}/consumer"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --quiet --upgrade pip
+          cd "${RUNNER_TEMP}"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --isolated --no-cache-dir "${GITHUB_WORKSPACE}"/dist/*.whl
+
+      - name: Smoke test the installed CLI
+        run: |
+          cd "${RUNNER_TEMP}"
+          "${RUNNER_TEMP}/consumer/bin/prowler" --version
+          # Loads every AWS check module from the installed wheel: catches files missing
+          # from the package. grep fails the step if the summary line never appears.
+          "${RUNNER_TEMP}/consumer/bin/prowler" aws --list-checks | grep 'available checks'
+
+  pinned-releases-not-yanked:
+    needs: changes
+    if: needs.changes.outputs.run == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            github.com:443
+            api.github.com:443
+            release-assets.githubusercontent.com:443
+            pypi.org:443
+            files.pythonhosted.org:443
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+
+      - name: Set up Python
+        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        with:
+          python-version: '3.12'
+
+      - name: Check every pinned and locked release against PyPI
+        run: python util/check_yanked_pins.py . api mcp_server

.github/workflows/sdk-pypi-release.yml

@@ -84,8 +84,18 @@ jobs:
       - name: Build Prowler package
         run: uv build
 
+      - name: Verify the wheel installs with pip
+        # Same check as "SDK: Package Checks", repeated on the exact artifact about to be
+        # published. Plain pip, --isolated, from outside the repo: an unsatisfiable
+        # Requires-Dist fails here instead of on users' machines (5.38.0 shipped one).
+        run: |
+          python -m venv "${RUNNER_TEMP}/consumer"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --quiet --upgrade pip
+          cd "${RUNNER_TEMP}"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --isolated --no-cache-dir --dry-run "${GITHUB_WORKSPACE}"/dist/*.whl
+
       - name: Publish Prowler package to PyPI
-        uses: pypa/gh-action-pypi-publish@cef221092ed1bacb1cc03d23a2d87d1d172e277b # v1.14.0
+        uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
         with:
           print-hash: true
 
@@ -128,7 +138,17 @@ jobs:
       - name: Build prowler-cloud package
         run: uv build
 
+      - name: Verify the wheel installs with pip
+        # Same check as "SDK: Package Checks", repeated on the exact artifact about to be
+        # published. Plain pip, --isolated, from outside the repo: an unsatisfiable
+        # Requires-Dist fails here instead of on users' machines (5.38.0 shipped one).
+        run: |
+          python -m venv "${RUNNER_TEMP}/consumer"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --quiet --upgrade pip
+          cd "${RUNNER_TEMP}"
+          "${RUNNER_TEMP}/consumer/bin/python" -m pip install --isolated --no-cache-dir --dry-run "${GITHUB_WORKSPACE}"/dist/*.whl
+
       - name: Publish prowler-cloud package to PyPI
-        uses: pypa/gh-action-pypi-publish@cef221092ed1bacb1cc03d23a2d87d1d172e277b # v1.14.0
+        uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
         with:
           print-hash: true

.github/workflows/sdk-tests.yml

@@ -216,7 +216,8 @@ jobs:
           elif [ -z "${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}" ]; then
             echo "No AWS service paths detected; skipping AWS tests."
           else
-            uv run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml ${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}
+            read -ra service_paths <<< "${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}"
+            uv run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml "${service_paths[@]}"
           fi
         env:
           STEPS_AWS_SERVICES_OUTPUTS_RUN_ALL: ${{ steps.aws-services.outputs.run_all }}

.github/workflows/test-impact-analysis.yml

@@ -84,7 +84,8 @@ jobs:
           echo "Changed files:"
           echo "${STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES}" | tr ' ' '\n'
           echo ""
-          python .github/scripts/test-impact.py ${STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES}
+          read -ra changed <<< "${STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES}"
+          python .github/scripts/test-impact.py "${changed[@]}"
         env:
           STEPS_CHANGED_FILES_OUTPUTS_ALL_CHANGED_FILES: ${{ steps.changed-files.outputs.all_changed_files }}
 
@@ -92,21 +93,21 @@ jobs:
         id: set-flags
         run: |
           if [[ -n "${STEPS_IMPACT_OUTPUTS_SDK_TESTS}" ]]; then
-            echo "has-sdk-tests=true" >> $GITHUB_OUTPUT
+            echo "has-sdk-tests=true" >> "$GITHUB_OUTPUT"
           else
-            echo "has-sdk-tests=false" >> $GITHUB_OUTPUT
+            echo "has-sdk-tests=false" >> "$GITHUB_OUTPUT"
           fi
 
           if [[ -n "${STEPS_IMPACT_OUTPUTS_API_TESTS}" ]]; then
-            echo "has-api-tests=true" >> $GITHUB_OUTPUT
+            echo "has-api-tests=true" >> "$GITHUB_OUTPUT"
           else
-            echo "has-api-tests=false" >> $GITHUB_OUTPUT
+            echo "has-api-tests=false" >> "$GITHUB_OUTPUT"
           fi
 
           if [[ -n "${STEPS_IMPACT_OUTPUTS_UI_E2E}" ]]; then
-            echo "has-ui-e2e=true" >> $GITHUB_OUTPUT
+            echo "has-ui-e2e=true" >> "$GITHUB_OUTPUT"
           else
-            echo "has-ui-e2e=false" >> $GITHUB_OUTPUT
+            echo "has-ui-e2e=false" >> "$GITHUB_OUTPUT"
           fi
         env:
           STEPS_IMPACT_OUTPUTS_SDK_TESTS: ${{ steps.impact.outputs.sdk-tests }}
@@ -115,22 +116,22 @@ jobs:
 
       - name: Summary
         run: |
-          echo "## Test Impact Analysis" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
+          echo "## Test Impact Analysis" >> "$GITHUB_STEP_SUMMARY"
+          echo "" >> "$GITHUB_STEP_SUMMARY"
 
           if [[ "${STEPS_IMPACT_OUTPUTS_RUN_ALL}" == "true" ]]; then
-            echo "🚨 **Critical path changed - running ALL tests**" >> $GITHUB_STEP_SUMMARY
+            echo "🚨 **Critical path changed - running ALL tests**" >> "$GITHUB_STEP_SUMMARY"
           else
-            echo "### Affected Modules" >> $GITHUB_STEP_SUMMARY
-            echo "\`${STEPS_IMPACT_OUTPUTS_MODULES}\`" >> $GITHUB_STEP_SUMMARY
-            echo "" >> $GITHUB_STEP_SUMMARY
+            echo "### Affected Modules" >> "$GITHUB_STEP_SUMMARY"
+            echo "\`${STEPS_IMPACT_OUTPUTS_MODULES}\`" >> "$GITHUB_STEP_SUMMARY"
+            echo "" >> "$GITHUB_STEP_SUMMARY"
 
-            echo "### Tests to Run" >> $GITHUB_STEP_SUMMARY
-            echo "| Category | Paths |" >> $GITHUB_STEP_SUMMARY
-            echo "|----------|-------|" >> $GITHUB_STEP_SUMMARY
-            echo "| SDK Tests | \`${STEPS_IMPACT_OUTPUTS_SDK_TESTS:-none}\` |" >> $GITHUB_STEP_SUMMARY
-            echo "| API Tests | \`${STEPS_IMPACT_OUTPUTS_API_TESTS:-none}\` |" >> $GITHUB_STEP_SUMMARY
-            echo "| UI E2E | \`${STEPS_IMPACT_OUTPUTS_UI_E2E:-none}\` |" >> $GITHUB_STEP_SUMMARY
+            echo "### Tests to Run" >> "$GITHUB_STEP_SUMMARY"
+            echo "| Category | Paths |" >> "$GITHUB_STEP_SUMMARY"
+            echo "|----------|-------|" >> "$GITHUB_STEP_SUMMARY"
+            echo "| SDK Tests | \`${STEPS_IMPACT_OUTPUTS_SDK_TESTS:-none}\` |" >> "$GITHUB_STEP_SUMMARY"
+            echo "| API Tests | \`${STEPS_IMPACT_OUTPUTS_API_TESTS:-none}\` |" >> "$GITHUB_STEP_SUMMARY"
+            echo "| UI E2E | \`${STEPS_IMPACT_OUTPUTS_UI_E2E:-none}\` |" >> "$GITHUB_STEP_SUMMARY"
           fi
 
         env:

.github/workflows/ui-container-build-push.yml

@@ -41,17 +41,20 @@ jobs:
     timeout-minutes: 5
     outputs:
       short-sha: ${{ steps.set-short-sha.outputs.short-sha }}
+      created: ${{ steps.set-short-sha.outputs.created }}
     permissions:
       contents: read
     steps:
-      - name: Harden the runner (Audit all outbound calls)
+      - name: Harden Runner
         uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
         with:
-          egress-policy: audit
+          egress-policy: block
 
       - name: Calculate short SHA
         id: set-short-sha
-        run: echo "short-sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+        run: |
+          echo "short-sha=${GITHUB_SHA::7}" >> "${GITHUB_OUTPUT}"
+          echo "created=$(date -u +%Y-%m-%dT%H:%M:%SZ)" >> "${GITHUB_OUTPUT}"
 
   notify-release-started:
     if: github.repository == 'prowler-cloud/prowler' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
@@ -111,15 +114,15 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            registry-1.docker.io:443
-            production.cloudflare.docker.com:443
-            production.cloudfront.docker.com:443
             auth.docker.io:443
-            registry.npmjs.org:443
             dl-cdn.alpinelinux.org:443
             fonts.googleapis.com:443
             fonts.gstatic.com:443
             github.com:443
+            production.cloudflare.docker.com:443
+            production.cloudfront.docker.com:443
+            registry-1.docker.io:443
+            registry.npmjs.org:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -144,9 +147,20 @@ jobs:
           build-args: |
             NEXT_PUBLIC_PROWLER_RELEASE_VERSION=${{ (github.event_name == 'release' || github.event_name == 'workflow_dispatch') && format('v{0}', env.RELEASE_TAG) || needs.setup.outputs.short-sha }}
           push: true
+          sbom: true
+          # max, not the default min: min records little beyond the build ref.
+          provenance: mode=max
           platforms: ${{ matrix.platform }}
           tags: |
             ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
+          labels: |
+            org.opencontainers.image.title=Prowler Local Server UI
+            org.opencontainers.image.description=Web UI for Prowler Local Server (Next.js)
+            org.opencontainers.image.vendor=ProwlerPro, Inc.
+            org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            org.opencontainers.image.revision=${{ github.sha }}
+            org.opencontainers.image.created=${{ needs.setup.outputs.created }}
+            ${{ (github.event_name == 'release' || github.event_name == 'workflow_dispatch') && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
           cache-from: type=gha,scope=${{ matrix.arch }}
           cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}
 
@@ -164,12 +178,12 @@ jobs:
         with:
           egress-policy: block
           allowed-endpoints: >
-            github.com:443
-            release-assets.githubusercontent.com:443
-            registry-1.docker.io:443
             auth.docker.io:443
+            github.com:443
             production.cloudflare.docker.com:443
             production.cloudfront.docker.com:443
+            registry-1.docker.io:443
+            release-assets.githubusercontent.com:443
 
       - name: Login to DockerHub
         uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4.1.0
@@ -182,9 +196,9 @@ jobs:
         run: |
           docker buildx imagetools create \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -192,10 +206,10 @@ jobs:
         if: github.event_name == 'release' || github.event_name == 'workflow_dispatch'
         run: |
           docker buildx imagetools create \
-            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG} \
+            -t "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${RELEASE_TAG}" \
             -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64 \
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-amd64" \
+            "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${NEEDS_SETUP_OUTPUTS_SHORT_SHA}-arm64"
         env:
           NEEDS_SETUP_OUTPUTS_SHORT_SHA: ${{ needs.setup.outputs.short-sha }}
 
@@ -235,9 +249,9 @@ jobs:
         id: outcome
         run: |
           if [[ "${NEEDS_CONTAINER_BUILD_PUSH_RESULT}" == "success" && "${NEEDS_CREATE_MANIFEST_RESULT}" == "success" ]]; then
-            echo "outcome=success" >> $GITHUB_OUTPUT
+            echo "outcome=success" >> "$GITHUB_OUTPUT"
           else
-            echo "outcome=failure" >> $GITHUB_OUTPUT
+            echo "outcome=failure" >> "$GITHUB_OUTPUT"
           fi
         env:
           NEEDS_CONTAINER_BUILD_PUSH_RESULT: ${{ needs.container-build-push.result }}

.github/workflows/ui-container-checks.yml

@@ -88,6 +88,9 @@ jobs:
             get.trivy.dev:443
             release-assets.githubusercontent.com:443
             objects.githubusercontent.com:443
+            raw.githubusercontent.com:443
+            grype.anchore.io:443
+            get.anchore.io:443
 
       - name: Checkout repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -99,7 +102,13 @@ jobs:
         id: check-changes
         uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 # v47.0.6
         with:
-          files: ui/**
+          files: |
+            ui/**
+            .trivyignore.yaml
+            .github/actions/trivy-scan/**
+            .github/actions/grype-scan/**
+            .grype.yaml
+            .github/scripts/grype-pr-comment.js
           files_ignore: |
             ui/CHANGELOG.md
             ui/changelog.d/**
@@ -130,5 +139,13 @@ jobs:
         with:
           image-name: ${{ env.IMAGE_NAME }}
           image-tag: ${{ github.sha }}
-          fail-on-critical: 'true'
-          severity: 'CRITICAL'
+          fail-on-severity: 'high'
+          severity: 'CRITICAL,HIGH'
+
+      - name: Scan UI container with Grype
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/grype-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-severity: 'high'

.github/workflows/ui-e2e-tests-v2.yml

@@ -36,6 +36,7 @@ jobs:
     needs: impact-analysis
     if: |
       github.repository == 'prowler-cloud/prowler' &&
+      (github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false) &&
       (needs.impact-analysis.outputs.has-ui-e2e == 'true' || needs.impact-analysis.outputs.run-all == 'true')
     runs-on: ubuntu-latest
     env:
@@ -107,17 +108,115 @@ jobs:
 
       - name: Show test scope
         run: |
-          echo "## E2E Test Scope" >> $GITHUB_STEP_SUMMARY
+          echo "## E2E Test Scope" >> "$GITHUB_STEP_SUMMARY"
           if [[ "${RUN_ALL_TESTS}" == "true" ]]; then
-            echo "Running **ALL** E2E tests (critical path changed)" >> $GITHUB_STEP_SUMMARY
+            echo "Running **ALL** E2E tests (critical path changed)" >> "$GITHUB_STEP_SUMMARY"
           else
-            echo "Running tests matching: \`${E2E_TEST_PATHS}\`" >> $GITHUB_STEP_SUMMARY
+            echo "Running tests matching: \`${E2E_TEST_PATHS}\`" >> "$GITHUB_STEP_SUMMARY"
           fi
           echo ""
-          echo "Affected modules: \`${NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES}\`" >> $GITHUB_STEP_SUMMARY
+          echo "Affected modules: \`${NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES}\`" >> "$GITHUB_STEP_SUMMARY"
         env:
           NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES: ${{ needs.impact-analysis.outputs.modules }}
 
+      - name: Validate E2E prerequisites
+        shell: bash
+        run: |
+          declare -A required=()
+
+          suite_selected() {
+            [[ "${RUN_ALL_TESTS}" == "true" ]] ||
+              [[ " ${E2E_TEST_PATHS} " == *"ui/tests/$1/"* ]]
+          }
+
+          require_vars() {
+            local variable
+            for variable in "$@"; do
+              required["${variable}"]=1
+            done
+          }
+
+          if suite_selected auth || suite_selected providers ||
+            suite_selected invitations || suite_selected scans ||
+            suite_selected navigation; then
+            require_vars E2E_ADMIN_USER E2E_ADMIN_PASSWORD
+          fi
+
+          if suite_selected sign-up; then
+            require_vars E2E_NEW_USER_PASSWORD
+          fi
+
+          if suite_selected invitations; then
+            require_vars E2E_NEW_USER_PASSWORD E2E_ORGANIZATION_ID
+          fi
+
+          if suite_selected scans; then
+            require_vars \
+              E2E_AWS_PROVIDER_ACCOUNT_ID \
+              E2E_AWS_PROVIDER_ACCESS_KEY \
+              E2E_AWS_PROVIDER_SECRET_KEY
+          fi
+
+          if suite_selected providers; then
+            require_vars \
+              E2E_AWS_PROVIDER_ACCOUNT_ID \
+              E2E_AWS_PROVIDER_ACCESS_KEY \
+              E2E_AWS_PROVIDER_SECRET_KEY \
+              E2E_AWS_PROVIDER_ROLE_ARN \
+              E2E_AZURE_SUBSCRIPTION_ID \
+              E2E_AZURE_CLIENT_ID \
+              E2E_AZURE_SECRET_ID \
+              E2E_AZURE_TENANT_ID \
+              E2E_M365_DOMAIN_ID \
+              E2E_M365_CLIENT_ID \
+              E2E_M365_SECRET_ID \
+              E2E_M365_TENANT_ID \
+              E2E_M365_CERTIFICATE_CONTENT \
+              E2E_GCP_BASE64_SERVICE_ACCOUNT_KEY \
+              E2E_GCP_PROJECT_ID \
+              E2E_GITHUB_APP_ID \
+              E2E_GITHUB_BASE64_APP_PRIVATE_KEY \
+              E2E_GITHUB_USERNAME \
+              E2E_GITHUB_PERSONAL_ACCESS_TOKEN \
+              E2E_GITHUB_ORGANIZATION \
+              E2E_GITHUB_ORGANIZATION_ACCESS_TOKEN \
+              E2E_OCI_TENANCY_ID \
+              E2E_OCI_USER_ID \
+              E2E_OCI_FINGERPRINT \
+              E2E_OCI_KEY_CONTENT \
+              E2E_ALIBABACLOUD_ACCOUNT_ID \
+              E2E_ALIBABACLOUD_ACCESS_KEY_ID \
+              E2E_ALIBABACLOUD_ACCESS_KEY_SECRET \
+              E2E_ALIBABACLOUD_ROLE_ARN \
+              E2E_OKTA_DOMAIN \
+              E2E_OKTA_CLIENT_ID \
+              E2E_OKTA_BASE64_PRIVATE_KEY \
+              E2E_GOOGLEWORKSPACE_CUSTOMER_ID \
+              E2E_GOOGLEWORKSPACE_SERVICE_ACCOUNT_JSON \
+              E2E_GOOGLEWORKSPACE_DELEGATED_USER \
+              E2E_VERCEL_TEAM_ID \
+              E2E_VERCEL_API_TOKEN
+          fi
+
+          missing=()
+          if (( ${#required[@]} > 0 )); then
+            while IFS= read -r variable; do
+              [[ -z "${!variable:-}" ]] && missing+=("${variable}")
+            done < <(printf '%s\n' "${!required[@]}" | sort)
+          fi
+
+          if (( ${#missing[@]} > 0 )); then
+            echo "Missing required E2E variables:"
+            printf ' - %s\n' "${missing[@]}"
+            {
+              echo "## Missing E2E prerequisites"
+              printf -- "- \`%s\`\n" "${missing[@]}"
+            } >> "${GITHUB_STEP_SUMMARY}"
+            exit 1
+          fi
+
+          echo "E2E prerequisite preflight passed."
+
       - name: Create k8s Kind Cluster
         uses: helm/kind-action@ef37e7f390d99f746eb8b610417061a60e82a6cc # v1
         with:
@@ -134,7 +233,7 @@ jobs:
           yq -i '.services.worker.networks = ["kind","default"]' docker-compose.yml
 
       - name: Fix API data directory permissions
-        run: docker run --rm -v $(pwd)/_data/api:/data alpine chown -R 1000:1000 /data
+        run: docker run --rm -v "$(pwd)/_data/api:/data" alpine chown -R 1000:1000 /data
 
       - name: Add AWS credentials for testing
         run: |
@@ -168,7 +267,7 @@ jobs:
           timeout=150
           elapsed=0
           while [ $elapsed -lt $timeout ]; do
-            if curl -s ${UI_API_BASE_URL}/docs >/dev/null 2>&1; then
+            if curl -s "${UI_API_BASE_URL}/docs" >/dev/null 2>&1; then
               echo "Prowler API is ready!"
               exit 0
             fi
@@ -202,7 +301,7 @@ jobs:
           run_install: false
 
       - name: Get pnpm store directory
-        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
+        run: echo "STORE_PATH=$(pnpm store path --silent)" >> "$GITHUB_ENV"
 
       - name: Setup pnpm and Next.js cache
         uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
@@ -288,7 +387,8 @@ jobs:
             fi
             TEST_PATHS=$(echo "$VALID_PATHS" | tr '\n' ' ')
             echo "Resolved test paths: $TEST_PATHS"
-            pnpm exec playwright test $TEST_PATHS
+            read -ra test_paths <<< "$TEST_PATHS"
+            pnpm exec playwright test "${test_paths[@]}"
           fi
 
       - name: Upload test reports
@@ -304,6 +404,29 @@ jobs:
         run: |
           docker compose down -v || true
 
+  # Fork pull requests cannot access the secrets required by the E2E suites.
+  fork-e2e-unavailable:
+    needs: impact-analysis
+    if: |
+      github.repository == 'prowler-cloud/prowler' &&
+      github.event_name == 'pull_request' &&
+      github.event.pull_request.head.repo.fork == true &&
+      (needs.impact-analysis.outputs.has-ui-e2e == 'true' || needs.impact-analysis.outputs.run-all == 'true')
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        with:
+          egress-policy: audit
+
+      - name: Report unavailable E2E tests
+        run: |
+          echo "## E2E Tests Skipped" >> "$GITHUB_STEP_SUMMARY"
+          echo "" >> "$GITHUB_STEP_SUMMARY"
+          echo "UI E2E tests require repository secrets and cannot run for fork pull requests." >> "$GITHUB_STEP_SUMMARY"
+
   # Skip job - provides clear feedback when no E2E tests needed
   skip-e2e:
     needs: impact-analysis
@@ -322,12 +445,12 @@ jobs:
 
       - name: No E2E tests needed
         run: |
-          echo "## E2E Tests Skipped" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "No UI E2E tests needed for this change." >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "Affected modules: \`${NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES}\`" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "To run all tests, modify a file in a critical path (e.g., \`ui/lib/**\`)." >> $GITHUB_STEP_SUMMARY
+          echo "## E2E Tests Skipped" >> "$GITHUB_STEP_SUMMARY"
+          echo "" >> "$GITHUB_STEP_SUMMARY"
+          echo "No UI E2E tests needed for this change." >> "$GITHUB_STEP_SUMMARY"
+          echo "" >> "$GITHUB_STEP_SUMMARY"
+          echo "Affected modules: \`${NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES}\`" >> "$GITHUB_STEP_SUMMARY"
+          echo "" >> "$GITHUB_STEP_SUMMARY"
+          echo "To run all tests, modify a file in a critical path (e.g., \`ui/lib/**\`)." >> "$GITHUB_STEP_SUMMARY"
         env:
           NEEDS_IMPACT_ANALYSIS_OUTPUTS_MODULES: ${{ needs.impact-analysis.outputs.modules }}

.github/workflows/ui-tests.yml

@@ -113,7 +113,7 @@ jobs:
       - name: Get pnpm store directory
         if: steps.check-changes.outputs.any_changed == 'true'
         shell: bash
-        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
+        run: echo "STORE_PATH=$(pnpm store path --silent)" >> "$GITHUB_ENV"
 
       - name: Setup pnpm and Next.js cache
         if: steps.check-changes.outputs.any_changed == 'true'
@@ -157,7 +157,8 @@ jobs:
           echo "${STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES}"
           # Convert space-separated to vitest related format (remove ui/ prefix for relative paths)
           CHANGED_FILES=$(echo "${STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES}" | tr ' ' '\n' | sed 's|^ui/||' | tr '\n' ' ')
-          pnpm exec vitest related $CHANGED_FILES --run --project unit
+          read -ra changed <<< "$CHANGED_FILES"
+          pnpm exec vitest related "${changed[@]}" --run --project unit
         env:
           STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES: ${{ steps.changed-source.outputs.all_changed_files }}
 
@@ -181,9 +182,9 @@ jobs:
         if: steps.check-changes.outputs.any_changed == 'true' && steps.playwright-cache.outputs.cache-hit != 'true'
         run: pnpm exec playwright install chromium
 
-      - name: Run browser tests
+      - name: Run integration tests
         if: steps.check-changes.outputs.any_changed == 'true'
-        run: pnpm run test:browser
+        run: pnpm run test:integration
 
       - name: Build application
         if: steps.check-changes.outputs.any_changed == 'true'

.gitignore

@@ -173,3 +173,5 @@ GEMINI.md
 # Docker
 docker-compose.override.yml
 docker-compose-dev.override.yml
+# Local Pi runtime state
+.atl/

.grype.yaml

@@ -0,0 +1,83 @@
+# Findings excluded from the Grype gate, each with a reason.
+# Anything not listed here blocks the pull request at critical or high severity.
+# Pairs are explicit: a new CVE against an already-listed package still blocks.
+#
+# Every entry below has a published fix we cannot take. Findings with no fix at all are
+# not listed: the scan runs with only-fixed, so they never reach the gate.
+
+ignore:
+
+  # Modules compiled into the Trivy binary we ship.
+  # Only a Trivy rebuild by its vendor can change these; the version is pinned in our Dockerfile.
+  # CVE-2026-71556 is the same temporary exception documented in .trivyignore.yaml:
+  # Trivy 0.73.0 still embeds go-git 5.19.1, while the 5.19.2 fix is merged only on
+  # Trivy main. Remove this entry with the Trivy exception by 2026-09-15.
+  # https://github.com/aquasecurity/trivy/blob/v0.73.0/go.mod#L46
+  # https://github.com/aquasecurity/trivy/commit/a2edba9a03987ba0d2ebc8212c1a9a1e6979497b
+  - vulnerability: CVE-2026-71556
+    package:
+      name: github.com/go-git/go-git/v5
+  - vulnerability: CVE-2026-56852
+    package:
+      name: golang.org/x/text
+  - vulnerability: GHSA-hrxh-6v49-42gf
+    package:
+      name: google.golang.org/grpc
+  - vulnerability: CVE-2026-50151
+    package:
+      name: oras.land/oras-go/v2
+
+  # Shipped inside the PowerShell tarball, in its bundled MicrosoftTeams module.
+  # Not a dependency we declare, and not one we can upgrade independently.
+  - vulnerability: CVE-2026-26127
+    package:
+      name: Microsoft.Bcl.Memory
+
+  # The .NET runtime bundled inside the PowerShell tarball the Dockerfile pins.
+  # CVE-2026-62901 is the same temporary exception documented in .trivyignore.yaml:
+  # fixed in .NET 9.0.19 / 10.0.11 (2026-08-11), but no published PowerShell release
+  # ships a patched runtime yet (7.5.9 bundles 9.0.18; 7.6.4 bundles 10.0.x < 10.0.11).
+  # pwsh runs only local M365 module cmdlets; nothing listens for inbound WebSocket
+  # connections. Remove with the Trivy exception by 2026-09-15.
+  - vulnerability: CVE-2026-62901
+    package:
+      name: Microsoft.NETCore.App.Runtime.linux-x64
+  - vulnerability: CVE-2026-62901
+    package:
+      name: Microsoft.NETCore.App.Runtime.linux-arm64
+
+
+  # The CPython interpreter, compiled into the official base image.
+  # TEMPORARY, unlike the entries above: moving to Python 3.13 clears seven of these, and
+  # that is a runtime upgrade pending its own evaluation. The remaining three need 3.15 and
+  # are unfixable either way -- the MCP image already runs 3.13.14 and still reports them.
+  - vulnerability: CVE-2026-11940
+    package:
+      name: python
+  - vulnerability: CVE-2026-11972
+    package:
+      name: python
+  - vulnerability: CVE-2026-15308
+    package:
+      name: python
+  - vulnerability: CVE-2026-3298
+    package:
+      name: python
+  - vulnerability: CVE-2026-3644
+    package:
+      name: python
+  - vulnerability: CVE-2026-4224
+    package:
+      name: python
+  - vulnerability: CVE-2026-4786
+    package:
+      name: python
+  - vulnerability: CVE-2026-6100
+    package:
+      name: python
+  - vulnerability: CVE-2026-7210
+    package:
+      name: python
+  - vulnerability: CVE-2026-9669
+    package:
+      name: python

.pre-commit-config.yaml

@@ -47,6 +47,14 @@ repos:
         priority: 20
 
   ## GITHUB ACTIONS
+  - repo: https://github.com/rhysd/actionlint
+    rev: v1.7.12
+    hooks:
+      - id: actionlint
+        # SC2129 only suggests grouping consecutive redirects; not worth restructuring for.
+        args: ['-shellcheck=-e SC2129']
+        priority: 30
+
   - repo: https://github.com/zizmorcore/zizmor-pre-commit
     rev: v1.24.1
     hooks:

.trivyignore

@@ -1,123 +0,0 @@
-# Trivy ignore file for prowlercloud/prowler SDK container image.
-# Each entry below documents (a) the affected package and why it ships in the
-# image, (b) why the CVE is not exploitable in Prowler's runtime, and (c) the
-# upstream fix status. Entries carry an expiry so they auto-force re-review.
-# Entries are scoped per-package so suppressions cannot drift onto unrelated
-# packages that may be assigned the same CVE in the future.
-#
-# Scanned by: .github/actions/trivy-scan via .github/workflows/sdk-container-checks.yml
-
-# CVE-2026-42496 — perl-archive-tar path traversal via crafted symlinks.
-# CVE-2026-8376  — perl heap buffer overflow when compiling regex.
-# Packages: perl, perl-base, perl-modules-5.36, libperl5.36.
-# Why ignored: perl-base is part of Debian's "Essential: yes" set; it cannot be
-# removed without breaking dpkg. The Prowler SDK does not invoke perl at runtime;
-# neither vulnerable code path (Archive::Tar parsing or regex compilation of
-# attacker-controlled input) is reachable from Prowler. No Debian bookworm fix
-# is available yet.
-CVE-2026-42496 pkg:perl exp:2026-08-15
-CVE-2026-42496 pkg:perl-base exp:2026-08-15
-CVE-2026-42496 pkg:perl-modules-5.36 exp:2026-08-15
-CVE-2026-42496 pkg:libperl5.36 exp:2026-08-15
-CVE-2026-8376 pkg:perl exp:2026-08-15
-CVE-2026-8376 pkg:perl-base exp:2026-08-15
-CVE-2026-8376 pkg:perl-modules-5.36 exp:2026-08-15
-CVE-2026-8376 pkg:libperl5.36 exp:2026-08-15
-
-# CVE-2026-13221 - Perl regex trie overflow.
-# Packages: perl, perl-base, perl-modules-5.36, libperl5.36.
-# Why ignored: upstream confirms Perl 5.36.0 is not affected; the regression
-# was introduced after this version. Debian currently marks bookworm as
-# vulnerable, which causes Trivy to report a false positive.
-# Ref: https://github.com/Perl/perl5/issues/23388
-CVE-2026-13221 pkg:perl exp:2026-08-15
-CVE-2026-13221 pkg:perl-base exp:2026-08-15
-CVE-2026-13221 pkg:perl-modules-5.36 exp:2026-08-15
-CVE-2026-13221 pkg:libperl5.36 exp:2026-08-15
-
-# CVE-2026-57433 — Perl Storable signed integer overflow when deserializing a
-# crafted SX_HOOK record (retrieve_hook_common passes a wrapped negative count
-# to av_extend).
-# Packages: perl, perl-base, perl-modules-5.36, libperl5.36.
-# Why ignored: perl-base is part of Debian's "Essential: yes" set; it cannot be
-# removed without breaking dpkg. Prowler does not invoke perl at runtime and
-# never calls Storable's thaw/retrieve on attacker-controlled blobs, so the
-# vulnerable deserialization path is unreachable. Fixed upstream in
-# Storable 3.41; no Debian bookworm fix is available yet.
-CVE-2026-57433 pkg:perl exp:2026-08-15
-CVE-2026-57433 pkg:perl-base exp:2026-08-15
-CVE-2026-57433 pkg:perl-modules-5.36 exp:2026-08-15
-CVE-2026-57433 pkg:libperl5.36 exp:2026-08-15
-
-# CVE-2025-7458 — SQLite integer overflow.
-# Package: libsqlite3-0.
-# Why ignored: transitive dependency of CPython's stdlib sqlite3 module. The
-# Prowler SDK does not open user-supplied SQLite databases; SQLite usage is
-# internal and bounded. No Debian bookworm fix is available.
-CVE-2025-7458 pkg:libsqlite3-0 exp:2026-08-15
-
-# CVE-2026-43185 — Linux kernel ksmbd signedness bug.
-# Package: linux-libc-dev.
-# Why ignored: linux-libc-dev ships kernel headers for build-time compilation,
-# not a running kernel. Containers execute against the host kernel, so these
-# headers are inert at runtime. The upstream fix landed in kernel 7.0-rc2 and
-# has not been backported to Debian's 6.1 LTS line.
-CVE-2026-43185 pkg:linux-libc-dev exp:2026-08-15
-
-# CVE-2023-45853 — zlib MiniZip integer overflow / heap overflow in
-# zipOpenNewFileInZip4_64.
-# Packages: zlib1g, zlib1g-dev.
-# Why ignored: Debian Security Tracker status for bookworm is <ignored>, with
-# the published rationale "contrib/minizip not built and src:zlib not producing
-# binary packages" — i.e. the vulnerable symbol is not present in the libz.so
-# shipped by Debian. Real-not-affected, not unpatched. Upstream fix is in
-# zlib 1.3.1, available in Debian trixie (13); migrating the base image would
-# clear it fully.
-# Ref: https://security-tracker.debian.org/tracker/CVE-2023-45853
-CVE-2023-45853 pkg:zlib1g exp:2026-08-15
-CVE-2023-45853 pkg:zlib1g-dev exp:2026-08-15
-
-# CVE-2026-55200 — libssh2 out-of-bounds write in ssh2_transport_read() due to
-# an unchecked packet_length field in transport.c (heap corruption, possible RCE).
-# Package: libssh2-1.
-# Why ignored: libssh2-1 is pulled in only as a transitive dependency of libcurl4
-# (installed in the SDK Dockerfile for the networking/PowerShell stack). The
-# vulnerable path is reached exclusively when libssh2 acts as an SSH/SCP/SFTP
-# client parsing transport packets from a server. Prowler never uses libcurl's
-# SSH/SCP/SFTP transports; it talks to cloud provider HTTPS endpoints only, so the
-# affected code is unreachable at runtime. Fixed upstream in libssh2 commit
-# 97acf3df (PR #2052); no Debian bookworm fix is available yet.
-# Ref: https://security-tracker.debian.org/tracker/CVE-2026-55200
-CVE-2026-55200 pkg:libssh2-1 exp:2026-08-15
-
-# --- API container image (api/Dockerfile) ---
-# The entries below are specific to the Prowler API image, which ships
-# PowerShell and additional build tooling on top of the same bookworm base.
-
-# CVE-2026-7210 — CPython/Expat hash-flooding denial of service in
-# `xml.parsers.expat` and `xml.etree.ElementTree`.
-# Packages: the Debian system Python 3.11 (python3.11*, libpython3.11*).
-# Why ignored: the API runs under the Python 3.12 interpreter shipped in its
-# `.venv`; the system `python3.11` is only present because `python3-dev` is
-# pulled in to compile native extensions (xmlsec, lxml) and is never executed
-# at runtime. The vulnerable path requires parsing attacker-controlled XML with
-# the affected interpreter, which Prowler does not do with the system Python.
-# Full mitigation also needs libexpat >= 2.8.0; no Debian bookworm fix yet.
-CVE-2026-7210 pkg:python3.11 exp:2026-08-15
-CVE-2026-7210 pkg:python3.11-dev exp:2026-08-15
-CVE-2026-7210 pkg:python3.11-minimal exp:2026-08-15
-CVE-2026-7210 pkg:libpython3.11 exp:2026-08-15
-CVE-2026-7210 pkg:libpython3.11-dev exp:2026-08-15
-CVE-2026-7210 pkg:libpython3.11-minimal exp:2026-08-15
-CVE-2026-7210 pkg:libpython3.11-stdlib exp:2026-08-15
-
-# CVE-2026-33278 — Unbound DNSSEC validator use-after-free (DoS, possible RCE).
-# CVE-2026-42960 — Unbound DNS cache poisoning via promiscuous additional records.
-# Package: libunbound8.
-# Why ignored: libunbound8 is a transitive apt dependency of the TLS/networking
-# stack (GnuTLS DANE support); only the shared library ships in the image. Both
-# vulnerabilities require operating a live Unbound recursive DNSSEC validator
-# that processes attacker-influenced DNS responses. Prowler never starts an
-# Unbound resolver, so neither code path is reachable. No Debian bookworm fix yet.
-CVE-2026-33278 pkg:libunbound8 exp:2026-08-15
-CVE-2026-42960 pkg:libunbound8 exp:2026-08-15

.trivyignore.yaml

@@ -0,0 +1,166 @@
+# Trivy suppressions for the prowlercloud/prowler SDK and API container images.
+#
+# This file replaces the classic .trivyignore, which parsed only the CVE id: the
+# `pkg:` selector written on each line was documentation and the entry suppressed
+# its CVE across every package in the image. The `purls` field below is honoured,
+# so each entry is scoped to the package it names. Verified against Trivy 0.71.2:
+# an entry given the wrong purl leaves the finding reported, where the classic
+# format suppressed it.
+#
+# `expired_at` forces re-review. Keep the dates staggered.
+#
+# The four entries below are currently redundant: the scan runs with ignore-unfixed,
+# and none of them has a published fix, so they never reach the gate either way. They
+# are kept because the reasoning is what justifies accepting them, and because they
+# apply again the moment any of them gains a fix we do not take.
+#
+# perl-base is Debian "Essential: yes". Trivy spreads src:perl CVEs across every
+# binary package built from that source, so perl-base is flagged for modules only
+# perl-modules-* ships. Neither image installs those, and nothing in either
+# invokes perl.
+#
+# Why these four are accepted rather than fixed (reviewed 2026-07-31):
+#
+#   1. No fix exists. All four report no fixed version on perl-base 5.40.1-6.
+#      Debian marks CVE-2026-42496 "fix_deferred" and the other three "affected".
+#      A newer base image, apt upgrade, or a newer Debian release changes nothing.
+#   2. The package cannot be removed. "Essential: yes" means removal needs
+#      dpkg --force-remove-essential, which breaks apt for anything built
+#      downstream from these images.
+#   3. Changing base distribution was evaluated and rejected. Alpine drops perl
+#      entirely, but PowerShell publishes no linux-musl-arm64 build in any
+#      release, so M365 scanning would break on arm64 -- which is what we run in
+#      production. Wolfi keeps glibc and drops perl, but pinnable versioned tags
+#      are a paid tier, so builds would not be reproducibly pinnable.
+#
+# Not-invoked claim verified by sweeping both images for files with a perl
+# shebang, shell/python callers of perl, ELF binaries containing "perl", and
+# .pl/.pm files or perl subprocess calls anywhere in site-packages. The only
+# consumers found are dpkg/debconf/adduser/pam tooling, none of which runs at
+# runtime, plus one build-time script inside the ExchangeOnlineManagement
+# PowerShell module that is never invoked.
+
+vulnerabilities:
+  # Archive::Tar path traversal. Not installed: `perl -MArchive::Tar -e1` cannot locate it.
+  - id: CVE-2026-42496
+    purls:
+      - "pkg:deb/debian/perl-base"
+    expired_at: 2027-01-31
+
+  # Storable integer overflow. Not installed: `perl -MStorable -e1` cannot locate it.
+  - id: CVE-2026-57433
+    purls:
+      - "pkg:deb/debian/perl-base"
+    expired_at: 2027-01-31
+
+  # Regex heap overflow on 32-bit builds only; both published arches are 64-bit.
+  - id: CVE-2026-8376
+    purls:
+      - "pkg:deb/debian/perl-base"
+    expired_at: 2027-01-31
+
+  # Regex trie bug giving silently wrong matches above 65535 alternation branches.
+  # perl 5.40.1 is in range, so this rests on nothing invoking perl. Short expiry
+  # to force a re-look. Ref: https://github.com/Perl/perl5/issues/23388
+  - id: CVE-2026-13221
+    purls:
+      - "pkg:deb/debian/perl-base"
+    expired_at: 2026-11-30
+
+  # Declared in the SPDX manifest that ships inside PowerShell's MicrosoftTeams module
+  # (Modules/MicrosoftTeams/7.9.0/_manifest/spdx_2.2/manifest.spdx.json). Trivy reads that
+  # SBOM and reports what it declares, which is not the same as what the image contains:
+  # there is no Node runtime and no node_modules anywhere in the image, and the .NET
+  # assemblies target net472, a Windows-only framework. Nothing here is reachable, and none
+  # of it is a dependency we declare -- only Microsoft can change the module's contents.
+  - id: CVE-2020-0606
+    purls:
+      - "pkg:nuget/Microsoft.WindowsDesktop.App.Ref"
+    expired_at: 2027-01-31
+  - id: CVE-2019-0820
+    purls:
+      - "pkg:nuget/System.Text.RegularExpressions"
+    expired_at: 2027-01-31
+  - id: CVE-2026-47302
+    purls:
+      - "pkg:nuget/System.Security.Cryptography.Xml"
+    expired_at: 2027-01-31
+  - id: CVE-2026-47304
+    purls:
+      - "pkg:nuget/System.Security.Cryptography.Xml"
+    expired_at: 2027-01-31
+  - id: CVE-2026-50525
+    purls:
+      - "pkg:nuget/System.Security.Cryptography.Xml"
+    expired_at: 2027-01-31
+  - id: CVE-2026-50527
+    purls:
+      - "pkg:nuget/System.Security.Cryptography.Xml"
+    expired_at: 2027-01-31
+  - id: CVE-2026-50648
+    purls:
+      - "pkg:nuget/System.Security.Cryptography.Xml"
+    expired_at: 2027-01-31
+  - id: CVE-2026-13676
+    purls:
+      - "pkg:npm/fast-uri"
+    expired_at: 2027-01-31
+  - id: CVE-2026-16221
+    purls:
+      - "pkg:npm/fast-uri"
+    expired_at: 2027-01-31
+  - id: CVE-2026-18446
+    purls:
+      - "pkg:npm/fast-uri"
+    expired_at: 2027-01-31
+  - id: CVE-2026-69192
+    purls:
+      - "pkg:npm/ip-address"
+    expired_at: 2027-01-31
+
+  # CVE-2026-62901 is a DoS in System.Net.WebSockets (unchecked input for loop condition,
+  # CWE-606), fixed in .NET 9.0.19 / 10.0.11 (published 2026-08-11). The vulnerable runtime
+  # ships inside the PowerShell tarball the Dockerfile pins: 7.5.9 is the latest 7.5.x and
+  # bundles .NET 9.0.18; 7.6.4 bundles .NET 10.0.x < 10.0.11, so no published PowerShell
+  # release contains the fix yet. Prowler only invokes pwsh locally to run M365 module
+  # cmdlets; the image does not accept inbound WebSocket connections, so the DoS path is
+  # not reachable from the network. Remove this temporary suppression as soon as a
+  # PowerShell release shipping .NET 9.0.19+ is available.
+  - id: CVE-2026-62901
+    purls:
+      - "pkg:nuget/Microsoft.NETCore.App.Runtime.linux-x64"
+      - "pkg:nuget/Microsoft.NETCore.App.Runtime.linux-arm64"
+    expired_at: 2026-09-15
+
+  # Modules compiled into the Trivy binary the images ship. The binary is pinned by version
+  # and verified by checksum in the Dockerfile; only a rebuild by its vendor moves these.
+  # CVE-2026-71556 affects go-git worktree operations that can follow symlinks outside a
+  # cloned repository. Trivy 0.73.0, the latest published release and the version the
+  # images ship, still pins that vulnerable version:
+  # https://github.com/aquasecurity/trivy/blob/v0.73.0/go.mod#L46
+  # Trivy main already contains the 5.19.2 fix, but no published release includes it yet:
+  # https://github.com/aquasecurity/trivy/commit/a2edba9a03987ba0d2ebc8212c1a9a1e6979497b
+  # Prowler invokes Trivy only with `fs` on an existing local path or with `image`; it does
+  # not ask Trivy to clone or mutate a Git worktree, so the affected path is not reachable.
+  # Remove this temporary suppression as soon as a fixed Trivy release is available.
+  - id: CVE-2026-71556
+    purls:
+      - "pkg:golang/github.com/go-git/go-git/v5"
+    expired_at: 2026-09-15
+
+  - id: CVE-2026-56852
+    purls:
+      - "pkg:golang/golang.org/x/text"
+    expired_at: 2026-12-31
+  - id: GHSA-hrxh-6v49-42gf
+    purls:
+      - "pkg:golang/google.golang.org/grpc"
+    expired_at: 2026-12-31
+  - id: CVE-2026-50151
+    purls:
+      - "pkg:golang/oras.land/oras-go/v2"
+    expired_at: 2026-12-31
+  - id: CVE-2026-50163
+    purls:
+      - "pkg:golang/oras.land/oras-go/v2"
+    expired_at: 2026-12-31

Dockerfile

@@ -1,23 +1,32 @@
-FROM python:3.12.13-slim-bookworm@sha256:8a7e7cc04fd3e2bd787f7f24e22d5d119aa590d429b50c95dfe12b3abe52f48b AS build
+FROM python:3.12.13-slim-trixie@sha256:57cd7c3a7a273101a6485ba99423ee568157882804b1124b4dd04266317710de AS build
 
 LABEL maintainer="https://github.com/prowler-cloud/prowler"
 LABEL org.opencontainers.image.source="https://github.com/prowler-cloud/prowler"
 
-ARG POWERSHELL_VERSION=7.5.0
+ARG POWERSHELL_VERSION=7.5.9
 ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 # Opt out of PowerShell telemetry (Application Insights -> dc.services.visualstudio.com)
 ENV POWERSHELL_TELEMETRY_OPTOUT=1
 
-ARG TRIVY_VERSION=0.71.2
+ARG TRIVY_VERSION=0.74.0
 ENV TRIVY_VERSION=${TRIVY_VERSION}
 
 ARG ZIZMOR_VERSION=1.24.1
 ENV ZIZMOR_VERSION=${ZIZMOR_VERSION}
 
+# Pinned here, not fetched with the artefact: a compromised release ships its own checksum.
+ARG TRIVY_SHA256_AMD64=2ae6fe3ee734b7fdf11335663e18c75ea12dccc76062f09f164a3b0f8be4371a
+ARG TRIVY_SHA256_ARM64=b94ce1976bbf3c15b514b605ee88be7c6d94a29be2302847ff01cb794d47aad5
+ARG POWERSHELL_SHA256_AMD64=492ff26bb958336bf61e597ce19e07648b4003bd2a08659e02f0e3e0446ebfe0
+ARG POWERSHELL_SHA256_ARM64=2503b71da3e83635592b092df59a0aca4c3606b4d9b068217bb00be989cb0d56
+ARG ZIZMOR_SHA256_AMD64=a8000f3c683319a523d3b20df0e75457ba591f049cfcbfa98966631b56733c03
+ARG ZIZMOR_SHA256_ARM64=d66e37ef8a375fb07939c630ebf9709a6e0f20242bdc3faf672a7ed97e0b768d
+
 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
-    wget libicu72 libunwind8 libssl3 libcurl4 ca-certificates apt-transport-https gnupg \
+    wget libicu76 libunwind8 libssl3 libcurl4 ca-certificates apt-transport-https gnupg \
     build-essential pkg-config libzstd-dev zlib1g-dev \
+    && apt-get install -y --no-install-recommends --only-upgrade util-linux \
     && rm -rf /var/lib/apt/lists/*
 
 # Install PowerShell
@@ -29,6 +38,9 @@ RUN ARCH=$(uname -m) && \
     else \
         echo "Unsupported architecture: $ARCH" && exit 1 ; \
     fi && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$POWERSHELL_SHA256_AMD64" ; else EXPECT="$POWERSHELL_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/powershell.tar.gz" > /tmp/powershell.sha256 && \
+    sha256sum -c /tmp/powershell.sha256 && rm /tmp/powershell.sha256 && \
     mkdir -p /opt/microsoft/powershell/7 && \
     tar zxf /tmp/powershell.tar.gz -C /opt/microsoft/powershell/7 && \
     chmod +x /opt/microsoft/powershell/7/pwsh && \
@@ -45,6 +57,9 @@ RUN ARCH=$(uname -m) && \
         echo "Unsupported architecture for Trivy: $ARCH" && exit 1 ; \
     fi && \
     wget --progress=dot:giga "https://github.com/aquasecurity/trivy/releases/download/v${TRIVY_VERSION}/trivy_${TRIVY_VERSION}_${TRIVY_ARCH}.tar.gz" -O /tmp/trivy.tar.gz && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$TRIVY_SHA256_AMD64" ; else EXPECT="$TRIVY_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/trivy.tar.gz" > /tmp/trivy.sha256 && \
+    sha256sum -c /tmp/trivy.sha256 && rm /tmp/trivy.sha256 && \
     tar zxf /tmp/trivy.tar.gz -C /tmp && \
     mv /tmp/trivy /usr/local/bin/trivy && \
     chmod +x /usr/local/bin/trivy && \
@@ -63,6 +78,9 @@ RUN ARCH=$(uname -m) && \
         echo "Unsupported architecture for zizmor: $ARCH" && exit 1 ; \
     fi && \
     wget --progress=dot:giga "https://github.com/zizmorcore/zizmor/releases/download/v${ZIZMOR_VERSION}/zizmor-${ZIZMOR_ARCH}.tar.gz" -O /tmp/zizmor.tar.gz && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$ZIZMOR_SHA256_AMD64" ; else EXPECT="$ZIZMOR_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/zizmor.tar.gz" > /tmp/zizmor.sha256 && \
+    sha256sum -c /tmp/zizmor.sha256 && rm /tmp/zizmor.sha256 && \
     mkdir -p /tmp/zizmor-extract && \
     tar zxf /tmp/zizmor.tar.gz -C /tmp/zizmor-extract && \
     mv /tmp/zizmor-extract/zizmor /usr/local/bin/zizmor && \
@@ -89,7 +107,7 @@ ENV HOME='/home/prowler'
 ENV PATH="${HOME}/.local/bin:${PATH}"
 #hadolint ignore=DL3013
 RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir uv==0.11.14
+    pip install --no-cache-dir uv==0.12.0
 
 RUN uv sync --locked --compile-bytecode && \
     rm -rf ~/.cache/uv
@@ -105,6 +123,9 @@ RUN apt-get purge -y --auto-remove \
     pkg-config \
     libzstd-dev \
     zlib1g-dev \
+    wget \
+    gnupg \
+    apt-transport-https \
     && rm -rf /var/lib/apt/lists/*
 
 USER prowler
@@ -113,5 +134,15 @@ USER prowler
 RUN pip uninstall dash-html-components -y && \
     pip uninstall dash-core-components -y
 
+USER root
+
+# pip is build-only; the entrypoint runs the venv directly.
+RUN rm -rf /usr/local/lib/python3.12/site-packages/pip \
+    /usr/local/lib/python3.12/site-packages/pip-*.dist-info \
+    /home/prowler/.local/lib/python3.12/site-packages/pip \
+    /home/prowler/.local/lib/python3.12/site-packages/pip-*.dist-info \
+    /usr/local/bin/pip /usr/local/bin/pip3 /usr/local/bin/pip3.12 \
+    /home/prowler/.local/bin/pip /home/prowler/.local/bin/pip3 /home/prowler/.local/bin/pip3.12
+
 USER prowler
 ENTRYPOINT ["/home/prowler/.venv/bin/prowler"]

Makefile

@@ -34,6 +34,9 @@ test:   ## Test with pytest
 	rm -rf .coverage && \
 	pytest -n auto -vvv -s --cov=./prowler --cov-report=xml tests
 
+test-mcp: ## Test MCP server with pytest (mirrors CI)
+	cd mcp_server && uv run pytest --cov=./prowler_mcp_server --cov-report=term-missing tests
+
 coverage: ## Show Test Coverage
 	coverage run --skip-covered -m pytest -v && \
 	coverage report -m && \

README.md

@@ -6,7 +6,10 @@
   <b><i>Prowler</b> is the Open Cloud Security Platform trusted by thousands to automate security and compliance in any cloud environment. With thousands of ready-to-use checks and compliance frameworks, Prowler delivers real-time, customizable monitoring and seamless integrations, making cloud security simple, scalable, and cost-effective for organizations of any size.
 </p>
 <p align="center">
-<b>Secure ANY cloud at AI Speed at <a href="https://prowler.com">prowler.com</i></b>
+<b>The Agentic Cloud Defender</i></b>
+</p>
+<p align="center">
+<a href="https://cloud.prowler.com/sign-up">Try Prowler Cloud</a>
 </p>
 
 <p align="center">
@@ -56,7 +59,7 @@ Prowler includes hundreds of built-in controls to ensure compliance with standar
 
 ## Prowler Cloud & Prowler Local Server
 
-[Prowler Cloud](https://cloud.prowler.com/) and Prowler Local Server, its self-hosted open-source version, are web applications that simplify running Prowler across your cloud provider accounts. They provide a user-friendly interface to visualize the results and streamline your security assessments.
+[Prowler Cloud](https://cloud.prowler.com/sign-up) and Prowler Local Server, its self-hosted open-source version, are web applications that simplify running Prowler across your cloud provider accounts. They provide a user-friendly interface to visualize the results and streamline your security assessments.
 
 ![Prowler Cloud](docs/images/products/overview.png)
 ![Risk Pipeline](docs/images/products/risk-pipeline.png)
@@ -123,12 +126,12 @@ Every AWS provider scan will enqueue an Attack Paths ingestion job automatically
 
 | Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/user-guide/compliance/tutorials/compliance) | [Categories](https://docs.prowler.com/user-guide/cli/tutorials/misc#categories) | Support | Interface |
 |---|---|---|---|---|---|---|
-| AWS | 621 | 86 | 47 | 19 | Official | UI, API, CLI |
+| AWS | 639 | 86 | 47 | 19 | Official | UI, API, CLI |
 | Azure | 191 | 22 | 21 | 16 | Official | UI, API, CLI |
 | GCP | 109 | 20 | 19 | 12 | Official | UI, API, CLI |
 | Kubernetes | 92 | 7 | 8 | 11 | Official | UI, API, CLI |
 | GitHub | 24 | 3 | 2 | 5 | Official | UI, API, CLI |
-| M365 | 111 | 10 | 6 | 10 | Official | UI, API, CLI |
+| M365 | 143 | 10 | 6 | 10 | Official | UI, API, CLI |
 | OCI | 52 | 14 | 5 | 10 | Official | UI, API, CLI |
 | Alibaba Cloud | 63 | 9 | 6 | 9 | Official | UI, API, CLI |
 | Cloudflare | 29 | 3 | 2 | 5 | Official | UI, API, CLI |
@@ -141,9 +144,10 @@ Every AWS provider scan will enqueue an Attack Paths ingestion job automatically
 | Vercel | 26 | 6 | 1 | 8 | Official | UI, API, CLI |
 | Okta | 29 | 8 | 2 | 2 | Official | UI, API, CLI |
 | Linode [Contact us](https://prowler.com/contact) | 10 | 3 | 1 | 4 | Unofficial | CLI |
+| Huawei Cloud [Contact us](https://prowler.com/contact) | 25 | 10 | 1 | 6 | Unofficial | CLI |
 | E2E Networks [Contact us](https://prowler.com/contact) | 27 | 6 | 0 | 2 | Unofficial | CLI |
 | Scaleway [Contact us](https://prowler.com/contact) | 1 | 1 | 1 | 1 | Unofficial | CLI |
-| StackIT [Contact us](https://prowler.com/contact) | 7 | 2 | 1 | 3 | Unofficial | CLI |
+| StackIT [Contact us](https://prowler.com/contact) | 8 | 2 | 1 | 3 | Unofficial | CLI |
 | NHN | 6 | 2 | 2 | 0 | Unofficial | CLI |
 
 > [!Note]

api/CHANGELOG.md

@@ -4,6 +4,103 @@ All notable changes to the **Prowler API** are documented in this file.
 
 <!-- changelog: release notes start -->
 
+## [1.40.1] (Prowler v5.39.1)
+
+### 🔄 Changed
+
+- Bump alibabacloud-tea-openapi to 0.4.6, oci to 2.184.1 and pyopenssl to 26.4.0 to match the SDK; the cryptography override now names its actual blockers (azure-cli-core pins msal below 1.37, workos 8.3.0 requires cryptography 48) [(#12477)](https://github.com/prowler-cloud/prowler/pull/12477)
+
+### 🐞 Fixed
+
+- Pin zstd to 1.5.7.2; 1.5.7.3 was yanked from PyPI as not thread safe [(#12477)](https://github.com/prowler-cloud/prowler/pull/12477)
+
+### 🔐 Security
+
+- Trivy from v0.72.0 to v0.73.0 in the container image, fixing HIGH CVE-2026-46600 in the bundled `golang.org/x/net` [(#12445)](https://github.com/prowler-cloud/prowler/pull/12445)
+- Trivy v0.74.0 and Debian util-linux 2.41.5-0+deb13u1 in the API container image, patching Go standard library vulnerabilities and CVE-2026-53615 [(#12470)](https://github.com/prowler-cloud/prowler/pull/12470)
+
+---
+
+## [1.40.0] (Prowler v5.39.0)
+
+### 🔄 Changed
+
+- `GET /api/v1/users/me` membership relationships identify the active tenant with `meta.active` for JWT and API key authentication [(#12388)](https://github.com/prowler-cloud/prowler/pull/12388)
+
+### 🐞 Fixed
+
+- Tenant deletion no longer leaves memberships partially removed when exclusive-user cleanup fails [(#12379)](https://github.com/prowler-cloud/prowler/pull/12379)
+- `/api/v1/accounts/saml/{organization_slug}/acs/` rejects non-POST requests before SAML response processing [(#12393)](https://github.com/prowler-cloud/prowler/pull/12393)
+- Social login derives a valid user name when identity providers omit the profile name [(#12413)](https://github.com/prowler-cloud/prowler/pull/12413)
+
+---
+
+## [1.39.0] (Prowler v5.38.0)
+
+### 🚀 Added
+
+- Attack Paths adds 20 AWS privilege-escalation detection queries from pathfinding.cloud, covering service PassRole escalations (Batch, Braket, Cognito Identity, ECS, EMR, EMR Serverless, GameLift, Glue, EC2 Image Builder, Kinesis Analytics, HealthOmics, EventBridge Scheduler, SSM, Step Functions), CodeDeploy and Step Functions existing-resource abuse, role permissions-boundary removal with role assumption, and IAM Identity Center permission-set policy injection [(#12237)](https://github.com/prowler-cloud/prowler/pull/12237)
+- Attack Paths query metadata now carries an outcome (Code execution, Privilege escalation, Public exposure, or Resource inventory), exposed on the queries endpoint so the graph can show a terminal outcome node [(#12344)](https://github.com/prowler-cloud/prowler/pull/12344)
+- Container images now ship an SBOM and build provenance as OCI attestations [(#12352)](https://github.com/prowler-cloud/prowler/pull/12352)
+
+### 🔄 Changed
+
+- Pin the container vulnerability scanner to Trivy v0.72.0, matching prowler-registry and partner-portal [(#12346)](https://github.com/prowler-cloud/prowler/pull/12346)
+
+### 🐞 Fixed
+
+- Compliance report output directory failures are now logged with the exception attached and fingerprinted by `errno` in Sentry, so `ENOSPC`, `ENOENT` and `EACCES` no longer share a single issue [(#12142)](https://github.com/prowler-cloud/prowler/pull/12142)
+- Restored the SDK dependency to `@master` now that the dependency bumps have landed there, and regenerated the lock. The API image no longer builds against a temporary integration branch [(#12309)](https://github.com/prowler-cloud/prowler/pull/12309)
+
+### 🔐 Security
+
+- The API container image now verifies the checksum of every third-party binary it downloads (PowerShell, Trivy, zizmor) before installing it [(#12334)](https://github.com/prowler-cloud/prowler/pull/12334)
+- Upgrade aiohttp to 3.14.3 to pick up the fix for CVE-2026-69244 [(#12340)](https://github.com/prowler-cloud/prowler/pull/12340)
+- Upgrade cryptography to 50.0.0, closing CVE-2026-69247 and CVE-2026-69249 [(#12356)](https://github.com/prowler-cloud/prowler/pull/12356)
+
+---
+
+## [1.38.1] (Prowler v5.37.1)
+
+### 🐞 Fixed
+
+- Entra Conditional Access guest-user checks no longer report false FAILs in M365 scans: microsoft-kiota packages overridden to 1.9.10 so `guestOrExternalUserTypes` (a flags enum Graph serializes as a comma-separated string) deserializes correctly instead of returning an empty list [(#12315)](https://github.com/prowler-cloud/prowler/pull/12315)
+
+### 🔐 Security
+
+- The API container image now builds on Debian 13 (trixie), taking its critical CVE count from 18 to 4 [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- Bumped PowerShell, Trivy and uv in the API container image, clearing 14 high-severity CVEs [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- Bumped `workos` and `pyopenssl` so the API can move to `cryptography` 48.0.1 [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- Removed `gnupg` and `apt-transport-https` from the API container image [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- The API container image no longer ships `git`; removing it also dropped `perl`, `perl-modules`, `libperl` and `liberror-perl`, clearing 12 critical CVEs. Only `perl-base` remains, which Debian marks Essential and cannot be removed [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- Removed `pip` from the API container image, clearing two high-severity CVEs in the vendored copies of `setuptools` and `msgpack` [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+- Bumped `pillow` to 12.3.0, `httplib2` to 0.32.0 and `pyasn1` to 0.6.4 to resolve known CVEs [(#12311)](https://github.com/prowler-cloud/prowler/pull/12311)
+
+---
+
+## [1.38.0] (Prowler v5.37.0)
+
+### 🚀 Added
+
+- Attack Paths: four AWS privilege-escalation detection queries from pathfinding.cloud: cross-account role trust (STS-002), wildcard role trust (STS-003), user permissions-boundary removal (IAM-022), and IAM Identity Center permission-set escalation (SSO-001) [(#11460)](https://github.com/prowler-cloud/prowler/pull/11460)
+
+### 🐞 Fixed
+
+- Attack Paths IAM privilege-escalation queries no longer build an all-nodes × all-resource-items cartesian product, fixing runtime errors and timeouts on accounts with many IAM roles, users, or groups [(#12136)](https://github.com/prowler-cloud/prowler/pull/12136)
+- `task_args` serialization no longer returns HTTP 500 errors when Celery truncates stored task keyword arguments [(#12165)](https://github.com/prowler-cloud/prowler/pull/12165)
+- Attack Paths predefined queries on migrated graphs are now scoped with the provider label, letting the graph database seed from its label index instead of a global label scan and preventing query timeouts on Neptune [(#12167)](https://github.com/prowler-cloud/prowler/pull/12167)
+- Authentication with an API key whose owning user was deleted now returns `401` instead of an unhandled `AttributeError`, and user deletion now revokes the user's API keys across all their tenants [(#12210)](https://github.com/prowler-cloud/prowler/pull/12210)
+- AWS Security Hub integrations now persist successful connection checks during finding delivery so their connection status and last checked timestamp stay current [(#12212)](https://github.com/prowler-cloud/prowler/pull/12212)
+- SAML users without a `userType` attribute and without an existing role in the SAML tenant now receive a least-privilege `read_only` fallback role; a numeric suffix is used when that name belongs to a role with different permissions [(#12223)](https://github.com/prowler-cloud/prowler/pull/12223)
+- Social signups create users and authentication records in one database transaction, preventing incomplete accounts when provisioning fails [(#12245)](https://github.com/prowler-cloud/prowler/pull/12245)
+- Requesting integrations with a sparse fieldset that leaves out `configuration` no longer returns HTTP 500 errors when the tenant has a Jira integration [(#12261)](https://github.com/prowler-cloud/prowler/pull/12261)
+
+### 🔐 Security
+
+- Provider deletion and connection checks, scan creation, provider secrets, provider groups, and daily schedules now respect role provider-group visibility [(#12216)](https://github.com/prowler-cloud/prowler/pull/12216)
+
+---
+
 ## [1.37.0] (Prowler v5.36.0)
 
 ### 🔄 Changed

api/Dockerfile

@@ -1,23 +1,31 @@
-FROM python:3.12.13-slim-bookworm@sha256:8a7e7cc04fd3e2bd787f7f24e22d5d119aa590d429b50c95dfe12b3abe52f48b AS build
+FROM python:3.12.13-slim-trixie@sha256:57cd7c3a7a273101a6485ba99423ee568157882804b1124b4dd04266317710de AS build
 
 LABEL maintainer="https://github.com/prowler-cloud/api"
 
-ARG POWERSHELL_VERSION=7.5.0
+ARG POWERSHELL_VERSION=7.5.9
 ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 # Opt out of PowerShell telemetry (Application Insights -> dc.services.visualstudio.com)
 ENV POWERSHELL_TELEMETRY_OPTOUT=1
 
-ARG TRIVY_VERSION=0.71.2
+ARG TRIVY_VERSION=0.74.0
 ENV TRIVY_VERSION=${TRIVY_VERSION}
 
 ARG ZIZMOR_VERSION=1.24.1
 ENV ZIZMOR_VERSION=${ZIZMOR_VERSION}
 
+# Pinned here, not fetched with the artefact: a compromised release ships its own checksum.
+ARG TRIVY_SHA256_AMD64=2ae6fe3ee734b7fdf11335663e18c75ea12dccc76062f09f164a3b0f8be4371a
+ARG TRIVY_SHA256_ARM64=b94ce1976bbf3c15b514b605ee88be7c6d94a29be2302847ff01cb794d47aad5
+ARG POWERSHELL_SHA256_AMD64=492ff26bb958336bf61e597ce19e07648b4003bd2a08659e02f0e3e0446ebfe0
+ARG POWERSHELL_SHA256_ARM64=2503b71da3e83635592b092df59a0aca4c3606b4d9b068217bb00be989cb0d56
+ARG ZIZMOR_SHA256_AMD64=a8000f3c683319a523d3b20df0e75457ba591f049cfcbfa98966631b56733c03
+ARG ZIZMOR_SHA256_ARM64=d66e37ef8a375fb07939c630ebf9709a6e0f20242bdc3faf672a7ed97e0b768d
+
 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
     wget \
     git \
-    libicu72 \
+    libicu76 \
     gcc \
     g++ \
     make \
@@ -28,7 +36,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     libtool \
     libxslt1-dev \
     python3-dev \
-    git \
+    && apt-get install -y --no-install-recommends --only-upgrade util-linux \
     && rm -rf /var/lib/apt/lists/*
 
 # Install PowerShell
@@ -40,6 +48,9 @@ RUN ARCH=$(uname -m) && \
     else \
         echo "Unsupported architecture: $ARCH" && exit 1 ; \
     fi && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$POWERSHELL_SHA256_AMD64" ; else EXPECT="$POWERSHELL_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/powershell.tar.gz" > /tmp/powershell.sha256 && \
+    sha256sum -c /tmp/powershell.sha256 && rm /tmp/powershell.sha256 && \
     mkdir -p /opt/microsoft/powershell/7 && \
     tar zxf /tmp/powershell.tar.gz -C /opt/microsoft/powershell/7 && \
     chmod +x /opt/microsoft/powershell/7/pwsh && \
@@ -56,6 +67,9 @@ RUN ARCH=$(uname -m) && \
         echo "Unsupported architecture for Trivy: $ARCH" && exit 1 ; \
     fi && \
     wget --progress=dot:giga "https://github.com/aquasecurity/trivy/releases/download/v${TRIVY_VERSION}/trivy_${TRIVY_VERSION}_${TRIVY_ARCH}.tar.gz" -O /tmp/trivy.tar.gz && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$TRIVY_SHA256_AMD64" ; else EXPECT="$TRIVY_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/trivy.tar.gz" > /tmp/trivy.sha256 && \
+    sha256sum -c /tmp/trivy.sha256 && rm /tmp/trivy.sha256 && \
     tar zxf /tmp/trivy.tar.gz -C /tmp && \
     mv /tmp/trivy /usr/local/bin/trivy && \
     chmod +x /usr/local/bin/trivy && \
@@ -74,6 +88,9 @@ RUN ARCH=$(uname -m) && \
         echo "Unsupported architecture for zizmor: $ARCH" && exit 1 ; \
     fi && \
     wget --progress=dot:giga "https://github.com/zizmorcore/zizmor/releases/download/v${ZIZMOR_VERSION}/zizmor-${ZIZMOR_ARCH}.tar.gz" -O /tmp/zizmor.tar.gz && \
+    if [ "$ARCH" = "x86_64" ]; then EXPECT="$ZIZMOR_SHA256_AMD64" ; else EXPECT="$ZIZMOR_SHA256_ARM64" ; fi && \
+    echo "$EXPECT  /tmp/zizmor.tar.gz" > /tmp/zizmor.sha256 && \
+    sha256sum -c /tmp/zizmor.sha256 && rm /tmp/zizmor.sha256 && \
     mkdir -p /tmp/zizmor-extract && \
     tar zxf /tmp/zizmor.tar.gz -C /tmp/zizmor-extract && \
     mv /tmp/zizmor-extract/zizmor /usr/local/bin/zizmor && \
@@ -94,7 +111,7 @@ RUN mkdir -p /tmp/prowler_api_output
 COPY --chown=prowler:prowler pyproject.toml uv.lock ./
 
 RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir uv==0.11.14
+    pip install --no-cache-dir uv==0.12.0
 
 ENV PATH="/home/prowler/.local/bin:$PATH"
 
@@ -109,19 +126,34 @@ RUN .venv/bin/python -m prowler.providers.m365.lib.powershell.m365_powershell
 USER root
 
 # Remove build-only packages from the final image after Python dependencies are installed.
+# git is only needed by uv sync for the `prowler @ git+...` dependency; purging it drops perl too.
+# wget stays: the compose healthcheck shells out to it.
 RUN apt-get purge -y --auto-remove \
     gcc \
     g++ \
+    git \
     make \
     libxml2-dev \
     libxmlsec1-dev \
     libxmlsec1-openssl \
+    libxmlsec1t64 \
+    libxmlsec1t64-openssl \
     pkg-config \
     libtool \
     libxslt1-dev \
     python3-dev \
+    gnupg \
+    apt-transport-https \
     && rm -rf /var/lib/apt/lists/*
 
+# pip is build-only; the entrypoint runs uv against the prepared venv. uv stays.
+RUN rm -rf /usr/local/lib/python3.12/site-packages/pip \
+    /usr/local/lib/python3.12/site-packages/pip-*.dist-info \
+    /home/prowler/.local/lib/python3.12/site-packages/pip \
+    /home/prowler/.local/lib/python3.12/site-packages/pip-*.dist-info \
+    /usr/local/bin/pip /usr/local/bin/pip3 /usr/local/bin/pip3.12 \
+    /home/prowler/.local/bin/pip /home/prowler/.local/bin/pip3 /home/prowler/.local/bin/pip3.12
+
 USER prowler
 
 COPY --chown=prowler:prowler src/backend/ ./backend/

api/pyproject.toml

@@ -63,7 +63,7 @@ dependencies = [
   "werkzeug (==3.1.7)",
   "sqlparse (==0.5.5)",
   "fonttools (==4.62.1)",
-  "uvicorn-worker (==0.4.0)",
+  "uvicorn-worker (==0.4.0)"
 ]
 description = "Prowler's API (Django/DRF)"
 license = "Apache-2.0"
@@ -71,7 +71,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.37.0"
+version = "1.41.0"
 
 # Shared ruff baseline (kept in sync with mcp_server/pyproject.toml).
 # target-version tracks this project's lowest supported Python.
@@ -92,6 +92,7 @@ extend-select = [
 
 [tool.uv]
 # Transitive pins matching master to avoid silent drift; bump deliberately.
+# workos is api-only; pyopenssl matches master (PROWLER-2310).
 constraint-dependencies = [
   "about-time==4.2.1",
   "adal==1.2.7",
@@ -99,7 +100,7 @@ constraint-dependencies = [
   "aiobotocore==2.25.1",
   "aiofiles==24.1.0",
   "aiohappyeyeballs==2.6.1",
-  "aiohttp==3.14.0",
+  "aiohttp==3.14.3",
   "aioitertools==0.13.0",
   "aiosignal==1.4.0",
   "alibabacloud-actiontrail20200706==2.4.1",
@@ -128,7 +129,7 @@ constraint-dependencies = [
   "alibabacloud-sls20201230==5.9.0",
   "alibabacloud-sts20150401==1.1.6",
   "alibabacloud-tea==0.4.3",
-  "alibabacloud-tea-openapi==0.4.4",
+  "alibabacloud-tea-openapi==0.4.6",
   "alibabacloud-tea-util==0.3.14",
   "alibabacloud-tea-xml==0.0.3",
   "alibabacloud-vpc20160428==6.13.0",
@@ -210,9 +211,9 @@ constraint-dependencies = [
   "coverage==7.5.4",
   "cron-descriptor==1.4.5",
   "crowdstrike-falconpy==1.6.0",
-  "cryptography==46.0.7",
+  "cryptography==50.0.0",
   "cycler==0.12.1",
-  "darabonba-core==1.0.5",
+  "darabonba-core==1.0.8",
   "dash==3.1.1",
   "dash-bootstrap-components==2.0.3",
   "debugpy==1.8.20",
@@ -277,7 +278,7 @@ constraint-dependencies = [
   "h2==4.3.0",
   "hpack==4.1.0",
   "httpcore==1.0.9",
-  "httplib2==0.31.2",
+  "httplib2==0.32.0",
   "httpx==0.28.1",
   "humanfriendly==10.0",
   "hyperframe==6.1.0",
@@ -314,13 +315,13 @@ constraint-dependencies = [
   "matplotlib==3.10.8",
   "mccabe==0.7.0",
   "mdurl==0.1.2",
-  "microsoft-kiota-abstractions==1.9.9",
-  "microsoft-kiota-authentication-azure==1.9.9",
-  "microsoft-kiota-http==1.9.9",
-  "microsoft-kiota-serialization-form==1.9.9",
-  "microsoft-kiota-serialization-json==1.9.9",
-  "microsoft-kiota-serialization-multipart==1.9.9",
-  "microsoft-kiota-serialization-text==1.9.9",
+  "microsoft-kiota-abstractions==1.9.10",
+  "microsoft-kiota-authentication-azure==1.9.10",
+  "microsoft-kiota-http==1.9.10",
+  "microsoft-kiota-serialization-form==1.9.10",
+  "microsoft-kiota-serialization-json==1.9.10",
+  "microsoft-kiota-serialization-multipart==1.9.10",
+  "microsoft-kiota-serialization-text==1.9.10",
   "microsoft-security-utilities-secret-masker==1.0.0b4",
   "msal==1.35.0b1",
   "msal-extensions==1.2.0",
@@ -337,7 +338,7 @@ constraint-dependencies = [
   "nltk==3.9.4",
   "numpy==2.2.6",
   "oauthlib==3.3.1",
-  "oci==2.169.0",
+  "oci==2.184.1",
   "openai==1.109.1",
   "openstacksdk==4.2.0",
   "opentelemetry-api==1.39.1",
@@ -349,7 +350,7 @@ constraint-dependencies = [
   "pagerduty==6.1.0",
   "pandas==2.2.3",
   "pbr==7.0.3",
-  "pillow==12.2.0",
+  "pillow==12.3.0",
   "pkginfo==1.12.1.2",
   "platformdirs==4.5.1",
   "plotly==6.5.2",
@@ -365,8 +366,8 @@ constraint-dependencies = [
   "psycopg2-binary==2.9.9",
   "py-deviceid==0.1.1",
   "py-iam-expand==0.3.0",
-  "py-ocsf-models==0.8.1",
-  "pyasn1==0.6.3",
+  "py-ocsf-models==0.10.0",
+  "pyasn1==0.6.4",
   "pyasn1-modules==0.4.2",
   "pycodestyle==2.14.0",
   "pycparser==3.0",
@@ -378,7 +379,7 @@ constraint-dependencies = [
   "pylint==3.2.5",
   "pymsalruntime==0.18.1",
   "pynacl==1.6.2",
-  "pyopenssl==26.0.0",
+  "pyopenssl==26.4.0",
   "pyparsing==3.3.2",
   "pyreadline3==3.5.4",
   "pysocks==1.7.1",
@@ -447,7 +448,7 @@ constraint-dependencies = [
   "wcwidth==0.5.3",
   "websocket-client==1.9.0",
   "werkzeug==3.1.7",
-  "workos==6.0.8",
+  "workos==8.3.0",
   "wrapt==1.17.3",
   "xlsxwriter==3.2.9",
   "xmlsec==1.3.17",
@@ -456,7 +457,7 @@ constraint-dependencies = [
   "zipp==3.23.0",
   "zope-event==6.1",
   "zope-interface==8.2",
-  "zstd==1.5.7.3"
+  "zstd==1.5.7.2"
 ]
 # prowler@master needs okta==3.4.2, but cartography 0.138.1 requires okta<1.0.0.
 # Attack Paths does not ingest Okta today, so override the Cartography
@@ -466,10 +467,13 @@ constraint-dependencies = [
 # 0.138.1 requires azure-mgmt-containerservice>=41.0.0. Attack Paths does not
 # ingest Azure today, so override the Cartography dependency to the Prowler pin.
 #
-# prowler@master hard-pins microsoft-kiota-abstractions==1.9.2 in [project.dependencies].
-# The microsoft-kiota-http security bump to 1.9.9 (GHSA-7j59-v9qr-6fq9) requires
-# microsoft-kiota-abstractions>=1.9.9, which a constraint cannot satisfy against the
-# SDK's hard pin; override it to the patched, kiota-aligned version.
+# prowler@master hard-pins the microsoft-kiota packages in [project.dependencies].
+# microsoft-kiota-serialization-json 1.9.10 fixes get_collection_of_enum_values
+# returning [] for flags enums serialized as CSV strings (microsoft/kiota-python#515),
+# which broke the Entra Conditional Access guest-user checks; the kiota packages
+# release in lockstep and 1.9.10 requires microsoft-kiota-abstractions>=1.9.10, which
+# a constraint cannot satisfy against the SDK's hard pins, so override the whole set
+# to 1.9.10 until the SDK bump propagates to the pinned master rev.
 #
 # prowler@master hard-pins dulwich==0.23.0 and pyjwt==2.12.1 in [project.dependencies].
 # dulwich 1.2.5 patches GHSA-897w-fcg9-f6xj (arbitrary file write) and pyjwt 2.13.0
@@ -480,8 +484,21 @@ constraint-dependencies = [
 # that request pyjwt[crypto] and leave cryptography (needed for RS256) only transitive.
 override-dependencies = [
   "okta==3.4.2",
+  # prowler requires cryptography==50.0.0. Two api-only dependencies still cap it below
+  # 49 and cannot move yet: msal, pinned exactly by azure-cli-core (2.83.0 -> 1.35.0b1,
+  # 2.89.1 -> 1.36.0, both <49; cartography needs azure-cli-core), and workos 8.3.0
+  # (~=48.0; workos 10.1.1+ needs ~=50.0 and is a separate SDK upgrade). This api is
+  # deployed from this lock with `uv sync --locked`, so the override applies to what runs.
+  # Remove when azure-cli-core pins msal>=1.37.0 and workos is on 10.x.
+  "cryptography==50.0.0",
   "azure-mgmt-containerservice==34.1.0",
-  "microsoft-kiota-abstractions==1.9.9",
+  "microsoft-kiota-abstractions==1.9.10",
+  "microsoft-kiota-authentication-azure==1.9.10",
+  "microsoft-kiota-http==1.9.10",
+  "microsoft-kiota-serialization-form==1.9.10",
+  "microsoft-kiota-serialization-json==1.9.10",
+  "microsoft-kiota-serialization-multipart==1.9.10",
+  "microsoft-kiota-serialization-text==1.9.10",
   "dulwich==1.2.5",
   "pyjwt[crypto]==2.13.0"
 ]

api/src/backend/api/adapters.py

@@ -1,7 +1,7 @@
 from allauth.account.models import EmailAddress
 from allauth.core.exceptions import ImmediateHttpResponse
 from allauth.socialaccount.adapter import DefaultSocialAccountAdapter
-from api.db_router import MainRouter
+from api.db_router import MainRouter, write_db_alias
 from api.db_utils import rls_transaction
 from api.models import (
     Membership,
@@ -12,11 +12,37 @@ from api.models import (
     UserRoleRelationship,
 )
 from api.utils import accept_invitation_for_user
+from django.core.exceptions import ValidationError
 from django.db import transaction
 from django.http import HttpResponseForbidden
 
 
 class ProwlerSocialAccountAdapter(DefaultSocialAccountAdapter):
+    @staticmethod
+    def _get_social_account_name(extra_data: dict, email: str) -> str:
+        name_field = User._meta.get_field("name")
+        for value in (
+            extra_data.get("name"),
+            extra_data.get("login"),
+            extra_data.get("username"),
+            email,
+        ):
+            if not isinstance(value, str):
+                continue
+
+            candidate = value.strip()[: name_field.max_length].rstrip()
+            if not candidate:
+                continue
+
+            try:
+                name_field.run_validators(candidate)
+            except ValidationError:
+                continue
+
+            return candidate
+
+        raise ValueError("Social account does not provide a valid user identity.")
+
     @staticmethod
     def get_user_by_email(email: str):
         try:
@@ -107,17 +133,17 @@ class ProwlerSocialAccountAdapter(DefaultSocialAccountAdapter):
         and is about to be saved to the DB for the first time.
         """
         with transaction.atomic(using=MainRouter.admin_db):
-            user = super().save_user(request, sociallogin, form)
+            # Allauth saves the user without an explicit alias. Route that save
+            # through admin so every signup record shares this transaction.
+            with write_db_alias(MainRouter.admin_db):
+                user = super().save_user(request, sociallogin, form)
             provider = sociallogin.provider.id
             extra = sociallogin.account.extra_data
 
             if provider != "saml":
                 # Handle other providers (e.g., GitHub, Google)
+                user.name = self._get_social_account_name(extra, user.email)
                 user.save(using=MainRouter.admin_db)
-                social_account_name = extra.get("name")
-                if social_account_name:
-                    user.name = social_account_name
-                    user.save(using=MainRouter.admin_db)
 
                 invitation_token = self._get_invitation_token(request)
                 if invitation_token:

api/src/backend/api/attack_paths/__init__.py

@@ -1,5 +1,6 @@
 from api.attack_paths.queries import (
     AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
     AttackPathsQueryParameterDefinition,
     get_queries_for_provider,
     get_query_by_id,
@@ -7,6 +8,7 @@ from api.attack_paths.queries import (
 
 __all__ = [
     "AttackPathsQueryDefinition",
+    "AttackPathsQueryOutcome",
     "AttackPathsQueryParameterDefinition",
     "get_queries_for_provider",
     "get_query_by_id",

api/src/backend/api/attack_paths/queries/__init__.py

@@ -4,11 +4,13 @@ from api.attack_paths.queries.registry import (
 )
 from api.attack_paths.queries.types import (
     AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
     AttackPathsQueryParameterDefinition,
 )
 
 __all__ = [
     "AttackPathsQueryDefinition",
+    "AttackPathsQueryOutcome",
     "AttackPathsQueryParameterDefinition",
     "get_queries_for_provider",
     "get_query_by_id",

api/src/backend/api/attack_paths/queries/types.py

@@ -1,4 +1,38 @@
 from dataclasses import dataclass, field
+from enum import Enum
+
+
+@dataclass(frozen=True)
+class AttackPathsQueryOutcomeMeta:
+    """Display metadata for an outcome kind.
+
+    `label` and `partial` are properties of the outcome *kind*, not of an
+    individual query, so they live here once and every query just references a
+    kind. `partial` marks a latent/posture outcome (e.g. inventory) that the UI
+    renders as a marker rather than a full realized outcome.
+    """
+
+    kind: str
+    label: str
+    partial: bool = False
+
+
+class AttackPathsQueryOutcome(Enum):
+    """The terminal impact an attack-path query leads to.
+
+    Set per query and exposed by the API so the UI can render the graph's
+    terminal outcome node. The taxonomy is shared with Prowler Hub's attack-path
+    diagram (whose terminal labels match these values).
+    """
+
+    CODE_EXECUTION = AttackPathsQueryOutcomeMeta("code_execution", "Code execution")
+    PRIVILEGE_ESCALATION = AttackPathsQueryOutcomeMeta(
+        "privilege_escalation", "Privilege escalation"
+    )
+    PUBLIC_EXPOSURE = AttackPathsQueryOutcomeMeta("public_exposure", "Public exposure")
+    RESOURCE_INVENTORY = AttackPathsQueryOutcomeMeta(
+        "resource_inventory", "Resource inventory", partial=True
+    )
 
 
 @dataclass
@@ -36,4 +70,5 @@ class AttackPathsQueryDefinition:
     provider: str
     cypher: str
     attribution: AttackPathsQueryAttribution | None = None
+    outcome: AttackPathsQueryOutcome | None = None
     parameters: list[AttackPathsQueryParameterDefinition] = field(default_factory=list)

api/src/backend/api/attack_paths/views_helpers.py

@@ -115,7 +115,26 @@ def execute_query(
         # TODO: drop after Neptune cutover
         # Route reads by the scan row's recorded sink, not by current settings.
         backend = sink_module.get_backend_for_scan(scan)
-        graph = backend.execute_read_query(database_name, definition.cypher, parameters)
+
+        cypher = definition.cypher
+        # Every synced node carries a `_Provider_{uuid}` isolation label (the
+        # sync labels the whole provider subgraph). Injecting it into the
+        # predefined query's node patterns gives the planner a selective label
+        # index to seed from instead of a global label scan (`:AWSRole` across
+        # every tenant), which on Neptune is the difference between a sub-second
+        # plan and a query that times out. The custom-query path relies on this
+        # same injection.
+        #
+        # Restrict it to migrated scans: that catalog runs on the Neptune sink
+        # where the plan blowup happens, while the pre-cutover legacy catalog
+        # runs on the old sink and is dropped after the cutover, so leave it
+        # byte-for-byte unchanged. This only affects the query plan, not
+        # isolation - `_serialize_graph` already label-filters both catalogs.
+        # TODO: drop the is_migrated guard after Neptune cutover
+        if scan.is_migrated:
+            cypher = inject_provider_label(cypher, provider_id)
+
+        graph = backend.execute_read_query(database_name, cypher, parameters)
         return _serialize_graph(graph, provider_id)
 
     except graph_database.WriteQueryNotAllowedException:

api/src/backend/api/authentication.py

@@ -1,3 +1,4 @@
+import logging
 from math import isfinite
 from uuid import UUID
 
@@ -5,6 +6,7 @@ from api.db_router import MainRouter
 from api.models import TenantAPIKey, TenantAPIKeyManager
 from cryptography.fernet import InvalidToken
 from django.core.exceptions import ObjectDoesNotExist
+from django.db import transaction
 from django.utils import timezone
 from drf_simple_apikey.backends import APIKeyAuthentication as BaseAPIKeyAuth
 from drf_simple_apikey.crypto import get_crypto
@@ -14,6 +16,16 @@ from rest_framework.exceptions import AuthenticationFailed
 from rest_framework.request import Request
 from rest_framework_simplejwt.authentication import JWTAuthentication
 
+logger = logging.getLogger(__name__)
+
+
+class OrphanedAPIKeyError(Exception):
+    """Raised when an API key outlived the user that owns it.
+
+    Handled by `authenticate`, which commits the revocation written while detecting it
+    and then rejects the request with `AuthenticationFailed`.
+    """
+
 
 class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
     model = TenantAPIKey
@@ -24,10 +36,13 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
     def _authenticate_credentials(self, request, key):
         """
         Override to use admin connection, bypassing RLS during authentication.
+
+        Returns the validated API key row, locked with `select_for_update`, so callers
+        must run inside `transaction.atomic(using=MainRouter.admin_db)`.
         """
         try:
             payload = self.key_crypto.decrypt(key)
-        except ValueError:
+        except (ValueError, InvalidToken):
             raise AuthenticationFailed("Invalid API Key.")
 
         if not isinstance(payload, dict):
@@ -52,13 +67,33 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
             raise AuthenticationFailed("API Key has already expired.")
 
         try:
-            api_key = self.model.objects.using(MainRouter.admin_db).get(id=api_key_pk)
+            api_key = (
+                self.model.objects.using(MainRouter.admin_db)
+                .select_for_update()
+                .get(id=api_key_pk)
+            )
         except ObjectDoesNotExist:
             raise AuthenticationFailed("No entity matching this api key.")
 
         if api_key.revoked:
             raise AuthenticationFailed("This API Key has been revoked.")
 
+        # `entity` is nullable and `on_delete=SET_NULL` leaves the key behind when its
+        # owner is deleted, so a key can outlive its user. Reject it here: further down
+        # the authentication would return `None` as the authenticated user, which blows
+        # up while building the auth dict and surfaces as a 500 instead of a 401.
+        # Revoke it as well, so it stops showing up as active and later attempts fail
+        # the `revoked` check above like any other revoked key.
+        if api_key.entity_id is None:
+            api_key.revoked = True
+            api_key.save(update_fields=["revoked"], using=MainRouter.admin_db)
+            logger.warning(
+                "Revoked orphaned API key: prefix=%s tenant=%s",
+                api_key.prefix,
+                api_key.tenant_id,
+            )
+            raise OrphanedAPIKeyError
+
         client_ip = request.META.get(package_settings.IP_ADDRESS_HEADER)
         if api_key.blacklisted_ips and client_ip in api_key.blacklisted_ips:
             raise AuthenticationFailed("Access denied from blacklisted IP.")
@@ -66,7 +101,7 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
         if api_key.whitelisted_ips and client_ip not in api_key.whitelisted_ips:
             raise AuthenticationFailed("Access restricted to specific IP addresses.")
 
-        return api_key.entity, key
+        return api_key
 
     def authenticate(self, request: Request):
         prefixed_key = self.get_key(request)
@@ -77,36 +112,34 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
         except ValueError:
             raise AuthenticationFailed("Invalid API Key.")
 
-        try:
-            entity, _ = self._authenticate_credentials(request, key)
-        except InvalidToken:
-            raise AuthenticationFailed("Invalid API Key.")
+        # Validation, the `last_used_at` update and the auth claims all read the same
+        # row, locked until the transaction ends. Looking the key up a second time to
+        # build the claims used to leave a window where a key revoked or orphaned right
+        # after passing validation still authenticated.
+        with transaction.atomic(using=MainRouter.admin_db):
+            try:
+                api_key = self._authenticate_credentials(request, key)
+            except OrphanedAPIKeyError:
+                # Rejected below instead of here: leaving the block normally commits
+                # the revocation `_authenticate_credentials` wrote, while raising from
+                # inside would roll it back.
+                pass
+            else:
+                # The prefix used to be checked by the second lookup
+                if api_key.prefix != prefix:
+                    raise AuthenticationFailed("Invalid API Key.")
 
-        # Get the API key instance to update last_used_at and retrieve tenant info
-        # We need to decrypt again to get the pk (already validated by _authenticate_credentials)
-        payload = self.key_crypto.decrypt(key)
-        api_key_pk = payload["_pk"]
+                api_key.last_used_at = timezone.now()
+                api_key.save(update_fields=["last_used_at"], using=MainRouter.admin_db)
 
-        # Convert string UUID back to UUID object for lookup
-        if isinstance(api_key_pk, str):
-            api_key_pk = UUID(api_key_pk)
+                entity = api_key.entity
+                return entity, {
+                    "tenant_id": str(api_key.tenant_id),
+                    "sub": str(entity.id),
+                    "api_key_prefix": api_key.prefix,
+                }
 
-        try:
-            api_key_instance = TenantAPIKey.objects.using(MainRouter.admin_db).get(
-                id=api_key_pk, prefix=prefix
-            )
-        except TenantAPIKey.DoesNotExist:
-            raise AuthenticationFailed("Invalid API Key.")
-
-        # Update last_used_at
-        api_key_instance.last_used_at = timezone.now()
-        api_key_instance.save(update_fields=["last_used_at"], using=MainRouter.admin_db)
-
-        return entity, {
-            "tenant_id": str(api_key_instance.tenant_id),
-            "sub": str(api_key_instance.entity.id),
-            "api_key_prefix": prefix,
-        }
+        raise AuthenticationFailed("No entity matching this api key.")
 
 
 class CombinedJWTOrAPIKeyAuthentication(BaseAuthentication):

api/src/backend/api/celery_utils.py

@@ -0,0 +1,40 @@
+import ast
+import json
+from typing import Any
+
+_UNPARSED = object()
+
+
+def decode_celery_field(value: Any, default: Any) -> Any:
+    """Decode a Celery result field and require JSON-serializable output."""
+    decoded = value
+    for _ in range(2):
+        if not isinstance(decoded, str):
+            break
+
+        text = decoded.strip()
+        if not text:
+            decoded = default
+            break
+
+        parsed = _UNPARSED
+        for parser in (json.loads, ast.literal_eval):
+            try:
+                parsed = parser(text)
+                break
+            except (TypeError, ValueError, SyntaxError):
+                continue
+
+        if parsed is _UNPARSED:
+            raise ValueError("Unable to decode Celery result field")
+        decoded = parsed
+
+    decoded = default if decoded is None else decoded
+    try:
+        json.dumps(decoded, allow_nan=False)
+    except (TypeError, ValueError) as error:
+        raise ValueError(
+            "Decoded Celery result field is not JSON serializable"
+        ) from error
+
+    return decoded

api/src/backend/api/db_router.py

@@ -1,3 +1,4 @@
+from contextlib import contextmanager
 from contextvars import ContextVar
 
 from django.conf import settings
@@ -5,6 +6,7 @@ from django.conf import settings
 ALLOWED_APPS = ("django", "socialaccount", "account", "authtoken", "silk")
 
 _read_db_alias = ContextVar("read_db_alias", default=None)
+_write_db_alias = ContextVar("write_db_alias", default=None)
 
 
 def set_read_db_alias(alias: str | None):
@@ -22,6 +24,30 @@ def reset_read_db_alias(token) -> None:
         _read_db_alias.reset(token)
 
 
+def set_write_db_alias(alias: str | None):
+    if not alias:
+        return None
+    return _write_db_alias.set(alias)
+
+
+def get_write_db_alias() -> str | None:
+    return _write_db_alias.get()
+
+
+def reset_write_db_alias(token) -> None:
+    if token is not None:
+        _write_db_alias.reset(token)
+
+
+@contextmanager
+def write_db_alias(alias: str | None):
+    token = set_write_db_alias(alias)
+    try:
+        yield
+    finally:
+        reset_write_db_alias(token)
+
+
 class MainRouter:
     default_db = "default"
     admin_db = "admin"
@@ -43,6 +69,9 @@ class MainRouter:
         model_table_name = model._meta.db_table
         if any(model_table_name.startswith(f"{app}_") for app in ALLOWED_APPS):
             return self.admin_db
+        write_alias = get_write_db_alias()
+        if write_alias:
+            return write_alias
         return None
 
     def allow_migrate(self, db, app_label, model_name=None, **hints):  # noqa: F841

api/src/backend/api/signals.py

@@ -1,3 +1,4 @@
+from api.db_router import MainRouter
 from api.db_utils import delete_related_daily_task
 from api.models import (
     LighthouseProviderConfiguration,
@@ -47,8 +48,15 @@ def revoke_user_api_keys(sender, instance, **kwargs):  # noqa: F841
 
     The entity field will be set to NULL by on_delete=SET_NULL,
     but we explicitly revoke the keys to prevent further use.
+
+    The update runs on the admin connection because `api_keys` is RLS protected and its
+    policy denies every row when `api.tenant_id` is unset. Users are deleted through the
+    admin connection and may belong to several tenants, so going through the default
+    connection would silently revoke nothing, or only the keys of the active tenant.
     """
-    TenantAPIKey.objects.filter(entity=instance).update(revoked=True)
+    TenantAPIKey.objects.using(MainRouter.admin_db).filter(entity=instance).update(
+        revoked=True
+    )
 
 
 @receiver(post_delete, sender=Membership)
@@ -58,8 +66,12 @@ def revoke_membership_api_keys(sender, instance, **kwargs):  # noqa: F841
 
     When a membership is deleted, all API keys created by that user
     in that tenant should be revoked to prevent further access.
+
+    Uses the admin connection for the same reason as `revoke_user_api_keys`: the RLS
+    policy on `api_keys` denies every row when `api.tenant_id` is unset, which is the
+    case when the membership is removed as a cascade of a user deletion.
     """
-    TenantAPIKey.objects.filter(
+    TenantAPIKey.objects.using(MainRouter.admin_db).filter(
         entity_id=instance.user_id, tenant_id=instance.tenant_id
     ).update(revoked=True)
 

api/src/backend/api/specs/v1.yaml

@@ -1,7 +1,7 @@
 openapi: 3.0.3
 info:
   title: Prowler API
-  version: 1.37.0
+  version: 1.41.0
   description: |-
     Prowler API specification.
 

api/src/backend/api/tests/integration/test_authentication.py

@@ -4,8 +4,11 @@ from datetime import UTC, datetime, timedelta
 from uuid import uuid4
 
 import pytest
+from api.db_router import MainRouter
 from api.models import Membership, Role, TenantAPIKey, User, UserRoleRelationship
+from api.signals import revoke_membership_api_keys, revoke_user_api_keys
 from conftest import TEST_PASSWORD, get_api_tokens, get_authorization_header
+from django.db.utils import ConnectionDoesNotExist
 from django.urls import reverse
 from drf_simple_apikey.crypto import get_crypto
 from rest_framework.test import APIClient
@@ -625,6 +628,34 @@ class TestAPIKeyErrors:
         assert response.status_code == 401
         assert "API Key has been revoked." in response.json()["errors"][0]["detail"]
 
+    def test_orphaned_api_key_rejected(
+        self, create_test_user, tenants_fixture, api_keys_fixture
+    ):
+        """Key whose owning user was deleted returns 401 instead of 500."""
+        client = APIClient()
+
+        api_key = api_keys_fixture[0]
+        # `on_delete=SET_NULL` leaves the key behind with no entity when the owner goes
+        TenantAPIKey.objects.filter(id=api_key.id).update(entity=None)
+
+        api_key_headers = get_api_key_header(api_key._raw_key)
+        response = client.get(reverse("provider-list"), headers=api_key_headers)
+
+        assert response.status_code == 401
+        assert (
+            "No entity matching this api key." in response.json()["errors"][0]["detail"]
+        )
+
+        # The orphaned key is revoked on use; retries fail the regular revoked check
+        api_key.refresh_from_db()
+        assert api_key.revoked is True
+
+        retry_response = client.get(reverse("provider-list"), headers=api_key_headers)
+        assert retry_response.status_code == 401
+        assert (
+            "API Key has been revoked." in retry_response.json()["errors"][0]["detail"]
+        )
+
     def test_non_existent_api_key(self, create_test_user, tenants_fixture):
         """Key UUID doesn't exist in database."""
         client = APIClient()
@@ -817,6 +848,93 @@ class TestAPIKeyTenantIsolation:
         error_detail = response_json["errors"][0]["detail"]
         assert "revoked" in error_detail.lower()
 
+    def test_deleting_user_revokes_api_keys_in_every_tenant(self, tenants_fixture):
+        """Deleting a user revokes their keys in all their tenants, not just one."""
+        first_tenant, second_tenant = tenants_fixture[0], tenants_fixture[1]
+
+        test_user = User.objects.create_user(
+            name="multi_tenant_user",
+            email="multi_tenant_user@prowler.com",
+            password=TEST_PASSWORD,
+        )
+        for tenant in (first_tenant, second_tenant):
+            Membership.objects.create(
+                user=test_user, tenant=tenant, role=Membership.RoleChoices.OWNER
+            )
+
+        first_key, _ = TenantAPIKey.objects.create_api_key(
+            name="Key in first tenant", tenant_id=first_tenant.id, entity=test_user
+        )
+        second_key, _ = TenantAPIKey.objects.create_api_key(
+            name="Key in second tenant", tenant_id=second_tenant.id, entity=test_user
+        )
+
+        test_user.delete()
+
+        first_key.refresh_from_db()
+        second_key.refresh_from_db()
+        assert first_key.revoked is True
+        assert second_key.revoked is True
+        # `on_delete=SET_NULL` orphans the keys, so revoking them is what keeps them
+        # from authenticating
+        assert first_key.entity_id is None
+        assert second_key.entity_id is None
+
+    def test_revoke_user_api_keys_uses_the_admin_connection(
+        self, monkeypatch, tenants_fixture
+    ):
+        """The revocation must not go through the default connection.
+
+        `api_keys` is RLS protected and its policy denies every row when `api.tenant_id`
+        is unset, which is the case while a user is deleted through the admin
+        connection: the update would silently revoke nothing and leave usable orphaned
+        keys behind.
+
+        Pointing `admin_db` at a missing alias is the only way to assert the connection
+        here, because the test suite runs on a single superuser database with
+        `MainRouter.admin_db` patched to "default" (see `conftest.py`), so RLS never
+        applies and both connections are otherwise indistinguishable.
+        """
+        test_user = User.objects.create_user(
+            name="admin_connection_user",
+            email="admin_connection_user@prowler.com",
+            password=TEST_PASSWORD,
+        )
+        Membership.objects.create(user=test_user, tenant=tenants_fixture[0])
+        TenantAPIKey.objects.create_api_key(
+            name="Key for admin connection check",
+            tenant_id=tenants_fixture[0].id,
+            entity=test_user,
+        )
+
+        monkeypatch.setattr(MainRouter, "admin_db", "missing_admin_alias")
+
+        with pytest.raises(ConnectionDoesNotExist):
+            revoke_user_api_keys(sender=User, instance=test_user)
+
+    def test_revoke_membership_api_keys_uses_the_admin_connection(
+        self, monkeypatch, tenants_fixture
+    ):
+        """Same as the user deletion case: this receiver also runs as its cascade."""
+        test_user = User.objects.create_user(
+            name="admin_connection_membership_user",
+            email="admin_connection_membership_user@prowler.com",
+            password=TEST_PASSWORD,
+        )
+        membership = Membership.objects.create(
+            user=test_user, tenant=tenants_fixture[0]
+        )
+        TenantAPIKey.objects.create_api_key(
+            name="Key for membership admin connection check",
+            tenant_id=tenants_fixture[0].id,
+            entity=test_user,
+        )
+
+        monkeypatch.setattr(MainRouter, "admin_db", "missing_admin_alias")
+
+        with pytest.raises(ConnectionDoesNotExist):
+            revoke_membership_api_keys(sender=Membership, instance=membership)
+
 
 @pytest.mark.django_db
 class TestAPIKeyLifecycle:
@@ -1472,8 +1590,8 @@ class TestAPIKeyMultiTenantWorkflows:
         tenant1 = tenants_fixture[0]
         tenant2 = tenants_fixture[1]
 
-        Membership.objects.create(user=user, tenant=tenant1)
-        Membership.objects.create(user=user, tenant=tenant2)
+        membership1 = Membership.objects.create(user=user, tenant=tenant1)
+        membership2 = Membership.objects.create(user=user, tenant=tenant2)
 
         role1 = Role.objects.create(
             tenant_id=tenant1.id,
@@ -1528,6 +1646,27 @@ class TestAPIKeyMultiTenantWorkflows:
         assert me_response1.json()["data"]["id"] == str(user.id)
         assert me_response2.json()["data"]["id"] == str(user.id)
 
+        memberships1 = {
+            item["id"]: item["meta"]["active"]
+            for item in me_response1.json()["data"]["relationships"]["memberships"][
+                "data"
+            ]
+        }
+        memberships2 = {
+            item["id"]: item["meta"]["active"]
+            for item in me_response2.json()["data"]["relationships"]["memberships"][
+                "data"
+            ]
+        }
+        assert memberships1 == {
+            str(membership1.id): True,
+            str(membership2.id): False,
+        }
+        assert memberships2 == {
+            str(membership1.id): False,
+            str(membership2.id): True,
+        }
+
     def test_api_key_cannot_access_different_tenant_resources(
         self, tenants_fixture, aws_provider
     ):

api/src/backend/api/tests/test_adapters.py

@@ -10,10 +10,12 @@ from allauth.socialaccount import app_settings as socialaccount_app_settings
 from allauth.socialaccount.internal.flows.login import complete_login
 from allauth.socialaccount.models import SocialAccount, SocialLogin
 from api.adapters import ProwlerSocialAccountAdapter
-from api.db_router import MainRouter
+from api.db_router import MainRouter, get_write_db_alias
 from api.models import Invitation, Membership, SAMLConfiguration, Tenant
 from django.contrib.auth import get_user_model
 from django.core import mail
+from django.db import connections
+from django.db import router as django_router
 
 User = get_user_model()
 
@@ -109,6 +111,110 @@ def _verify_local_email(user):
     )
 
 
+def test_social_account_name_falls_back_to_login_for_blank_name():
+    adapter = ProwlerSocialAccountAdapter()
+
+    name = adapter._get_social_account_name(
+        {"name": "   ", "login": "octocat"},
+        "verified@example.com",
+    )
+
+    assert name == "octocat"
+
+
+@pytest.mark.parametrize("provider_name", [None, "", "   ", 123, ["name"]])
+def test_social_account_name_ignores_unusable_provider_names(provider_name):
+    adapter = ProwlerSocialAccountAdapter()
+
+    name = adapter._get_social_account_name(
+        {"name": provider_name, "login": "octocat"},
+        "verified@example.com",
+    )
+
+    assert name == "octocat"
+
+
+def test_social_account_name_uses_login_when_name_is_missing():
+    adapter = ProwlerSocialAccountAdapter()
+
+    name = adapter._get_social_account_name(
+        {"login": "octocat"},
+        "verified@example.com",
+    )
+
+    assert name == "octocat"
+
+
+def test_social_account_name_falls_back_to_username_then_email():
+    adapter = ProwlerSocialAccountAdapter()
+
+    username_name = adapter._get_social_account_name(
+        {"name": "ab", "login": None, "username": "  monalisa  "},
+        "verified@example.com",
+    )
+    email_name = adapter._get_social_account_name({}, "  verified@example.com  ")
+
+    assert username_name == "monalisa"
+    assert email_name == "verified@example.com"
+
+
+def test_social_account_name_trims_and_limits_provider_name():
+    adapter = ProwlerSocialAccountAdapter()
+    max_length = User._meta.get_field("name").max_length
+
+    trimmed_name = adapter._get_social_account_name(
+        {"name": "  Ada Lovelace  "},
+        "verified@example.com",
+    )
+    limited_name = adapter._get_social_account_name(
+        {"name": "a" * (max_length + 1)},
+        "verified@example.com",
+    )
+
+    assert trimmed_name == "Ada Lovelace"
+    assert limited_name == "a" * max_length
+
+
+def test_social_account_name_rejects_missing_identity():
+    adapter = ProwlerSocialAccountAdapter()
+
+    with pytest.raises(
+        ValueError,
+        match="Social account does not provide a valid user identity",
+    ):
+        adapter._get_social_account_name({}, "")
+
+
+def test_save_user_applies_normalized_social_account_name(rf):
+    adapter = ProwlerSocialAccountAdapter()
+    request = rf.post("/")
+    request.session = {}
+    sociallogin = MagicMock(spec=SocialLogin)
+    sociallogin.provider = MagicMock()
+    sociallogin.provider.id = "github"
+    sociallogin.account = MagicMock()
+    sociallogin.account.extra_data = {"name": None, "login": "  octocat  "}
+    user = User(email="verified@example.com")
+    user.save = MagicMock()
+    invitation = SimpleNamespace(tenant_id="tenant-id")
+
+    with (
+        patch("api.adapters.super") as mock_super,
+        patch("api.adapters.transaction.atomic"),
+        patch("api.adapters.write_db_alias"),
+        patch.object(adapter, "_get_invitation_token", return_value="token"),
+        patch(
+            "api.adapters.accept_invitation_for_user",
+            return_value=(invitation, True),
+        ),
+    ):
+        mock_super.return_value.save_user.return_value = user
+        saved_user = adapter.save_user(request, sociallogin)
+
+    assert saved_user.name == "octocat"
+    assert request.prowler_invitation_token == "token"
+
+
 @pytest.mark.django_db
 class TestProwlerSocialAccountAdapter:
     def test_get_user_by_email_returns_user(self, create_test_user):
@@ -382,6 +488,65 @@ class TestProwlerSocialAccountAdapter:
             role=Membership.RoleChoices.MEMBER,
         ).exists()
 
+    def test_save_user_routes_initial_allauth_write_to_admin_and_resets_on_error(
+        self, rf
+    ):
+        adapter = ProwlerSocialAccountAdapter()
+        request = rf.get("/")
+        request.session = {}
+        sociallogin = _oauth_sociallogin(
+            User(name="Frank", email="frank-routing@example.com")
+        )
+
+        def fail_after_checking_write_route(*_args, **_kwargs):
+            assert (
+                MainRouter().db_for_write(User, instance=sociallogin.user)
+                == MainRouter.admin_db
+            )
+            raise RuntimeError("Stop after checking the write route.")
+
+        with (
+            patch("api.adapters.super") as mock_super,
+            patch("api.adapters.transaction.atomic"),
+            patch.object(MainRouter, "admin_db", "admin"),
+            pytest.raises(RuntimeError, match="Stop after checking the write route"),
+        ):
+            mock_super.return_value.save_user.side_effect = (
+                fail_after_checking_write_route
+            )
+            adapter.save_user(request, sociallogin)
+
+        assert get_write_db_alias() is None
+
+    def test_save_user_rolls_back_all_signup_records_on_downstream_error(self, rf):
+        adapter = ProwlerSocialAccountAdapter()
+        request = rf.post("/")
+        request.session = {}
+        email = "frank-rollback@example.com"
+        sociallogin = _real_oauth_sociallogin(
+            User(name="Frank", email=email),
+            uid="frank-rollback-google-account",
+        )
+        tenants_before = Tenant.objects.count()
+
+        with (
+            patch(
+                "api.adapters.rls_transaction",
+                side_effect=RuntimeError("Simulated downstream failure."),
+            ),
+            pytest.raises(RuntimeError, match="Simulated downstream failure"),
+        ):
+            adapter.save_user(request, sociallogin)
+
+        assert not User.objects.filter(email=email).exists()
+        assert not SocialAccount.objects.filter(
+            provider="google",
+            uid="frank-rollback-google-account",
+        ).exists()
+        assert not EmailAddress.objects.filter(email=email).exists()
+        assert Tenant.objects.count() == tenants_before
+        assert get_write_db_alias() is None
+
     def test_save_user_saml_sets_session_flag(self, rf):
         adapter = ProwlerSocialAccountAdapter()
         request = rf.get("/")
@@ -402,3 +567,104 @@ class TestProwlerSocialAccountAdapter:
                     mock_super.return_value.save_user.return_value = mock_user
                     adapter.save_user(request, sociallogin)
                     assert request.session["saml_user_created"] == "123"
+
+
+@pytest.mark.requires_test_admin_alias
+@pytest.mark.django_db(transaction=True, databases=["default", "admin"])
+class TestProwlerSocialAccountAdapterMultiDatabase:
+    @staticmethod
+    def _production_router():
+        return patch.object(django_router, "routers", [MainRouter()])
+
+    def test_save_user_rolls_back_across_production_database_aliases(self, rf):
+        adapter = ProwlerSocialAccountAdapter()
+        request = rf.post("/")
+        request.session = {}
+        email = "frank-multidb-rollback@example.com"
+        sociallogin = _real_oauth_sociallogin(
+            User(name="Frank", email=email),
+            uid="frank-multidb-rollback-google-account",
+        )
+        tenants_before = Tenant.objects.using("admin").count()
+
+        assert connections["default"] is not connections["admin"]
+        assert (
+            connections["default"].settings_dict["NAME"]
+            == connections["admin"].settings_dict["NAME"]
+        )
+
+        def fail_after_allauth_save(*_args, **_kwargs):
+            assert sociallogin.user._state.db == MainRouter.admin_db
+            assert connections["default"].get_autocommit()
+            assert not connections["admin"].get_autocommit()
+            raise RuntimeError("Simulated downstream failure.")
+
+        with (
+            patch.object(MainRouter, "admin_db", "admin"),
+            self._production_router(),
+            patch("api.adapters.rls_transaction", side_effect=fail_after_allauth_save),
+            pytest.raises(RuntimeError, match="Simulated downstream failure"),
+        ):
+            adapter.save_user(request, sociallogin)
+
+        assert connections["default"].get_autocommit()
+        assert connections["admin"].get_autocommit()
+        assert not User.objects.using("default").filter(email=email).exists()
+        assert not User.objects.using("admin").filter(email=email).exists()
+        assert (
+            not SocialAccount.objects.using("admin")
+            .filter(
+                provider="google",
+                uid="frank-multidb-rollback-google-account",
+            )
+            .exists()
+        )
+        assert not EmailAddress.objects.using("admin").filter(email=email).exists()
+        assert Tenant.objects.using("admin").count() == tenants_before
+        assert get_write_db_alias() is None
+
+    def test_save_user_commits_complete_signup_across_production_aliases(self, rf):
+        adapter = ProwlerSocialAccountAdapter()
+        request = rf.post("/")
+        request.session = {}
+        email = "frank-multidb-success@example.com"
+        sociallogin = _real_oauth_sociallogin(
+            User(name="Frank", email=email),
+            uid="frank-multidb-success-google-account",
+        )
+
+        with (
+            patch.object(MainRouter, "admin_db", "admin"),
+            self._production_router(),
+        ):
+            user = adapter.save_user(request, sociallogin)
+
+        user = User.objects.using("admin").get(id=user.id)
+        assert user.email == email
+        assert (
+            SocialAccount.objects.using("admin")
+            .filter(
+                user_id=user.id,
+                provider="google",
+                uid="frank-multidb-success-google-account",
+            )
+            .exists()
+        )
+        assert (
+            EmailAddress.objects.using("admin")
+            .filter(
+                user_id=user.id,
+                email=email,
+                verified=True,
+            )
+            .exists()
+        )
+        assert (
+            Membership.objects.using("admin")
+            .filter(
+                user_id=user.id,
+                role=Membership.RoleChoices.OWNER,
+            )
+            .exists()
+        )
+        assert get_write_db_alias() is None

api/src/backend/api/tests/test_attack_paths.py

@@ -154,6 +154,88 @@ def test_execute_query_serializes_graph(
     assert result["relationships"][0]["label"] == "OWNS"
 
 
+def test_execute_query_injects_provider_label_when_migrated(
+    attack_paths_query_definition_factory,
+    sink_backend_stub,
+):
+    # On migrated graphs the predefined cypher must be scoped with the
+    # provider label so the planner seeds from the label index instead of a
+    # global label scan (the Neptune cartesian/timeout fix).
+    definition = attack_paths_query_definition_factory(
+        id="aws-iam",
+        name="IAM",
+        short_description="Short desc",
+        description="",
+        cypher="MATCH (aws:AWSAccount)--(target_role:AWSRole) RETURN target_role",
+        parameters=[],
+    )
+    provider_id = "test-provider-123"
+    plabel = get_provider_label(provider_id)
+    parameters = {"provider_uid": "123"}
+
+    graph_result = MagicMock()
+    graph_result.nodes = []
+    graph_result.relationships = []
+    sink_backend_stub.execute_read_query.return_value = graph_result
+
+    # Injection is gated on `is_migrated`, not the sink (it is a pure string
+    # transform), so `neo4j` exercises the same code path as Neptune here.
+    views_helpers.execute_query(
+        "db-tenant-test",
+        definition,
+        parameters,
+        provider_id=provider_id,
+        scan=MagicMock(is_migrated=True, sink_backend="neo4j"),
+    )
+
+    executed_cypher = sink_backend_stub.execute_read_query.call_args[0][1]
+    assert executed_cypher != definition.cypher
+    # Both node patterns are scoped - not just one. Asserting the exact rewrite
+    # (rather than `f":{plabel}" in executed_cypher`, which a partial injection
+    # would still satisfy) proves every node got the label and that injection
+    # inserted labels and nothing else.
+    assert executed_cypher == (
+        f"MATCH (aws:AWSAccount:{plabel})--(target_role:AWSRole:{plabel}) "
+        "RETURN target_role"
+    )
+    # Parameters are passed through untouched.
+    assert sink_backend_stub.execute_read_query.call_args[0][2] == parameters
+
+
+def test_execute_query_does_not_inject_label_when_deprecated(
+    attack_paths_query_definition_factory,
+    sink_backend_stub,
+):
+    # The pre-cutover legacy catalog runs on the old sink and is removed after
+    # the Neptune cutover, so it must run verbatim (no injection).
+    definition = attack_paths_query_definition_factory(
+        id="aws-iam",
+        name="IAM",
+        short_description="Short desc",
+        description="",
+        cypher="MATCH (aws:AWSAccount)--(target_role:AWSRole) RETURN target_role",
+        parameters=[],
+    )
+    parameters = {"provider_uid": "123"}
+
+    graph_result = MagicMock()
+    graph_result.nodes = []
+    graph_result.relationships = []
+    sink_backend_stub.execute_read_query.return_value = graph_result
+
+    views_helpers.execute_query(
+        "db-tenant-test",
+        definition,
+        parameters,
+        provider_id="test-provider-123",
+        scan=MagicMock(is_migrated=False, sink_backend="neo4j"),
+    )
+
+    sink_backend_stub.execute_read_query.assert_called_once_with(
+        "db-tenant-test", definition.cypher, parameters
+    )
+
+
 def test_execute_query_wraps_graph_errors(
     attack_paths_query_definition_factory,
     sink_backend_stub,

api/src/backend/api/tests/test_attack_paths_queries.py

@@ -0,0 +1,292 @@
+"""
+Structural validation tests for Attack Paths query definitions.
+
+These tests verify that each query in the AWS_QUERIES registry meets the
+schema and convention requirements documented in
+`docs/developer-guide/attack-paths-queries.mdx` without requiring a live
+graph connection. They deliberately assert the conventions that keep queries
+functional and Neptune-compatible: list-typed policy properties are reached
+through `HAS_*` child-item traversals (never read as node fields), predicate
+functions unsupported on Neptune (`any`/`all`/`none`, regex `=~`) are absent,
+the finding probe is typed and filters only on `status`, and the `RETURN`
+shape preserves the `paths, dpf, dpfr` contract.
+"""
+
+import re
+
+import pytest
+from api.attack_paths.queries.aws import (
+    AWS_IAM_PRIVESC_DELETE_USER_PERMISSIONS_BOUNDARY,
+    AWS_QUERIES,
+    AWS_SSO_PRIVESC_PERMISSION_SET_ESCALATION,
+    AWS_STS_PRIVESC_CROSS_ACCOUNT_TRUST,
+    AWS_STS_PRIVESC_WILDCARD_TRUST,
+)
+from api.attack_paths.queries.types import (
+    AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
+)
+
+# The pathfinding.cloud privilege-escalation queries added for PROWLER-2278.
+NEW_PATHFINDING_QUERIES = [
+    AWS_STS_PRIVESC_CROSS_ACCOUNT_TRUST,
+    AWS_STS_PRIVESC_WILDCARD_TRUST,
+    AWS_IAM_PRIVESC_DELETE_USER_PERMISSIONS_BOUNDARY,
+    AWS_SSO_PRIVESC_PERMISSION_SET_ESCALATION,
+]
+
+# Cypher keywords that indicate a mutating query (not allowed; queries are read-only).
+MUTATING_KEYWORDS = re.compile(
+    r"\b(CREATE|MERGE|SET|DELETE|REMOVE|DETACH)\b", re.IGNORECASE
+)
+
+# CALL subquery: unsupported by Neptune openCypher.
+CALL_SUBQUERY_PATTERN = re.compile(r"\bCALL\s*\{", re.IGNORECASE)
+
+# Predicate functions that are not part of the openCypher spec and fail on Neptune.
+NEPTUNE_UNSUPPORTED_PREDICATES = re.compile(r"\b(any|all|none)\s*\(", re.IGNORECASE)
+
+# The list-typed policy properties that are exploded into child item nodes at sync
+# time and popped off the parent, so reading them as a field always yields null.
+NORMALIZED_STATEMENT_FIELDS = ("action", "resource", "notaction", "notresource")
+
+
+class TestNewPathfindingQueriesRegistered:
+    """Every new query is present in the AWS_QUERIES registry."""
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_query_in_registry(self, query):
+        assert query in AWS_QUERIES
+
+
+class TestNewPathfindingQueriesSchema:
+    """Required fields and naming conventions for each new query."""
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_is_query_definition_instance(self, query):
+        assert isinstance(query, AttackPathsQueryDefinition)
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_id_is_kebab_case(self, query):
+        assert re.match(r"^[a-z0-9]+(-[a-z0-9]+)*$", query.id), (
+            f"Query id '{query.id}' is not kebab-case"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_id_starts_with_aws(self, query):
+        assert query.id.startswith("aws-")
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_provider_is_aws(self, query):
+        assert query.provider == "aws"
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_has_name(self, query):
+        assert query.name and len(query.name) > 5
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_has_short_description(self, query):
+        assert query.short_description and len(query.short_description) > 10
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_has_description(self, query):
+        assert query.description and len(query.description) > 20
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_has_attribution(self, query):
+        assert query.attribution is not None
+        assert "pathfinding.cloud" in query.attribution.text
+        assert query.attribution.link.startswith("https://pathfinding.cloud/paths/")
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_parameters_is_list(self, query):
+        assert isinstance(query.parameters, list)
+
+
+class TestNewPathfindingQueriesCypher:
+    """Cypher content, conventions, and Neptune compatibility."""
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_not_empty(self, query):
+        assert query.cypher and len(query.cypher.strip()) > 0
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_under_10000_chars(self, query):
+        assert len(query.cypher) < 10000, (
+            f"Query {query.id} exceeds 10,000 character limit "
+            f"({len(query.cypher)} chars)"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_uses_provider_uid_parameter(self, query):
+        assert "$provider_uid" in query.cypher, (
+            f"Query {query.id} missing $provider_uid parameter"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_finding_label_interpolated(self, query):
+        # The f-string should have interpolated PROWLER_FINDING_LABEL already.
+        assert "PROWLER_FINDING_LABEL" not in query.cypher, (
+            f"Query {query.id} has unresolved PROWLER_FINDING_LABEL "
+            "(f-string not applied)"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_finding_probe_is_typed_and_status_scoped(self, query):
+        # The finding probe must be typed HAS_FINDING (so Neptune applies an inline
+        # edge filter) and gate on FAIL status only. ProwlerFinding nodes carry no
+        # provider_uid property, so a probe that filters on it never matches.
+        assert re.search(
+            r"-\[pfr:HAS_FINDING\]-\(pf:ProwlerFinding \{status: 'FAIL'\}\)",
+            query.cypher,
+        ), f"Query {query.id} does not use the typed, status-scoped finding probe"
+        assert "provider_uid:$provider_uid}" not in query.cypher.replace(" ", ""), (
+            f"Query {query.id} filters the finding node on a non-existent "
+            "provider_uid property"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_is_read_only(self, query):
+        cypher_no_comments = _strip_comment_lines(query.cypher)
+        match = MUTATING_KEYWORDS.search(cypher_no_comments)
+        assert match is None, (
+            f"Query {query.id} contains mutating keyword: '{match.group()}'"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_no_call_subquery(self, query):
+        assert not CALL_SUBQUERY_PATTERN.search(query.cypher), (
+            f"Query {query.id} uses a CALL subquery (not Neptune-compatible)"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_no_neptune_unsupported_predicates(self, query):
+        match = NEPTUNE_UNSUPPORTED_PREDICATES.search(query.cypher)
+        assert match is None, (
+            f"Query {query.id} uses '{match.group().strip()}' predicate function; "
+            "use size([x IN list WHERE pred]) > 0 for Neptune compatibility"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_no_regex_operator(self, query):
+        assert "=~" not in query.cypher, (
+            f"Query {query.id} uses the regex operator '=~'; "
+            "use CONTAINS / STARTS WITH for Neptune compatibility"
+        )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_does_not_read_normalized_list_fields(self, query):
+        # action/resource/notaction/notresource are materialized as child item nodes
+        # and popped off AWSPolicyStatement, so `stmt.action` etc. are always null.
+        for field in NORMALIZED_STATEMENT_FIELDS:
+            assert not re.search(rf"\.{field}\b", query.cypher), (
+                f"Query {query.id} reads the normalized list field "
+                f"'.{field}' as a node property; traverse the HAS_"
+                f"{field.upper()} edge to the child item node instead"
+            )
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_preserves_return_contract(self, query):
+        assert re.search(
+            r"RETURN paths, collect\(DISTINCT pf\) as dpf, "
+            r"collect\(DISTINCT pfr\) as dpfr",
+            query.cypher,
+        ), f"Query {query.id} does not preserve the 'paths, dpf, dpfr' RETURN contract"
+
+    @pytest.mark.parametrize("query", NEW_PATHFINDING_QUERIES, ids=lambda q: q.id)
+    def test_cypher_anchored_on_account(self, query):
+        assert "(aws:AWSAccount {id: $provider_uid})" in query.cypher, (
+            f"Query {query.id} is not anchored on the AWSAccount node"
+        )
+
+
+class TestNewPathfindingQueriesAccuracy:
+    """Query-specific contracts that prevent known false positives."""
+
+    def test_wildcard_trust_is_presented_as_a_manual_review_candidate(self):
+        query = AWS_STS_PRIVESC_WILDCARD_TRUST
+        text = f"{query.name} {query.short_description} {query.description}".lower()
+        assert all(
+            word in text
+            for word in ("potential", "effect", "condition", "manual review")
+        )
+
+    def test_permissions_boundary_removal_is_scoped_to_the_same_user(self):
+        query = AWS_IAM_PRIVESC_DELETE_USER_PERMISSIONS_BOUNDARY
+        assert "(principal:AWSUser)" in query.cypher
+        assert (
+            "(stmt)-[:HAS_RESOURCE]->(res:AWSPolicyStatementResourceItem)"
+            in query.cypher
+        )
+        assert "principal.arn" in query.cypher
+        assert "manual review" in query.description.lower()
+
+    def test_permission_set_escalation_requires_global_resources(self):
+        query = AWS_SSO_PRIVESC_PERMISSION_SET_ESCALATION
+        for suffix in ("", "2", "3"):
+            resource_match = (
+                f"(stmt{suffix})-[:HAS_RESOURCE]->"
+                f"(res{suffix}:AWSPolicyStatementResourceItem)"
+            )
+            assert resource_match in query.cypher
+            assert f"WHERE res{suffix}.value = '*'" in query.cypher
+
+
+class TestAllQueriesUniqueIds:
+    """No duplicate IDs in the full registry."""
+
+    def test_no_duplicate_ids_in_aws_queries(self):
+        ids = [q.id for q in AWS_QUERIES]
+        duplicates = sorted({qid for qid in ids if ids.count(qid) > 1})
+        assert not duplicates, f"Duplicate query IDs found: {duplicates}"
+
+
+class TestQueryOutcomes:
+    """Every query carries a valid outcome (the graph's terminal impact)."""
+
+    def test_every_query_has_an_outcome(self):
+        # Completeness guard: a new query must be given an outcome, so the UI can
+        # always render a terminal outcome node.
+        missing = [q.id for q in AWS_QUERIES if q.outcome is None]
+        assert not missing, f"Queries without an outcome: {missing}"
+
+    def test_every_outcome_is_a_valid_member(self):
+        for query in AWS_QUERIES:
+            assert isinstance(query.outcome, AttackPathsQueryOutcome)
+            assert query.outcome.value.kind
+            assert query.outcome.value.label
+
+    @pytest.mark.parametrize(
+        "query, expected",
+        [
+            (
+                AWS_STS_PRIVESC_CROSS_ACCOUNT_TRUST,
+                AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
+            ),
+            (
+                AWS_IAM_PRIVESC_DELETE_USER_PERMISSIONS_BOUNDARY,
+                AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
+            ),
+        ],
+        ids=lambda v: getattr(v, "id", getattr(v, "name", "")),
+    )
+    def test_representative_outcomes(self, query, expected):
+        assert query.outcome is expected
+
+    def test_inventory_outcome_is_partial(self):
+        assert AttackPathsQueryOutcome.RESOURCE_INVENTORY.value.partial is True
+
+    def test_realized_outcomes_are_not_partial(self):
+        for outcome in (
+            AttackPathsQueryOutcome.CODE_EXECUTION,
+            AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
+            AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
+        ):
+            assert outcome.value.partial is False
+
+
+def _strip_comment_lines(cypher: str) -> str:
+    """Drop `//` comment lines so keyword scans ignore prose in comments."""
+    return "\n".join(
+        line for line in cypher.split("\n") if not line.strip().startswith("//")
+    )

api/src/backend/api/tests/test_attack_paths_service_privesc_queries.py

@@ -0,0 +1,133 @@
+"""
+Structural validation for the pathfinding.cloud service privilege-escalation
+Attack Paths queries added in PROWLER-2279.
+
+These assert the conventions documented in
+`docs/developer-guide/attack-paths-queries.mdx`: list-typed policy properties are
+reached through `HAS_*` child-item traversals (never read as node fields),
+predicate functions unsupported on Neptune (`any`/`all`/`none`, regex `=~`) are
+absent, the finding probe is typed and filters only on `status`, and the
+`RETURN` shape preserves the `paths, dpf, dpfr` contract.
+"""
+
+import re
+
+import pytest
+from api.attack_paths.queries.aws import AWS_QUERIES
+from api.attack_paths.queries.types import AttackPathsQueryDefinition
+
+# IDs of the queries introduced for PROWLER-2279 (pathfinding.cloud coverage).
+PATHFINDING_2279_QUERY_IDS = [
+    "aws-batch-privesc-passrole-submit-job",
+    "aws-braket-privesc-passrole-create-job",
+    "aws-cognito-privesc-passrole-set-identity-pool-roles",
+    "aws-ecs-privesc-passrole-start-existing-task",
+    "aws-emr-privesc-passrole-run-job-flow",
+    "aws-emrserverless-privesc-passrole-start-job",
+    "aws-gamelift-privesc-passrole-create-fleet",
+    "aws-glue-privesc-passrole-create-session",
+    "aws-imagebuilder-privesc-passrole-create-image",
+    "aws-kinesisanalytics-privesc-passrole-create-application",
+    "aws-omics-privesc-passrole-start-run",
+    "aws-scheduler-privesc-passrole-create-schedule",
+    "aws-ssm-privesc-passrole-automation",
+    "aws-stepfunctions-privesc-passrole-create-state-machine",
+    "aws-batch-privesc-submit-existing-job",
+    "aws-codedeploy-privesc-create-deployment",
+    "aws-stepfunctions-privesc-update-state-machine",
+    "aws-iam-privesc-delete-role-boundary-assume-role",
+    "aws-sso-privesc-attach-managed-policy-permission-set",
+    "aws-sso-privesc-put-inline-policy-permission-set",
+]
+
+_BY_ID = {q.id: q for q in AWS_QUERIES}
+NEW_QUERIES = [_BY_ID[qid] for qid in PATHFINDING_2279_QUERY_IDS if qid in _BY_ID]
+
+NEPTUNE_UNSUPPORTED_PREDICATES = re.compile(r"\b(any|all|none)\s*\(", re.IGNORECASE)
+NORMALIZED_STATEMENT_FIELDS = ("action", "resource", "notaction", "notresource")
+
+
+def test_all_2279_queries_registered():
+    missing = [qid for qid in PATHFINDING_2279_QUERY_IDS if qid not in _BY_ID]
+    assert not missing, f"queries not registered in AWS_QUERIES: {missing}"
+
+
+class TestServicePrivescQuerySchema:
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_is_query_definition(self, query):
+        assert isinstance(query, AttackPathsQueryDefinition)
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_id_kebab_and_aws_prefixed(self, query):
+        assert query.id.startswith("aws-")
+        assert re.match(r"^[a-z0-9]+(-[a-z0-9]+)*$", query.id)
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_provider_is_aws(self, query):
+        assert query.provider == "aws"
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_has_metadata(self, query):
+        assert query.name and len(query.name) > 5
+        assert query.short_description and len(query.short_description) > 10
+        assert query.description and len(query.description) > 20
+        assert isinstance(query.parameters, list)
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_attribution_links_pathfinding(self, query):
+        assert query.attribution is not None
+        assert "pathfinding.cloud" in query.attribution.text
+        assert query.attribution.link.startswith("https://pathfinding.cloud/paths/")
+
+
+class TestServicePrivescQueryCypher:
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_anchored_and_provider_scoped(self, query):
+        assert "(aws:AWSAccount {id: $provider_uid})" in query.cypher
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_finding_label_interpolated(self, query):
+        assert "PROWLER_FINDING_LABEL" not in query.cypher
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_typed_status_scoped_finding_probe(self, query):
+        assert re.search(
+            r"-\[pfr:HAS_FINDING\]-\(pf:ProwlerFinding \{status: 'FAIL'\}\)",
+            query.cypher,
+        ), f"{query.id} lacks the typed, status-scoped finding probe"
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_return_contract(self, query):
+        assert re.search(
+            r"RETURN paths, collect\(DISTINCT pf\) as dpf, "
+            r"collect\(DISTINCT pfr\) as dpfr",
+            query.cypher,
+        )
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_no_neptune_unsupported_predicates(self, query):
+        m = NEPTUNE_UNSUPPORTED_PREDICATES.search(query.cypher)
+        assert m is None, f"{query.id} uses '{m.group().strip()}' (not Neptune-safe)"
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_no_regex_operator(self, query):
+        assert "=~" not in query.cypher
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_does_not_read_normalized_list_fields(self, query):
+        for field in NORMALIZED_STATEMENT_FIELDS:
+            assert not re.search(rf"\.{field}\b", query.cypher), (
+                f"{query.id} reads normalized list field '.{field}' as a property; "
+                f"traverse the HAS_{field.upper()} edge instead"
+            )
+
+    @pytest.mark.parametrize("query", NEW_QUERIES, ids=lambda q: q.id)
+    def test_read_only(self, query):
+        no_comments = "\n".join(
+            line
+            for line in query.cypher.split("\n")
+            if not line.strip().startswith("//")
+        )
+        assert not re.search(
+            r"\b(CREATE|MERGE|SET|DELETE|REMOVE|DETACH)\b", no_comments, re.IGNORECASE
+        )

api/src/backend/api/tests/test_authentication.py

@@ -4,11 +4,17 @@ from unittest.mock import MagicMock, patch
 from uuid import uuid4
 
 import pytest
-from api.authentication import SSEAuthentication, TenantAPIKeyAuthentication
+from api.authentication import (
+    OrphanedAPIKeyError,
+    SSEAuthentication,
+    TenantAPIKeyAuthentication,
+)
 from api.db_router import MainRouter
 from api.models import TenantAPIKey
+from django.db import connections
 from django.db.models.query import QuerySet
 from django.test import RequestFactory
+from django.test.utils import CaptureQueriesContext
 from rest_framework.exceptions import AuthenticationFailed
 
 
@@ -38,13 +44,12 @@ class TestTenantAPIKeyAuthentication:
         request = request_factory.get("/")
 
         # Call the method
-        entity, auth_dict = auth_backend._authenticate_credentials(
-            request, encrypted_key
-        )
+        validated_key = auth_backend._authenticate_credentials(request, encrypted_key)
 
         # Verify that the entity is the user associated with the API key
-        assert entity == api_key.entity
-        assert entity.id == api_key.entity.id
+        assert validated_key.id == api_key.id
+        assert validated_key.entity == api_key.entity
+        assert validated_key.entity.id == api_key.entity.id
 
     def test_authenticate_credentials_restores_manager_on_success(
         self, auth_backend, api_keys_fixture, request_factory
@@ -231,6 +236,120 @@ class TestTenantAPIKeyAuthentication:
 
         assert str(exc_info.value.detail) == "This API Key has been revoked."
 
+    def test_authenticate_credentials_orphaned_api_key(
+        self, auth_backend, api_keys_fixture, request_factory
+    ):
+        """Test credential validation fails when the owning user no longer exists."""
+        api_key = api_keys_fixture[0]
+        _, encrypted_key = api_key._raw_key.split(TenantAPIKey.objects.separator, 1)
+
+        # `entity` is what `on_delete=SET_NULL` leaves behind when the owner is deleted
+        TenantAPIKey.objects.filter(id=api_key.id).update(entity=None)
+
+        request = request_factory.get("/")
+
+        with pytest.raises(OrphanedAPIKeyError):
+            auth_backend._authenticate_credentials(request, encrypted_key)
+
+        # The orphaned key is revoked on use, so it stops showing up as active
+        api_key.refresh_from_db()
+        assert api_key.revoked is True
+
+    def test_authenticate_orphaned_api_key(
+        self, auth_backend, api_keys_fixture, request_factory
+    ):
+        """Test authentication fails with a key whose owning user was deleted.
+
+        Regression test: this used to raise `AttributeError: 'NoneType' object has no
+        attribute 'id'` while building the auth dict, which DRF re-raises as
+        `WrappedAttributeError` and turns into a 500 instead of a 401.
+        """
+        api_key = api_keys_fixture[0]
+        raw_key = api_key._raw_key
+
+        TenantAPIKey.objects.filter(id=api_key.id).update(entity=None)
+
+        request = request_factory.get("/")
+        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
+
+        with pytest.raises(AuthenticationFailed) as exc_info:
+            auth_backend.authenticate(request)
+
+        assert str(exc_info.value.detail) == "No entity matching this api key."
+
+        # The orphaned key is revoked on use; retries fail the regular revoked check
+        api_key.refresh_from_db()
+        assert api_key.revoked is True
+
+        with pytest.raises(AuthenticationFailed) as exc_info:
+            auth_backend.authenticate(request)
+
+        assert str(exc_info.value.detail) == "This API Key has been revoked."
+
+    def test_authenticate_reads_the_api_key_once_under_a_row_lock(
+        self, auth_backend, api_keys_fixture, request_factory
+    ):
+        """Test the API key is read a single time and the row is locked.
+
+        Validation, the `last_used_at` update and the claims must all come from the
+        same authoritative row: a second, unlocked lookup would reopen the window
+        where a key revoked in between still authenticates.
+        """
+        api_key = api_keys_fixture[0]
+
+        request = request_factory.get("/")
+        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {api_key._raw_key}"
+
+        with CaptureQueriesContext(connections[MainRouter.admin_db]) as captured:
+            auth_backend.authenticate(request)
+
+        api_key_selects = [
+            query["sql"]
+            for query in captured.captured_queries
+            if query["sql"].startswith("SELECT") and '"api_keys"' in query["sql"]
+        ]
+
+        assert len(api_key_selects) == 1
+        assert "FOR UPDATE" in api_key_selects[0]
+
+    def test_authenticate_ignores_revocation_after_the_locked_read(
+        self, auth_backend, api_keys_fixture, request_factory
+    ):
+        """Test the claims describe the row that was validated, not a later state.
+
+        Regression test: the key used to be looked up again to build the auth dict,
+        without rechecking `revoked` or `entity`. A key revoked or orphaned between
+        both reads still authenticated, and the claims came from that stale row. With
+        a single locked read the write below cannot land mid-authentication, and the
+        revocation only takes effect on the next request.
+        """
+        api_key = api_keys_fixture[0]
+        entity_at_validation = api_key.entity
+        original_save = TenantAPIKey.save
+
+        def revoke_and_orphan_before_saving(instance, *args, **kwargs):
+            # Runs after validation, right before the claims are built: the exact
+            # window a concurrent revocation or user deletion used to slip into
+            TenantAPIKey.objects.filter(id=api_key.id).update(revoked=True, entity=None)
+            return original_save(instance, *args, **kwargs)
+
+        request = request_factory.get("/")
+        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {api_key._raw_key}"
+
+        with patch.object(TenantAPIKey, "save", revoke_and_orphan_before_saving):
+            entity, auth_dict = auth_backend.authenticate(request)
+
+        assert entity == entity_at_validation
+        assert auth_dict["sub"] == str(entity_at_validation.id)
+        assert auth_dict["tenant_id"] == str(api_key.tenant_id)
+        assert auth_dict["api_key_prefix"] == api_key.prefix
+
+        # The revoked key is rejected from the next request on
+        with pytest.raises(AuthenticationFailed) as exc_info:
+            auth_backend.authenticate(request)
+
+        assert str(exc_info.value.detail) == "This API Key has been revoked."
+
     def test_authenticate_expired_api_key(
         self, auth_backend, create_test_user, tenants_fixture, request_factory
     ):

api/src/backend/api/tests/test_cypher_sanitizer.py

@@ -1,5 +1,6 @@
 """Unit tests for the Cypher sanitizer (validation + provider-label injection)."""
 
+import re
 from unittest.mock import patch
 
 import pytest
@@ -22,6 +23,38 @@ def _inject(cypher: str) -> str:
         return inject_provider_label(cypher, PROVIDER_ID)
 
 
+# String literals and line comments can contain parentheses that look like node
+# patterns; strip them first. Implemented here independently of the sanitizer so
+# the node count is an oracle for the injector rather than a copy of its regexes.
+_STRING_OR_COMMENT_RE = re.compile(r"'(?:[^'\\]|\\.)*'|\"(?:[^\"\\]|\\.)*\"|//[^\n]*")
+
+# A node pattern is `(`, not preceded by a word char (which would make it a
+# function call), wrapping an optional variable, zero or more `:Label`s and an
+# optional `{property map}` - and nothing else, which excludes parenthesized
+# expressions such as `(a OR b)` in a WHERE clause.
+_NODE_PATTERN_RE = re.compile(
+    r"(?<![\w`])\("
+    r"\s*(?:[a-zA-Z_]\w*)?"
+    r"(?:\s*:\s*(?:`[^`]*`|[a-zA-Z_]\w*))*"
+    r"(?:\s*\{[^{}]*\})?"
+    r"\s*\)"
+)
+
+
+def _count_node_patterns(cypher: str) -> int:
+    """Count node patterns in a query, independently of the injector.
+
+    Injection appends exactly one provider label per node pattern, so the
+    number of injected labels must equal this count - proving *every* node is
+    scoped, not just one."""
+    stripped = _STRING_OR_COMMENT_RE.sub("", cypher)
+    return sum(
+        1
+        for match in _NODE_PATTERN_RE.finditer(stripped)
+        if match.group(0)[1:-1].strip()
+    )
+
+
 def test_generic_inject_label_reuses_provider_injection_pipeline():
     result = inject_label("MATCH (n:AWSRole)--(m) RETURN n, m", "_Tenant_test")
 
@@ -427,3 +460,66 @@ class TestValidation:
     )
     def test_allows_clean_queries(self, cypher):
         validate_custom_query(cypher)
+
+
+# ---------------------------------------------------------------------------
+# Predefined-catalog injection (Option 1: label-scoped predefined queries)
+# ---------------------------------------------------------------------------
+
+
+def _all_predefined_queries():
+    """Every predefined query in the migrated catalog, as (id, cypher)."""
+    from api.attack_paths.queries.registry import _QUERY_DEFINITIONS
+
+    return [
+        (definition.id, definition.cypher)
+        for definitions in _QUERY_DEFINITIONS.values()
+        for definition in definitions
+    ]
+
+
+_PREDEFINED_QUERIES = _all_predefined_queries()
+
+
+class TestPredefinedCatalogInjection:
+    """`execute_query` injects the provider label into predefined queries on
+    migrated graphs. The injection must be *lossless* for every catalog query:
+    it may only insert `:_Provider_{uuid}` tokens and must not otherwise alter
+    the cypher (which would corrupt a hand-authored query). This runs over the
+    whole catalog so a regex regression is caught for all queries at once.
+
+    Injection is a pure string transform, so it is sink-independent (the same
+    result is sent to Neo4j and Neptune)."""
+
+    def test_catalog_is_not_empty(self):
+        # Guard against the parametrized tests silently covering nothing.
+        assert len(_PREDEFINED_QUERIES) > 0
+
+    @pytest.mark.parametrize(
+        "cypher",
+        [cypher for _, cypher in _PREDEFINED_QUERIES],
+        ids=[query_id for query_id, _ in _PREDEFINED_QUERIES],
+    )
+    def test_injection_is_lossless(self, cypher):
+        injected = _inject(cypher)
+
+        # Every node pattern is scoped - not just one. A partial-injection
+        # regression that missed some nodes would still satisfy a bare
+        # `f":{LABEL}" in injected` check, so assert the label count matches the
+        # number of node patterns.
+        assert injected.count(f":{LABEL}") == _count_node_patterns(cypher)
+        # Stripping the injected tokens restores the query verbatim, proving
+        # injection changed nothing but the labels.
+        assert injected.replace(f":{LABEL}", "") == cypher
+
+    @pytest.mark.parametrize(
+        "cypher",
+        [cypher for _, cypher in _PREDEFINED_QUERIES],
+        ids=[query_id for query_id, _ in _PREDEFINED_QUERIES],
+    )
+    def test_injection_preserves_parameter_placeholders(self, cypher):
+        # Label injection must never touch `$param` bindings.
+        original_params = sorted(set(re.findall(r"\$\w+", cypher)))
+        injected_params = sorted(set(re.findall(r"\$\w+", _inject(cypher))))
+
+        assert injected_params == original_params

api/src/backend/api/tests/test_database.py

@@ -1,7 +1,13 @@
-from unittest.mock import patch
+from unittest.mock import Mock, patch
 
 import pytest
-from api.db_router import MainRouter
+from api.db_router import (
+    MainRouter,
+    get_write_db_alias,
+    reset_write_db_alias,
+    set_write_db_alias,
+    write_db_alias,
+)
 from api.rls import Tenant
 from config.django.base import DATABASE_ROUTERS as PROD_DATABASE_ROUTERS
 from django.conf import settings
@@ -26,6 +32,66 @@ class TestMainDatabaseRouter:
         assert router.allow_migrate_model(MainRouter.admin_db, api_model)
         assert not router.allow_migrate_model("default", api_model)
 
+    def test_scoped_write_alias_routes_api_models(self, router):
+        token = set_write_db_alias(MainRouter.admin_db)
+        try:
+            assert get_write_db_alias() == MainRouter.admin_db
+            assert router.db_for_write(Tenant) == MainRouter.admin_db
+        finally:
+            reset_write_db_alias(token)
+
+        assert get_write_db_alias() is None
+        assert router.db_for_write(Tenant) == "default"
+
+    def test_scoped_write_alias_restores_nested_context(self, router):
+        outer_token = set_write_db_alias("outer")
+        try:
+            assert router.db_for_write(Tenant) == "outer"
+
+            inner_token = set_write_db_alias(MainRouter.admin_db)
+            try:
+                assert router.db_for_write(Tenant) == MainRouter.admin_db
+            finally:
+                reset_write_db_alias(inner_token)
+
+            assert router.db_for_write(Tenant) == "outer"
+        finally:
+            reset_write_db_alias(outer_token)
+
+        assert get_write_db_alias() is None
+        assert router.db_for_write(Tenant) == "default"
+
+    def test_scoped_write_alias_does_not_override_admin_models(self, router):
+        token = set_write_db_alias("other")
+        try:
+            assert (
+                router.db_for_write(MigrationRecorder.Migration) == MainRouter.admin_db
+            )
+        finally:
+            reset_write_db_alias(token)
+
+        assert get_write_db_alias() is None
+
+    def test_write_db_alias_context_manager_resets_after_error(self, router):
+        fail = Mock(side_effect=RuntimeError("Simulated failure"))
+
+        with pytest.raises(RuntimeError, match="Simulated failure"):
+            with write_db_alias(MainRouter.admin_db):
+                assert get_write_db_alias() == MainRouter.admin_db
+                assert router.db_for_write(Tenant) == MainRouter.admin_db
+                fail()
+
+        fail.assert_called_once_with()
+        assert get_write_db_alias() is None
+        assert router.db_for_write(Tenant) == "default"
+
+    def test_write_db_alias_context_manager_ignores_empty_alias(self, router):
+        with write_db_alias(None):
+            assert get_write_db_alias() is None
+            assert router.db_for_write(Tenant) == "default"
+
+        assert get_write_db_alias() is None
+
     def test_router_django_models(self, router):
         assert router.db_for_read(MigrationRecorder.Migration) == MainRouter.admin_db
         assert not router.db_for_read(MigrationRecorder.Migration) == "default"

api/src/backend/api/tests/test_rbac.py

@@ -2,14 +2,17 @@ import json
 from unittest.mock import ANY, Mock, patch
 
 import pytest
+from api.db_utils import rls_transaction
 from api.models import (
     Integration,
     IntegrationProviderRelationship,
     Membership,
     ProviderGroup,
     ProviderGroupMembership,
+    ProviderSecret,
     Role,
     RoleProviderGroupRelationship,
+    Scan,
     User,
     UserRoleRelationship,
 )
@@ -666,6 +669,612 @@ class TestLimitedVisibility:
             limited_admin_user, tenants_fixture[0]
         )
 
+    @pytest.fixture
+    def hidden_provider_secret(self, aws_provider_pair):
+        hidden_provider = aws_provider_pair[1]
+        return ProviderSecret.objects.create(
+            tenant_id=hidden_provider.tenant_id,
+            provider=hidden_provider,
+            secret_type=ProviderSecret.TypeChoices.STATIC,
+            secret={
+                "aws_access_key_id": "hidden-key",
+                "aws_secret_access_key": "hidden-secret",
+            },
+            name="Hidden provider secret",
+        )
+
+    @pytest.fixture
+    def limited_provider_group(self, limited_admin_user):
+        return ProviderGroup.objects.get(name="limited_visibility_group")
+
+    @patch("api.v1.views.enqueue_scan_execution_on_commit")
+    def test_scan_create_out_of_scope_provider_is_rejected(
+        self,
+        mock_enqueue_scan,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+    ):
+        hidden_provider = aws_provider_pair[1]
+
+        response = authenticated_client_rbac_limited.post(
+            reverse("scan-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "scans",
+                        "attributes": {"name": "Out of scope scan"},
+                        "relationships": {
+                            "provider": {
+                                "data": {
+                                    "type": "providers",
+                                    "id": str(hidden_provider.id),
+                                }
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert not Scan.objects.filter(
+            provider=hidden_provider, name="Out of scope scan"
+        ).exists()
+        mock_enqueue_scan.assert_not_called()
+
+    @patch("api.v1.views.enqueue_scan_execution_on_commit")
+    def test_scan_create_in_scope_provider_is_accepted(
+        self,
+        mock_enqueue_scan,
+        authenticated_client_rbac_limited,
+        aws_provider,
+    ):
+        response = authenticated_client_rbac_limited.post(
+            reverse("scan-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "scans",
+                        "attributes": {"name": "In scope scan"},
+                        "relationships": {
+                            "provider": {
+                                "data": {
+                                    "type": "providers",
+                                    "id": str(aws_provider.id),
+                                }
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_202_ACCEPTED
+        assert Scan.objects.filter(provider=aws_provider, name="In scope scan").exists()
+        mock_enqueue_scan.assert_called_once()
+
+    def test_provider_secret_retrieve_out_of_scope_returns_404(
+        self,
+        authenticated_client_rbac_limited,
+        hidden_provider_secret,
+    ):
+        response = authenticated_client_rbac_limited.get(
+            reverse(
+                "providersecret-detail",
+                kwargs={"pk": hidden_provider_secret.id},
+            )
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+
+    def test_provider_secret_list_excludes_out_of_scope_provider(
+        self,
+        authenticated_client_rbac_limited,
+        hidden_provider_secret,
+    ):
+        response = authenticated_client_rbac_limited.get(reverse("providersecret-list"))
+
+        assert response.status_code == status.HTTP_200_OK
+        assert str(hidden_provider_secret.id) not in {
+            item["id"] for item in response.json()["data"]
+        }
+
+    def test_provider_secret_create_out_of_scope_provider_is_rejected(
+        self,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        response = authenticated_client_rbac_limited.post(
+            reverse("providersecret-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-secrets",
+                        "attributes": {
+                            "name": "Out of scope secret",
+                            "secret_type": ProviderSecret.TypeChoices.STATIC,
+                            "secret": {
+                                "aws_access_key_id": "hidden-key",
+                                "aws_secret_access_key": "hidden-secret",
+                            },
+                        },
+                        "relationships": {
+                            "provider": {
+                                "data": {
+                                    "type": "providers",
+                                    "id": str(hidden_provider.id),
+                                }
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert not ProviderSecret.objects.filter(provider=hidden_provider).exists()
+
+    def test_provider_secret_create_in_scope_provider_is_accepted(
+        self,
+        authenticated_client_rbac_limited,
+        aws_provider,
+    ):
+        response = authenticated_client_rbac_limited.post(
+            reverse("providersecret-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-secrets",
+                        "attributes": {
+                            "name": "In scope secret",
+                            "secret_type": ProviderSecret.TypeChoices.STATIC,
+                            "secret": {
+                                "aws_access_key_id": "visible-key",
+                                "aws_secret_access_key": "visible-secret",
+                            },
+                        },
+                        "relationships": {
+                            "provider": {
+                                "data": {
+                                    "type": "providers",
+                                    "id": str(aws_provider.id),
+                                }
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_201_CREATED
+        assert ProviderSecret.objects.filter(provider=aws_provider).exists()
+
+    def test_provider_secret_update_out_of_scope_returns_404(
+        self,
+        authenticated_client_rbac_limited,
+        hidden_provider_secret,
+    ):
+        response = authenticated_client_rbac_limited.patch(
+            reverse(
+                "providersecret-detail",
+                kwargs={"pk": hidden_provider_secret.id},
+            ),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-secrets",
+                        "id": str(hidden_provider_secret.id),
+                        "attributes": {"name": "Updated hidden secret"},
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        hidden_provider_secret.refresh_from_db()
+        assert hidden_provider_secret.name == "Hidden provider secret"
+
+    def test_provider_secret_delete_out_of_scope_returns_404(
+        self,
+        authenticated_client_rbac_limited,
+        hidden_provider_secret,
+    ):
+        response = authenticated_client_rbac_limited.delete(
+            reverse(
+                "providersecret-detail",
+                kwargs={"pk": hidden_provider_secret.id},
+            )
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        assert ProviderSecret.objects.filter(id=hidden_provider_secret.id).exists()
+
+    def test_provider_group_create_out_of_scope_provider_is_rejected(
+        self,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        response = authenticated_client_rbac_limited.post(
+            reverse("providergroup-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-groups",
+                        "attributes": {"name": "Out of scope group"},
+                        "relationships": {
+                            "providers": {
+                                "data": [
+                                    {
+                                        "type": "providers",
+                                        "id": str(hidden_provider.id),
+                                    }
+                                ]
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert not ProviderGroup.objects.filter(name="Out of scope group").exists()
+
+    def test_provider_group_create_in_scope_provider_is_accepted(
+        self,
+        authenticated_client_rbac_limited,
+        aws_provider,
+    ):
+        response = authenticated_client_rbac_limited.post(
+            reverse("providergroup-list"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-groups",
+                        "attributes": {"name": "In scope group"},
+                        "relationships": {
+                            "providers": {
+                                "data": [
+                                    {
+                                        "type": "providers",
+                                        "id": str(aws_provider.id),
+                                    }
+                                ]
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_201_CREATED
+        provider_group = ProviderGroup.objects.get(name="In scope group")
+        assert set(provider_group.providers.all()) == {aws_provider}
+
+    def test_provider_group_update_out_of_scope_provider_is_rejected(
+        self,
+        authenticated_client_rbac_limited,
+        limited_provider_group,
+        aws_provider_pair,
+    ):
+        visible_provider, hidden_provider = aws_provider_pair
+        response = authenticated_client_rbac_limited.patch(
+            reverse(
+                "providergroup-detail",
+                kwargs={"pk": limited_provider_group.id},
+            ),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "provider-groups",
+                        "id": str(limited_provider_group.id),
+                        "relationships": {
+                            "providers": {
+                                "data": [
+                                    {
+                                        "type": "providers",
+                                        "id": str(hidden_provider.id),
+                                    }
+                                ]
+                            }
+                        },
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert set(limited_provider_group.providers.all()) == {visible_provider}
+
+    def test_provider_group_relationship_create_out_of_scope_provider_is_rejected(
+        self,
+        authenticated_client_rbac_limited,
+        limited_provider_group,
+        aws_provider_pair,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        response = authenticated_client_rbac_limited.post(
+            reverse(
+                "provider_group-providers-relationship",
+                kwargs={"pk": limited_provider_group.id},
+            ),
+            data={
+                "data": [
+                    {"type": "providers", "id": str(hidden_provider.id)},
+                ]
+            },
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert not ProviderGroupMembership.objects.filter(
+            provider_group=limited_provider_group,
+            provider=hidden_provider,
+        ).exists()
+
+    def test_provider_group_relationship_update_out_of_scope_provider_is_rejected(
+        self,
+        authenticated_client_rbac_limited,
+        limited_provider_group,
+        aws_provider_pair,
+    ):
+        visible_provider, hidden_provider = aws_provider_pair
+        response = authenticated_client_rbac_limited.patch(
+            reverse(
+                "provider_group-providers-relationship",
+                kwargs={"pk": limited_provider_group.id},
+            ),
+            data={
+                "data": [
+                    {"type": "providers", "id": str(hidden_provider.id)},
+                ]
+            },
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert set(limited_provider_group.providers.all()) == {visible_provider}
+
+    def test_provider_group_relationship_create_in_scope_provider_is_accepted(
+        self,
+        authenticated_client_rbac_limited,
+        limited_provider_group,
+        aws_provider_pair,
+    ):
+        additional_provider = aws_provider_pair[1]
+        additional_group = ProviderGroup.objects.create(
+            tenant_id=additional_provider.tenant_id,
+            name="Additional visible group",
+        )
+        ProviderGroupMembership.objects.create(
+            tenant_id=additional_provider.tenant_id,
+            provider_group=additional_group,
+            provider=additional_provider,
+        )
+        RoleProviderGroupRelationship.objects.create(
+            tenant_id=additional_provider.tenant_id,
+            role=limited_provider_group.roles.get(),
+            provider_group=additional_group,
+        )
+
+        response = authenticated_client_rbac_limited.post(
+            reverse(
+                "provider_group-providers-relationship",
+                kwargs={"pk": limited_provider_group.id},
+            ),
+            data={
+                "data": [
+                    {"type": "providers", "id": str(additional_provider.id)},
+                ]
+            },
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+        assert ProviderGroupMembership.objects.filter(
+            provider_group=limited_provider_group,
+            provider=additional_provider,
+        ).exists()
+
+    def test_provider_group_relationship_delete_out_of_scope_group_returns_404(
+        self,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        hidden_group = ProviderGroup.objects.create(
+            tenant_id=hidden_provider.tenant_id,
+            name="Unassigned provider group",
+        )
+        ProviderGroupMembership.objects.create(
+            tenant_id=hidden_provider.tenant_id,
+            provider_group=hidden_group,
+            provider=hidden_provider,
+        )
+
+        response = authenticated_client_rbac_limited.delete(
+            reverse(
+                "provider_group-providers-relationship",
+                kwargs={"pk": hidden_group.id},
+            )
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        assert ProviderGroupMembership.objects.filter(
+            provider_group=hidden_group,
+            provider=hidden_provider,
+        ).exists()
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.delete_provider_task.delay")
+    def test_provider_delete_out_of_scope_returns_404(
+        self,
+        mock_delete_task,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+        tasks_fixture,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        prowler_task = tasks_fixture[0]
+        mock_delete_task.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.delete(
+            reverse("provider-detail", kwargs={"pk": hidden_provider.id})
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        hidden_provider.refresh_from_db()
+        assert hidden_provider.is_deleted is False
+        mock_delete_task.assert_not_called()
+        mock_task_get.assert_not_called()
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.delete_provider_task.delay")
+    def test_provider_delete_in_scope_returns_202(
+        self,
+        mock_delete_task,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider,
+        tasks_fixture,
+    ):
+        prowler_task = tasks_fixture[0]
+        mock_delete_task.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.delete(
+            reverse("provider-detail", kwargs={"pk": aws_provider.id})
+        )
+
+        assert response.status_code == status.HTTP_202_ACCEPTED
+        mock_delete_task.assert_called_once_with(
+            provider_id=str(aws_provider.id), tenant_id=ANY
+        )
+        mock_task_get.assert_called_once_with(id=prowler_task.id)
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.check_provider_connection_task.delay")
+    def test_provider_connection_out_of_scope_returns_404(
+        self,
+        mock_provider_connection,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+        tasks_fixture,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        prowler_task = tasks_fixture[0]
+        mock_provider_connection.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.post(
+            reverse("provider-connection", kwargs={"pk": hidden_provider.id})
+        )
+
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        mock_provider_connection.assert_not_called()
+        mock_task_get.assert_not_called()
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.check_provider_connection_task.delay")
+    def test_provider_connection_in_scope_returns_202(
+        self,
+        mock_provider_connection,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider,
+        tasks_fixture,
+    ):
+        prowler_task = tasks_fixture[0]
+        mock_provider_connection.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.post(
+            reverse("provider-connection", kwargs={"pk": aws_provider.id})
+        )
+
+        assert response.status_code == status.HTTP_202_ACCEPTED
+        mock_provider_connection.assert_called_once_with(
+            provider_id=str(aws_provider.id), tenant_id=ANY
+        )
+        mock_task_get.assert_called_once_with(id=prowler_task.id)
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.schedule_provider_scan")
+    def test_schedule_daily_out_of_scope_returns_404(
+        self,
+        mock_schedule_scan,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider_pair,
+        tasks_fixture,
+    ):
+        hidden_provider = aws_provider_pair[1]
+        prowler_task = tasks_fixture[0]
+        mock_schedule_scan.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.post(
+            reverse("schedule-daily"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "daily-schedules",
+                        "attributes": {"provider_id": str(hidden_provider.id)},
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.wsgi_request.content_type == "application/vnd.api+json"
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+        mock_schedule_scan.assert_not_called()
+        mock_task_get.assert_not_called()
+
+    @patch("api.v1.views.Task.objects.get")
+    @patch("api.v1.views.schedule_provider_scan")
+    def test_schedule_daily_in_scope_returns_202(
+        self,
+        mock_schedule_scan,
+        mock_task_get,
+        authenticated_client_rbac_limited,
+        aws_provider,
+        tasks_fixture,
+    ):
+        prowler_task = tasks_fixture[0]
+        mock_schedule_scan.return_value.id = prowler_task.id
+        mock_task_get.return_value = prowler_task
+
+        response = authenticated_client_rbac_limited.post(
+            reverse("schedule-daily"),
+            data=json.dumps(
+                {
+                    "data": {
+                        "type": "daily-schedules",
+                        "attributes": {"provider_id": str(aws_provider.id)},
+                    }
+                }
+            ),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.wsgi_request.content_type == "application/vnd.api+json"
+        assert response.status_code == status.HTTP_202_ACCEPTED
+        mock_schedule_scan.assert_called_once_with(aws_provider)
+        mock_task_get.assert_called_once_with(id=prowler_task.id)
+
     def test_integrations(
         self, authenticated_client_rbac_limited, integrations_fixture
     ):
@@ -683,22 +1292,6 @@ class TestLimitedVisibility:
             response.json()["data"]["relationships"]["providers"]["meta"]["count"] == 1
         )
 
-    @pytest.fixture
-    def jira_integration(self, tenants_fixture):
-        # Jira is a tenant-wide integration: it is not attached to any provider
-        return Integration.objects.create(
-            tenant_id=tenants_fixture[0].id,
-            enabled=True,
-            connected=True,
-            integration_type=Integration.IntegrationChoices.JIRA,
-            configuration={"projects": {"TEST": "Test project"}},
-            credentials={
-                "domain": "test",
-                "user_mail": "a@b.com",
-                "api_token": "token",
-            },
-        )
-
     @pytest.fixture
     def out_of_scope_integration(self, tenants_fixture, provider_factory):
         tenant_id = tenants_fixture[0].id
@@ -724,7 +1317,7 @@ class TestLimitedVisibility:
         self,
         authenticated_client_rbac_limited,
         integrations_fixture,
-        jira_integration,
+        jira_integration_fixture,
         aws_provider_pair,
     ):
         # Integration 2 is attached to both providers, so make both visible to the role
@@ -740,13 +1333,16 @@ class TestLimitedVisibility:
         assert response.status_code == status.HTTP_200_OK
         integration_ids = [item["id"] for item in response.json()["data"]]
         # The tenant-wide Jira integration is visible without unlimited visibility
-        assert str(jira_integration.id) in integration_ids
+        assert str(jira_integration_fixture.id) in integration_ids
         # Integrations attached to more than one visible provider are not duplicated
         assert integration_ids.count(str(integrations_fixture[1].id)) == 1
         assert response.json()["meta"]["pagination"]["count"] == len(integration_ids)
 
     def test_integrations_list_without_provider_groups_keeps_tenant_wide_integration(
-        self, authenticated_client_rbac_limited, integrations_fixture, jira_integration
+        self,
+        authenticated_client_rbac_limited,
+        integrations_fixture,
+        jira_integration_fixture,
     ):
         # A role with no provider group at all sees no provider, but still needs Jira
         RoleProviderGroupRelationship.objects.all().delete()
@@ -755,7 +1351,7 @@ class TestLimitedVisibility:
 
         assert response.status_code == status.HTTP_200_OK
         integration_ids = [item["id"] for item in response.json()["data"]]
-        assert integration_ids == [str(jira_integration.id)]
+        assert integration_ids == [str(jira_integration_fixture.id)]
 
     def test_integrations_include_providers_hides_out_of_scope_providers(
         self, authenticated_client_rbac_limited, integrations_fixture, aws_provider_pair
@@ -774,13 +1370,19 @@ class TestLimitedVisibility:
         assert str(hidden_provider.id) not in included_ids
 
     def test_integrations_list_with_sparse_fields(
-        self, authenticated_client_rbac_limited, integrations_fixture
+        self,
+        authenticated_client_rbac_limited,
+        integrations_fixture,
+        jira_integration_fixture,
     ):
         response = authenticated_client_rbac_limited.get(
             reverse("integration-list"), {"fields[integrations]": "enabled"}
         )
 
         assert response.status_code == status.HTTP_200_OK
+        assert str(jira_integration_fixture.id) in [
+            item["id"] for item in response.json()["data"]
+        ]
         assert all(
             list(item["attributes"].keys()) == ["enabled"]
             for item in response.json()["data"]
@@ -816,7 +1418,10 @@ class TestLimitedVisibility:
         assert response.status_code == status.HTTP_404_NOT_FOUND
 
     def test_integration_update_allowed_when_fully_visible(
-        self, authenticated_client_rbac_limited, integrations_fixture, jira_integration
+        self,
+        authenticated_client_rbac_limited,
+        integrations_fixture,
+        jira_integration_fixture,
     ):
         # Integration 1 is only related to provider1, which the role can access
         integration = integrations_fixture[0]
@@ -850,20 +1455,21 @@ class TestLimitedVisibility:
         payload = {
             "data": {
                 "type": "integrations",
-                "id": str(jira_integration.id),
+                "id": str(jira_integration_fixture.id),
                 "attributes": {"enabled": False},
             }
         }
 
         response = authenticated_client_rbac_limited.patch(
-            reverse("integration-detail", kwargs={"pk": jira_integration.id}),
+            reverse("integration-detail", kwargs={"pk": jira_integration_fixture.id}),
             data=json.dumps(payload),
             content_type="application/vnd.api+json",
         )
 
         assert response.status_code == status.HTTP_200_OK
-        jira_integration.refresh_from_db()
-        assert jira_integration.enabled is False
+        with rls_transaction(str(jira_integration_fixture.tenant_id)):
+            jira_integration_fixture.refresh_from_db()
+        assert jira_integration_fixture.enabled is False
 
     def test_integration_create_rejects_out_of_scope_provider(
         self, authenticated_client_rbac_limited, aws_provider_pair
@@ -963,7 +1569,10 @@ class TestLimitedVisibility:
         assert Integration.objects.filter(id=integration.id).exists()
 
     def test_integration_delete_allowed_when_fully_visible(
-        self, authenticated_client_rbac_limited, integrations_fixture, jira_integration
+        self,
+        authenticated_client_rbac_limited,
+        integrations_fixture,
+        jira_integration_fixture,
     ):
         # Integration 1 is only related to provider1, which the role can access
         integration = integrations_fixture[0]
@@ -977,20 +1586,20 @@ class TestLimitedVisibility:
 
         # Tenant-wide integrations have no provider restricting the role
         response = authenticated_client_rbac_limited.delete(
-            reverse("integration-detail", kwargs={"pk": jira_integration.id})
+            reverse("integration-detail", kwargs={"pk": jira_integration_fixture.id})
         )
 
         assert response.status_code == status.HTTP_204_NO_CONTENT
 
     def test_jira_issue_types_allowed_without_unlimited_visibility(
-        self, authenticated_client_rbac_limited, jira_integration
+        self, authenticated_client_rbac_limited, jira_integration_fixture
     ):
         with patch("api.v1.views.initialize_prowler_integration") as mock_jira:
             mock_jira.return_value.get_available_issue_types.return_value = ["Task"]
             response = authenticated_client_rbac_limited.get(
                 reverse(
                     "integration-jira-issue-types",
-                    kwargs={"integration_pk": jira_integration.id},
+                    kwargs={"integration_pk": jira_integration_fixture.id},
                 ),
                 {"project_key": "TEST"},
             )
@@ -1026,12 +1635,12 @@ class TestLimitedVisibility:
         assert response.status_code == status.HTTP_404_NOT_FOUND
 
     def test_jira_dispatches_allowed_without_unlimited_visibility(
-        self, authenticated_client_rbac_limited, jira_integration
+        self, authenticated_client_rbac_limited, jira_integration_fixture
     ):
         response = authenticated_client_rbac_limited.post(
             reverse(
                 "integration-jira-dispatches",
-                kwargs={"integration_pk": jira_integration.id},
+                kwargs={"integration_pk": jira_integration_fixture.id},
             ),
             data=json.dumps({}),
             content_type="application/vnd.api+json",

api/src/backend/api/tests/test_sentry.py

@@ -1,9 +1,10 @@
+import errno
 import logging
 from unittest.mock import MagicMock, patch
 
 import pytest
 from config.settings import sentry as sentry_settings
-from config.settings.sentry import before_send
+from config.settings.sentry import before_send, errno_fingerprint
 
 
 def test_initialize_sentry_skips_without_dsn():
@@ -188,3 +189,165 @@ def test_before_send_passes_non_defunct_neo4j_log():
     event = MagicMock()
 
     assert before_send(event, hint) == event
+
+
+def _filesystem_hint(exception, msg="Error generating output directory"):
+    """Build the hint the logging integration sends for a filesystem failure."""
+    exc_info = (type(exception), exception, exception.__traceback__)
+    log_record = _make_log_record(msg)
+    log_record.exc_info = exc_info
+    setattr(
+        log_record,
+        sentry_settings.ERROR_CATEGORY_ATTRIBUTE,
+        sentry_settings.FILESYSTEM_ERROR_CATEGORY,
+    )
+    return {"log_record": log_record, "exc_info": exc_info}
+
+
+@pytest.mark.parametrize(
+    ("error_number", "message", "expected_suffix"),
+    [
+        (errno.ENOSPC, "No space left on device", "errno:ENOSPC"),
+        (errno.ENOENT, "No such file or directory", "errno:ENOENT"),
+        (errno.EACCES, "Permission denied", "errno:EACCES"),
+    ],
+)
+def test_before_send_fingerprints_oserror_by_errno(
+    error_number, message, expected_suffix
+):
+    """Filesystem failures raised from the same call site must not be merged."""
+    event = {}
+
+    result = before_send(event, _filesystem_hint(OSError(error_number, message)))
+
+    assert result is event
+    assert event["fingerprint"] == ["{{ default }}", expected_suffix]
+
+
+def test_before_send_fingerprints_differ_per_errno():
+    """ENOSPC and ENOENT from the same call site produce different issues."""
+    enospc_event = {}
+    enoent_event = {}
+
+    before_send(
+        enospc_event, _filesystem_hint(OSError(errno.ENOSPC, "No space left on device"))
+    )
+    before_send(
+        enoent_event,
+        _filesystem_hint(OSError(errno.ENOENT, "No such file or directory")),
+    )
+
+    assert enospc_event["fingerprint"] != enoent_event["fingerprint"]
+
+
+def test_before_send_fingerprints_wrapped_oserror():
+    """The errno is found even when the OSError is wrapped by another error."""
+    try:
+        try:
+            raise OSError(errno.ENOSPC, "No space left on device")
+        except OSError as os_error:
+            raise RuntimeError("Error generating output directory") from os_error
+    except RuntimeError as wrapper:
+        event = {}
+        before_send(event, _filesystem_hint(wrapper))
+
+    assert event["fingerprint"] == ["{{ default }}", "errno:ENOSPC"]
+
+
+def test_before_send_does_not_fingerprint_non_oserror():
+    """Non-filesystem exceptions keep Sentry's default grouping."""
+    event = {}
+
+    result = before_send(event, _filesystem_hint(ValueError("boom")))
+
+    assert result is event
+    assert "fingerprint" not in event
+
+
+def test_before_send_does_not_fingerprint_unrelated_oserror_log():
+    """Only records declaring the filesystem category opt into the errno grouping."""
+    exception = OSError(errno.ENOSPC, "No space left on device")
+    log_record = _make_log_record("Unrelated failure")
+    exc_info = (OSError, exception, None)
+    log_record.exc_info = exc_info
+    event = {}
+
+    result = before_send(event, {"log_record": log_record, "exc_info": exc_info})
+
+    assert result is event
+    assert "fingerprint" not in event
+
+
+def test_before_send_does_not_fingerprint_exception_events():
+    """Exception events without a log record keep Sentry's default grouping."""
+    event = {}
+
+    result = before_send(
+        event,
+        {"exc_info": (OSError, OSError(errno.ENOSPC, "No space left on device"), None)},
+    )
+
+    assert result is event
+    assert "fingerprint" not in event
+
+
+@pytest.mark.parametrize("fingerprint", [["scope-fingerprint"], []])
+def test_before_send_keeps_existing_fingerprint(fingerprint):
+    """A fingerprint set by a scope or an integration is never overwritten."""
+    expected_fingerprint = fingerprint.copy()
+    event = {"fingerprint": fingerprint}
+
+    before_send(
+        event, _filesystem_hint(OSError(errno.ENOSPC, "No space left on device"))
+    )
+
+    assert event["fingerprint"] == expected_fingerprint
+
+
+def test_before_send_ignores_suppressed_context():
+    """`raise ... from None` hides the context, so it must not group the event."""
+    try:
+        try:
+            raise OSError(errno.ENOSPC, "No space left on device")
+        except OSError:
+            raise RuntimeError("Error generating output directory") from None
+    except RuntimeError as wrapper:
+        event = {}
+        before_send(event, _filesystem_hint(wrapper))
+
+    assert "fingerprint" not in event
+
+
+def test_errno_fingerprint_follows_implicit_context():
+    """An implicit `raise` during handling still exposes the original errno."""
+    try:
+        try:
+            raise OSError(errno.EACCES, "Permission denied")
+        except OSError:
+            raise RuntimeError("Error generating output directory")
+    except RuntimeError as wrapper:
+        assert errno_fingerprint(wrapper) == "errno:EACCES"
+
+
+def test_before_send_does_not_fingerprint_oserror_without_errno():
+    """An OSError without errno has nothing to split the issue by."""
+    event = {}
+
+    before_send(event, _filesystem_hint(OSError("no errno here")))
+
+    assert "fingerprint" not in event
+
+
+def test_errno_fingerprint_uses_raw_number_for_unknown_errno():
+    """Unmapped errno values still split the issue instead of being dropped."""
+    assert errno_fingerprint(OSError(9999, "unknown")) == "errno:9999"
+
+
+def test_errno_fingerprint_stops_on_self_referencing_chain():
+    """A cyclic exception chain must not hang the fingerprint lookup."""
+    first = ValueError("first")
+    second = ValueError("second")
+    first.__cause__ = second
+    second.__cause__ = first
+
+    assert errno_fingerprint(first) is None

api/src/backend/api/tests/test_serializers.py

@@ -6,10 +6,13 @@ from api.v1.serializer_utils.integrations import (
 from api.v1.serializer_utils.providers import ProviderSecretField
 from api.v1.serializers import (
     ImageProviderSecret,
+    IntegrationSerializer,
+    IntegrationUpdateSerializer,
     KubernetesProviderSecret,
     OracleCloudProviderSecret,
 )
 from rest_framework.exceptions import ValidationError
+from rest_framework.test import APIRequestFactory
 
 
 class TestS3ConfigSerializer:
@@ -352,3 +355,25 @@ current-context: test-context
 
         assert not serializer.is_valid()
         assert "kubeconfig_content" in serializer.errors
+
+
+@pytest.mark.django_db
+class TestIntegrationSerializerJiraDomain:
+    """The serialized Jira `domain` must not reach the model instance."""
+
+    @pytest.mark.parametrize(
+        "serializer_class", [IntegrationSerializer, IntegrationUpdateSerializer]
+    )
+    def test_to_representation_does_not_mutate_configuration(
+        self, serializer_class, jira_integration_fixture
+    ):
+        # `IntegrationUpdateSerializer` exposes a `HyperlinkedIdentityField`
+        context = {"request": APIRequestFactory().get("/")}
+        representation = serializer_class(
+            jira_integration_fixture, context=context
+        ).data
+
+        assert representation["configuration"]["domain"] == "test"
+        assert jira_integration_fixture.configuration == {
+            "projects": {"TEST": "Test project"}
+        }

api/src/backend/api/tests/test_views.py

@@ -3,9 +3,11 @@ import io
 import json
 import os
 import tempfile
+from concurrent.futures import ThreadPoolExecutor
 from datetime import UTC, date, datetime, timedelta
 from decimal import Decimal
 from pathlib import Path
+from threading import Event, Lock
 from types import SimpleNamespace
 from unittest.mock import ANY, MagicMock, Mock, patch
 from urllib.parse import parse_qs, urlparse
@@ -17,10 +19,12 @@ from allauth.account.models import EmailAddress
 from allauth.socialaccount.models import SocialAccount, SocialApp
 from api.attack_paths import (
     AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
     AttackPathsQueryParameterDefinition,
 )
 from api.compliance import get_compliance_frameworks
 from api.db_router import MainRouter
+from api.db_utils import rls_transaction
 from api.models import (
     AttackSurfaceOverview,
     ComplianceOverviewSummary,
@@ -65,6 +69,7 @@ from api.v1.views import (
 )
 from botocore.exceptions import ClientError, NoCredentialsError
 from celery import states
+from celery.utils.saferepr import saferepr
 from conftest import (
     API_JSON_CONTENT_TYPE,
     TEST_PASSWORD,
@@ -73,8 +78,9 @@ from conftest import (
     today_after_n_days,
 )
 from django.conf import settings
-from django.db import connection
+from django.db import close_old_connections, connection, connections
 from django.db.models import Count
+from django.db.models.signals import pre_delete
 from django.http import JsonResponse
 from django.test import RequestFactory
 from django.test.utils import CaptureQueriesContext
@@ -514,6 +520,50 @@ class TestUserViewSet:
         assert error_field in response.json()["errors"][0]["source"]["pointer"]
 
 
+@pytest.mark.requires_test_admin_alias
+@pytest.mark.django_db(transaction=True, databases=["default", "admin"])
+class TestTenantDeletionTransactions:
+    @patch("api.v1.views.delete_tenant_task.apply_async")
+    def test_delete_rolls_back_memberships_when_user_cleanup_fails(
+        self,
+        delete_tenant_mock,
+        authenticated_client,
+        tenants_fixture,
+    ):
+        assert connections["default"] is not connections["admin"]
+
+        _, tenant, _ = tenants_fixture
+        exclusive_user = User.objects.create_user(
+            name="exclusive user",
+            password=TEST_PASSWORD,
+            email="exclusive-user@example.com",
+        )
+        membership = Membership.objects.create(
+            user=exclusive_user,
+            tenant=tenant,
+            role=Membership.RoleChoices.MEMBER,
+        )
+
+        def fail_user_cleanup(*, instance, **kwargs):
+            if instance.pk == exclusive_user.pk:
+                raise RuntimeError("Simulated user cleanup failure.")
+
+        pre_delete.connect(fail_user_cleanup, sender=User)
+        try:
+            with (
+                patch.object(MainRouter, "admin_db", "admin"),
+                pytest.raises(RuntimeError, match=r"Simulated user cleanup failure\."),
+            ):
+                authenticated_client.delete(
+                    reverse("tenant-detail", kwargs={"pk": tenant.id})
+                )
+        finally:
+            pre_delete.disconnect(fail_user_cleanup, sender=User)
+
+        assert Membership.objects.using("admin").filter(pk=membership.pk).exists()
+        delete_tenant_mock.assert_not_called()
+
+
 @pytest.mark.django_db
 class TestTenantViewSet:
     @pytest.fixture
@@ -5043,11 +5093,60 @@ class TestTaskViewSet:
             reverse("task-detail", kwargs={"pk": task1.id}),
         )
         assert response.status_code == status.HTTP_200_OK
+        assert response.json()["data"]["attributes"]["task_args"] == {
+            "kwarg1": "value1"
+        }
         assert (
             response.json()["data"]["attributes"]["name"]
             == task1.task_runner_task.task_name
         )
 
+    def test_tasks_retrieve_hides_tenant_id(
+        self, authenticated_client, tasks_fixture, tenants_fixture
+    ):
+        task, *_ = tasks_fixture
+        task.task_runner_task.task_kwargs = json.dumps(
+            repr(
+                {
+                    "tenant_id": str(tenants_fixture[0].id),
+                    "enabled": True,
+                    "scan_id": None,
+                    "label": "True North",
+                }
+            )
+        )
+        task.task_runner_task.save(update_fields=["task_kwargs"])
+
+        response = authenticated_client.get(
+            reverse("task-detail", kwargs={"pk": task.id}),
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        assert response.json()["data"]["attributes"]["task_args"] == {
+            "enabled": True,
+            "scan_id": None,
+            "label": "True North",
+        }
+
+    def test_tasks_retrieve_with_truncated_kwargs_returns_empty_task_args(
+        self, authenticated_client, tasks_fixture
+    ):
+        task, *_ = tasks_fixture
+        kwargs_repr = saferepr(
+            {"finding_ids": [str(uuid4()) for _ in range(30)]}, maxlen=1024
+        )
+        assert "..." in kwargs_repr
+        task.task_runner_task.task_kwargs = json.dumps(kwargs_repr)
+        task.task_runner_task.save(update_fields=["task_kwargs"])
+
+        response = authenticated_client.get(
+            reverse("task-detail", kwargs={"pk": task.id}),
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        assert response.headers["Content-Type"] == API_JSON_CONTENT_TYPE
+        assert response.json()["data"]["attributes"]["task_args"] == {}
+
     def test_tasks_invalid_retrieve(self, authenticated_client):
         response = authenticated_client.get(
             reverse("task-detail", kwargs={"pk": "invalid_id"})
@@ -5335,6 +5434,72 @@ class TestAttackPathsScanViewSet:
         assert payload[0]["attributes"]["name"] == "RDS inventory"
         assert payload[0]["attributes"]["parameters"][0]["name"] == "ip"
 
+    def test_attack_paths_queries_expose_outcome(
+        self,
+        authenticated_client,
+        aws_provider,
+        scans_fixture,
+        create_attack_paths_scan,
+    ):
+        provider = aws_provider
+        attack_paths_scan = create_attack_paths_scan(
+            provider,
+            scan=scans_fixture[0],
+        )
+
+        definitions = [
+            AttackPathsQueryDefinition(
+                id="aws-lambda-passrole",
+                name="Lambda passrole",
+                short_description="Pass a role to a new Lambda function.",
+                description="Pass a role to a new Lambda function and run code as it.",
+                provider=provider.provider,
+                cypher="MATCH (n) RETURN n",
+                outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
+            ),
+            AttackPathsQueryDefinition(
+                id="aws-rds-inventory",
+                name="RDS inventory",
+                short_description="List account RDS assets.",
+                description="List account RDS assets.",
+                provider=provider.provider,
+                cypher="MATCH (n) RETURN n",
+                outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
+            ),
+            AttackPathsQueryDefinition(
+                id="aws-no-outcome",
+                name="No outcome",
+                short_description="A query without an outcome.",
+                description="A query without an outcome.",
+                provider=provider.provider,
+                cypher="MATCH (n) RETURN n",
+            ),
+        ]
+
+        with patch("api.v1.views.get_queries_for_provider", return_value=definitions):
+            response = authenticated_client.get(
+                reverse(
+                    "attack-paths-scans-queries", kwargs={"pk": attack_paths_scan.id}
+                )
+            )
+
+        assert response.status_code == status.HTTP_200_OK
+        outcomes = {
+            item["id"]: item["attributes"]["outcome"]
+            for item in response.json()["data"]
+        }
+        assert outcomes["aws-lambda-passrole"] == {
+            "kind": "code_execution",
+            "label": "Code execution",
+            "partial": False,
+        }
+        assert outcomes["aws-rds-inventory"] == {
+            "kind": "resource_inventory",
+            "label": "Resource inventory",
+            "partial": True,
+        }
+        assert outcomes["aws-no-outcome"] is None
+
     def test_attack_paths_queries_returns_404_when_catalog_missing(
         self,
         authenticated_client,
@@ -13446,6 +13611,73 @@ class TestIntegrationViewSet:
                 f"Expected type '{expected_type}' not found in included data"
             )
 
+    # Serializing a Jira integration reads `configuration` to add the domain from the
+    # credentials, and a sparse fieldset can leave that field out of the representation
+
+    def test_integrations_list_sparse_fields_without_configuration(
+        self, authenticated_client, jira_integration_fixture
+    ):
+        response = authenticated_client.get(
+            reverse("integration-list"),
+            {"fields[integrations]": "enabled,integration_type"},
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        attributes = response.json()["data"][0]["attributes"]
+        assert sorted(attributes.keys()) == ["enabled", "integration_type"]
+
+    def test_integrations_retrieve_sparse_fields_without_configuration(
+        self, authenticated_client, jira_integration_fixture
+    ):
+        response = authenticated_client.get(
+            reverse("integration-detail", kwargs={"pk": jira_integration_fixture.id}),
+            {"fields[integrations]": "enabled,integration_type"},
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        assert "configuration" not in response.json()["data"]["attributes"]
+
+    def test_integrations_partial_update_sparse_fields_without_configuration(
+        self, authenticated_client, jira_integration_fixture
+    ):
+        data = {
+            "data": {
+                "type": "integrations",
+                "id": str(jira_integration_fixture.id),
+                "attributes": {"enabled": False},
+            }
+        }
+
+        url = reverse("integration-detail", kwargs={"pk": jira_integration_fixture.id})
+        response = authenticated_client.patch(
+            f"{url}?fields[integrations]=enabled,integration_type",
+            data=json.dumps(data),
+            content_type="application/vnd.api+json",
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        assert "configuration" not in response.json()["data"]["attributes"]
+        with rls_transaction(str(jira_integration_fixture.tenant_id)):
+            jira_integration_fixture.refresh_from_db()
+        assert jira_integration_fixture.enabled is False
+        # Omitting `configuration` from the fieldset must not rewrite it, and the
+        # serialized `domain` must not leak into the stored value
+        assert jira_integration_fixture.configuration == {
+            "projects": {"TEST": "Test project"}
+        }
+
+    def test_integrations_retrieve_jira_keeps_domain_in_configuration(
+        self, authenticated_client, jira_integration_fixture
+    ):
+        response = authenticated_client.get(
+            reverse("integration-detail", kwargs={"pk": jira_integration_fixture.id})
+        )
+
+        assert response.status_code == status.HTTP_200_OK
+        configuration = response.json()["data"]["attributes"]["configuration"]
+        assert configuration["domain"] == "test"
+        assert configuration["projects"] == {"TEST": "Test project"}
+
     @pytest.mark.parametrize(
         "integration_type, configuration, credentials",
         [
@@ -14441,6 +14673,37 @@ class TestSAMLConfigurationViewSet:
         assert not SAMLConfiguration.objects.filter(id=config.id).exists()
 
 
+@pytest.mark.django_db
+class TestSAMLACSView:
+    def test_get_is_not_allowed(self, client, saml_setup):
+        response = client.get(
+            reverse(
+                "saml_acs",
+                kwargs={"organization_slug": saml_setup["domain"]},
+            )
+        )
+
+        assert response.status_code == status.HTTP_405_METHOD_NOT_ALLOWED
+        assert response.headers["Allow"] == "POST"
+        assert "saml-acs-session" not in response.cookies
+
+    def test_post_is_forwarded_to_allauth(self, client, saml_setup):
+        response = client.post(
+            reverse(
+                "saml_acs",
+                kwargs={"organization_slug": saml_setup["domain"]},
+            ),
+            data={"SAMLResponse": "test-saml-response"},
+        )
+
+        assert response.status_code == status.HTTP_302_FOUND
+        assert response.url == reverse(
+            "saml_finish_acs",
+            kwargs={"organization_slug": saml_setup["domain"]},
+        )
+        assert "saml-acs-session" in response.cookies
+
+
 @pytest.mark.django_db
 class TestTenantFinishACSView:
     def test_dispatch_skips_if_user_not_authenticated(self, monkeypatch):
@@ -14793,19 +15056,94 @@ class TestTenantFinishACSView:
         # Verify no new role was created
         assert Role.objects.using(MainRouter.admin_db).count() == roles_before
 
-    def test_dispatch_assigns_no_role_to_new_user_when_usertype_missing(
+    @pytest.mark.parametrize(
+        (
+            "existing_role_attributes",
+            "existing_suffixes",
+            "expected_role_name",
+            "expected_role_created",
+        ),
+        [
+            (None, (), "read_only", True),
+            ({"unlimited_visibility": True}, (), "read_only", False),
+            (
+                {"manage_users": True, "unlimited_visibility": True},
+                (
+                    ("read_only_0", {"unlimited_visibility": True}),
+                    ("read_only_1", {"unlimited_visibility": True}),
+                ),
+                "read_only_0",
+                False,
+            ),
+            (
+                {"manage_users": True, "unlimited_visibility": True},
+                (
+                    (
+                        "read_only_0",
+                        {"manage_users": True, "unlimited_visibility": True},
+                    ),
+                    ("read_only_1", {"unlimited_visibility": True}),
+                ),
+                "read_only_1",
+                False,
+            ),
+            ({"unlimited_visibility": False}, (), "read_only_0", True),
+        ],
+        ids=[
+            "creates-role",
+            "reuses-safe-role",
+            "reuses-first-safe-suffixed-role",
+            "skips-unsafe-suffixed-role",
+            "avoids-restricted-visibility",
+        ],
+    )
+    def test_dispatch_assigns_read_only_role_when_usertype_missing(
         self,
         create_test_user,
         tenants_fixture,
         saml_setup,
         settings,
         monkeypatch,
+        existing_role_attributes,
+        existing_suffixes,
+        expected_role_name,
+        expected_role_created,
     ):
-        """Test that a user without roles gets none assigned when userType is missing"""
+        """Test safe fallback role assignment when userType is missing"""
         monkeypatch.setenv("SAML_SSO_CALLBACK_URL", "http://localhost/sso-complete")
         user = create_test_user
         tenant = tenants_fixture[0]
-        roles_before = Role.objects.using(MainRouter.admin_db).count()
+        other_tenant = tenants_fixture[1]
+
+        other_tenant_role = Role.objects.using(MainRouter.admin_db).create(
+            name="read_only",
+            tenant=other_tenant,
+            unlimited_visibility=True,
+        )
+        other_tenant_relationship = UserRoleRelationship.objects.using(
+            MainRouter.admin_db
+        ).create(
+            user=user,
+            role=other_tenant_role,
+            tenant=other_tenant,
+        )
+
+        existing_role = None
+        if existing_role_attributes is not None:
+            existing_role = Role.objects.using(MainRouter.admin_db).create(
+                name="read_only",
+                tenant=tenant,
+                **existing_role_attributes,
+            )
+        for role_name, role_attributes in existing_suffixes:
+            Role.objects.using(MainRouter.admin_db).create(
+                name=role_name,
+                tenant=tenant,
+                **role_attributes,
+            )
+        roles_before = (
+            Role.objects.using(MainRouter.admin_db).filter(tenant=tenant).count()
+        )
 
         social_account = SocialAccount(
             user=user,
@@ -14858,12 +15196,44 @@ class TestTenantFinishACSView:
 
         assert response.status_code == 302
 
-        # Verify no role was created or assigned
-        assert Role.objects.using(MainRouter.admin_db).count() == roles_before
-        assert not (
+        # Verify the fallback role was created or reused with read-only access
+        expected_role_count = roles_before + expected_role_created
+        assert (
+            Role.objects.using(MainRouter.admin_db).filter(tenant=tenant).count()
+            == expected_role_count
+        )
+        role = Role.objects.using(MainRouter.admin_db).get(
+            name=expected_role_name, tenant=tenant
+        )
+        if existing_role is not None and expected_role_name == "read_only":
+            assert role == existing_role
+        assert not role.manage_users
+        assert not role.manage_account
+        assert not role.manage_billing
+        assert not role.manage_providers
+        assert not role.manage_integrations
+        assert not role.manage_scans
+        assert role.unlimited_visibility
+        assert (
+            UserRoleRelationship.objects.using(MainRouter.admin_db)
+            .filter(user=user, role=role, tenant_id=tenant.id)
+            .exists()
+        )
+        assert (
+            UserRoleRelationship.objects.using(MainRouter.admin_db)
+            .filter(
+                id=other_tenant_relationship.id,
+                user=user,
+                role=other_tenant_role,
+                tenant_id=other_tenant.id,
+            )
+            .exists()
+        )
+        assert (
             UserRoleRelationship.objects.using(MainRouter.admin_db)
             .filter(user=user, tenant_id=tenant.id)
-            .exists()
+            .count()
+            == 1
         )
 
         # Membership is still created so the user belongs to the tenant
@@ -14873,6 +15243,131 @@ class TestTenantFinishACSView:
             .exists()
         )
 
+    @pytest.mark.django_db(transaction=True)
+    def test_dispatch_serializes_concurrent_fallback_role_assignment(
+        self,
+        create_test_user,
+        tenants_fixture,
+        saml_setup,
+        monkeypatch,
+    ):
+        """Test concurrent callbacks assign only one fallback role"""
+        monkeypatch.setenv("SAML_SSO_CALLBACK_URL", "http://localhost/sso-complete")
+        user = create_test_user
+        tenant = tenants_fixture[0]
+
+        Role.objects.using(MainRouter.admin_db).create(
+            name="read_only",
+            tenant=tenant,
+            manage_users=True,
+            unlimited_visibility=True,
+        )
+
+        social_account = SocialAccount(
+            user=user,
+            provider="saml",
+            extra_data={
+                "firstName": ["John"],
+                "lastName": ["Doe"],
+                "organization": ["testing_company"],
+            },
+        )
+        # Without the user lock, both callbacks reach this query before either
+        # creates a fallback. With the lock, the first callback times out here
+        # while the second waits for the transaction to finish.
+        second_role_check_reached = Event()
+        concurrent_role_checks_detected = Event()
+        role_check_count_lock = Lock()
+        role_check_count = 0
+        original_role_check = TenantFinishACSView._user_has_tenant_role
+
+        def synchronize_role_checks(user_id, tenant_id):
+            nonlocal role_check_count
+            with role_check_count_lock:
+                role_check_count += 1
+                is_first_role_check = role_check_count == 1
+                if role_check_count == 2:
+                    second_role_check_reached.set()
+            if is_first_role_check and second_role_check_reached.wait(timeout=1):
+                concurrent_role_checks_detected.set()
+            return original_role_check(user_id, tenant_id)
+
+        def dispatch_callback():
+            close_old_connections()
+            try:
+                thread_user = User.objects.using(MainRouter.admin_db).get(pk=user.pk)
+                request = RequestFactory().get(
+                    reverse(
+                        "saml_finish_acs",
+                        kwargs={"organization_slug": saml_setup["domain"]},
+                    )
+                )
+                request.user = thread_user
+                request.session = {}
+                response = TenantFinishACSView.as_view()(
+                    request, organization_slug=saml_setup["domain"]
+                )
+                return response
+            finally:
+                close_old_connections()
+
+        with (
+            patch(
+                "allauth.socialaccount.providers.saml.views.get_app_or_404"
+            ) as mock_get_app_or_404,
+            patch(
+                "allauth.socialaccount.models.SocialApp.objects.get"
+            ) as mock_socialapp_get,
+            patch(
+                "allauth.socialaccount.models.SocialAccount.objects.get"
+            ) as mock_sa_get,
+            patch("api.models.SAMLDomainIndex.objects.get") as mock_saml_domain_get,
+            patch("api.models.SAMLConfiguration.objects.get") as mock_saml_config_get,
+            patch("api.models.User.objects.get") as mock_user_get,
+            patch.object(
+                TenantFinishACSView,
+                "_user_has_tenant_role",
+                side_effect=synchronize_role_checks,
+            ),
+        ):
+            mock_get_app_or_404.return_value = MagicMock(
+                provider="saml",
+                client_id=saml_setup["domain"],
+                name="Test App",
+                settings={},
+            )
+            mock_sa_get.return_value = social_account
+            mock_socialapp_get.return_value = MagicMock(provider_id="saml")
+            mock_saml_domain_get.return_value = SimpleNamespace(tenant_id=tenant.id)
+            mock_saml_config_get.return_value = SimpleNamespace(
+                email_domain=saml_setup["domain"], tenant=tenant
+            )
+            mock_user_get.side_effect = lambda *_args, **_kwargs: User.objects.using(
+                MainRouter.admin_db
+            ).get(pk=user.pk)
+
+            with ThreadPoolExecutor(max_workers=2) as executor:
+                responses = list(executor.map(lambda _: dispatch_callback(), range(2)))
+
+        assert role_check_count == 2
+        assert not concurrent_role_checks_detected.is_set()
+        for response in responses:
+            assert response.status_code == status.HTTP_302_FOUND
+            parsed_redirect = urlparse(response.url)
+            assert parsed_redirect.path == "/sso-complete"
+            assert set(parse_qs(parsed_redirect.query)) == {"id"}
+        relationships = UserRoleRelationship.objects.using(MainRouter.admin_db).filter(
+            user=user, tenant_id=tenant.id
+        )
+        assert relationships.count() == 1
+        assert relationships.get().role.name == "read_only_0"
+        assert (
+            Role.objects.using(MainRouter.admin_db)
+            .filter(tenant=tenant, name__startswith="read_only_")
+            .count()
+            == 1
+        )
+
     def test_dispatch_skips_role_mapping_when_last_manage_account_user_maps_to_new_role(
         self,
         create_test_user,
@@ -15748,6 +16243,23 @@ class TestTenantApiKeyViewSet:
         data = response.json()["data"]
         assert len(data) == len(api_keys_fixture)
 
+    def test_api_keys_list_with_orphaned_key(
+        self, authenticated_client, api_keys_fixture
+    ):
+        """Test listing keys whose owner was deleted: `entity` is serialized as null."""
+        orphaned_key = api_keys_fixture[0]
+        TenantAPIKey.objects.filter(id=orphaned_key.id).update(entity=None)
+
+        response = authenticated_client.get(reverse("api-key-list"))
+
+        assert response.status_code == status.HTTP_200_OK
+        data = response.json()["data"]
+        assert len(data) == len(api_keys_fixture)
+        serialized_key = next(
+            item for item in data if item["id"] == str(orphaned_key.id)
+        )
+        assert serialized_key["relationships"]["entity"]["data"] is None
+
     def test_api_keys_list_empty(self, authenticated_client, tenants_fixture):
         """Test listing API keys when none exist returns empty list."""
         response = authenticated_client.get(reverse("api-key-list"))

api/src/backend/api/v1/mixins.py

@@ -6,9 +6,11 @@ from api.exceptions import (
     TaskNotFoundException,
 )
 from api.models import Provider, StateChoices, Task
+from api.rbac.permissions import get_providers
 from api.v1.serializers import TaskSerializer
 from django.http import QueryDict
 from django.urls import reverse
+from django.utils.functional import cached_property
 from django_celery_results.models import TaskResult
 from rest_framework import status
 from rest_framework.exceptions import ValidationError
@@ -33,6 +35,22 @@ class DisablePaginationMixin:
         return super().paginate_queryset(queryset)
 
 
+class ProviderVisibilityMixin:
+    @cached_property
+    def provider_queryset(self):
+        if self.user_role.unlimited_visibility:
+            return Provider.objects.filter(tenant_id=self.request.tenant_id)
+        return get_providers(self.user_role)
+
+    def get_provider_queryset(self):
+        return self.provider_queryset
+
+    def get_serializer_context(self):
+        context = super().get_serializer_context()
+        context["provider_queryset"] = self.get_provider_queryset()
+        return context
+
+
 class PaginateByPkMixin:
     """
     Mixin to paginate on a list of PKs (cheaper than heavy JOINs),

api/src/backend/api/v1/serializers.py

@@ -1,8 +1,10 @@
 import base64
 import json
+import logging
 from datetime import UTC, datetime, timedelta
 
 import yaml
+from api.celery_utils import decode_celery_field
 from api.db_router import MainRouter
 from api.exceptions import ConflictException
 from api.models import (
@@ -59,6 +61,7 @@ from api.v1.serializer_utils.lighthouse import (
 from api.v1.serializer_utils.processors import ProcessorConfigField
 from api.v1.serializer_utils.providers import ProviderSecretField
 from api.validators import validate_lighthouse_openai_compatible_base_url
+from config.custom_logging import BackendLogger
 from django.conf import settings
 from django.contrib.auth import authenticate
 from django.contrib.auth.models import update_last_login
@@ -79,6 +82,8 @@ from rest_framework_simplejwt.settings import api_settings
 from rest_framework_simplejwt.tokens import RefreshToken
 from rest_framework_simplejwt.utils import get_md5_hash_password
 
+logger = logging.getLogger(BackendLogger.API)
+
 # Base
 
 
@@ -124,6 +129,20 @@ class RLSSerializer(BaseModelSerializerV1):
         return super().create(validated_data)
 
 
+class ScopedProviderFieldMixin:
+    provider_field_name = "provider"
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        provider_queryset = self.context.get("provider_queryset")
+        provider_field = self.fields.get(self.provider_field_name)
+        if provider_queryset is None or provider_field is None:
+            return
+
+        related_field = getattr(provider_field, "child_relation", provider_field)
+        related_field.queryset = provider_queryset
+
+
 class StateEnumSerializerField(serializers.ChoiceField):
     def __init__(self, **kwargs):
         kwargs["choices"] = StateChoices.choices
@@ -310,6 +329,15 @@ class TokenSwitchTenantSerializer(BaseSerializerV1):
 # Users
 
 
+class ActiveMembershipRelatedField(SerializerMethodResourceRelatedField):
+    def to_representation(self, value):
+        representation = super().to_representation(value)
+        representation["meta"] = {
+            "active": str(value.tenant_id) == str(self.context["request"].tenant_id),
+        }
+        return representation
+
+
 class UserSerializer(BaseModelSerializerV1):
     """
     Serializer for the User model.
@@ -371,6 +399,12 @@ class UserSerializer(BaseModelSerializerV1):
         )
 
 
+class UserMeSerializer(UserSerializer):
+    memberships = ActiveMembershipRelatedField(
+        many=True, read_only=True, source="memberships", method_name="get_memberships"
+    )
+
+
 class UserIncludeSerializer(UserSerializer):
     class Meta:
         model = User
@@ -607,13 +641,24 @@ class TaskSerializer(RLSSerializer, TaskBase):
 
     @extend_schema_field(serializers.JSONField())
     def get_task_args(self, obj):
-        task_args = self.get_json_field(obj, "task_kwargs")
-        # Celery task_kwargs are stored as a double string JSON in the database when not empty
-        if isinstance(task_args, str):
-            task_args = json.loads(task_args.replace("'", '"').replace("None", "null"))
-        # Remove tenant_id from task_kwargs if present
-        task_args.pop("tenant_id", None)
+        task_kwargs = (
+            getattr(obj.task_runner_task, "task_kwargs", None)
+            if obj.task_runner_task
+            else None
+        )
+        try:
+            task_args = decode_celery_field(task_kwargs, {})
+            if not isinstance(task_args, dict):
+                raise ValueError("Decoded task kwargs must be a dictionary")
+        except ValueError:
+            logger.warning(
+                "Unable to decode task kwargs for task %s; returning empty task_args.",
+                obj.id,
+            )
+            return {}
 
+        task_args = task_args.copy()
+        task_args.pop("tenant_id", None)
         return task_args
 
     @staticmethod
@@ -693,7 +738,10 @@ class MembershipIncludeSerializer(serializers.ModelSerializer):
 
 
 # Provider Groups
-class ProviderGroupSerializer(RLSSerializer, BaseWriteSerializer):
+class ProviderGroupSerializer(
+    ScopedProviderFieldMixin, RLSSerializer, BaseWriteSerializer
+):
+    provider_field_name = "providers"
     providers = serializers.ResourceRelatedField(
         queryset=Provider.objects.all(), many=True, required=False
     )
@@ -851,9 +899,27 @@ class ProviderGroupMembershipSerializer(RLSSerializer, BaseWriteSerializer):
         help_text="List of resource identifier objects representing providers.",
     )
 
+    def get_providers(self, validated_data):
+        provider_ids = {item["id"] for item in validated_data["providers"]}
+        provider_queryset = self.context.get("provider_queryset")
+        if provider_queryset is None:
+            provider_queryset = Provider.objects.filter(
+                tenant_id=self.context.get("tenant_id")
+            )
+
+        providers = list(provider_queryset.filter(id__in=provider_ids))
+        if {provider.id for provider in providers} != provider_ids:
+            raise serializers.ValidationError(
+                {
+                    "providers": (
+                        "One or more providers do not exist or are not accessible."
+                    )
+                }
+            )
+        return providers
+
     def create(self, validated_data):
-        provider_ids = [item["id"] for item in validated_data["providers"]]
-        providers = Provider.objects.filter(id__in=provider_ids)
+        providers = self.get_providers(validated_data)
         tenant_id = self.context.get("tenant_id")
 
         new_relationships = [
@@ -869,8 +935,7 @@ class ProviderGroupMembershipSerializer(RLSSerializer, BaseWriteSerializer):
         return self.context.get("provider_group")
 
     def update(self, instance, validated_data):
-        provider_ids = [item["id"] for item in validated_data["providers"]]
-        providers = Provider.objects.filter(id__in=provider_ids)
+        providers = self.get_providers(validated_data)
         tenant_id = self.context.get("tenant_id")
 
         instance.providers.clear()
@@ -1109,7 +1174,9 @@ class ScanIncludeSerializer(RLSSerializer):
     }
 
 
-class ScanCreateSerializer(RLSSerializer, BaseWriteSerializer):
+class ScanCreateSerializer(
+    ScopedProviderFieldMixin, RLSSerializer, BaseWriteSerializer
+):
     class Meta:
         model = Scan
         # TODO: add mutelist when implemented
@@ -1263,6 +1330,28 @@ class AttackPathsQuerySerializer(BaseSerializerV1):
     attribution = AttackPathsQueryAttributionSerializer(allow_null=True, required=False)
     provider = serializers.CharField()
     parameters = AttackPathsQueryParameterSerializer(many=True)
+    # The terminal impact the query leads to (e.g. {"kind": "code_execution",
+    # "label": "Code execution"}), or null if the query has none. The UI renders
+    # this as the graph's terminal outcome node.
+    outcome = serializers.SerializerMethodField()
+
+    @extend_schema_field(
+        {
+            "type": "object",
+            "nullable": True,
+            "properties": {
+                "kind": {"type": "string"},
+                "label": {"type": "string"},
+                "partial": {"type": "boolean"},
+            },
+        }
+    )
+    def get_outcome(self, definition):
+        outcome = getattr(definition, "outcome", None)
+        if outcome is None:
+            return None
+        meta = outcome.value
+        return {"kind": meta.kind, "label": meta.label, "partial": meta.partial}
 
     class JSONAPIMeta:
         resource_name = "attack-paths-queries"
@@ -1974,7 +2063,9 @@ class ProviderSecretSerializer(RLSSerializer):
         ]
 
 
-class ProviderSecretCreateSerializer(RLSSerializer, BaseWriteProviderSecretSerializer):
+class ProviderSecretCreateSerializer(
+    ScopedProviderFieldMixin, RLSSerializer, BaseWriteProviderSecretSerializer
+):
     secret = ProviderSecretField(write_only=True)
 
     class Meta:
@@ -2952,10 +3043,15 @@ class IntegrationSerializer(IntegrationProviderVisibilityMixin, RLSSerializer):
         representation = self.hide_restricted_providers(
             super().to_representation(instance)
         )
-        if instance.integration_type == Integration.IntegrationChoices.JIRA:
-            representation["configuration"].update(
-                {"domain": instance.credentials.get("domain")}
-            )
+        # `configuration` is missing when the request asks for a subset of the fields
+        if (
+            instance.integration_type == Integration.IntegrationChoices.JIRA
+            and "configuration" in representation
+        ):
+            representation["configuration"] = {
+                **representation["configuration"],
+                "domain": instance.credentials.get("domain"),
+            }
         return representation
 
 
@@ -3089,11 +3185,16 @@ class IntegrationUpdateSerializer(
         representation = self.hide_restricted_providers(
             super().to_representation(instance)
         )
-        # Ensure JIRA integrations show updated domain in configuration from credentials
-        if instance.integration_type == Integration.IntegrationChoices.JIRA:
-            representation["configuration"].update(
-                {"domain": instance.credentials.get("domain")}
-            )
+        # Ensure JIRA integrations show updated domain in configuration from credentials.
+        # `configuration` is missing when the request asks for a subset of the fields
+        if (
+            instance.integration_type == Integration.IntegrationChoices.JIRA
+            and "configuration" in representation
+        ):
+            representation["configuration"] = {
+                **representation["configuration"],
+                "domain": instance.credentials.get("domain"),
+            }
         return representation
 
 

api/src/backend/api/v1/urls.py

@@ -46,6 +46,7 @@ from api.v1.views import (
 from django.http import JsonResponse
 from django.urls import include, path
 from django.views.decorators.csrf import csrf_exempt
+from django.views.decorators.http import require_POST
 from drf_spectacular.views import SpectacularRedocView
 from rest_framework_nested import routers
 
@@ -194,7 +195,7 @@ urlpatterns = [
     ),
     path(
         "accounts/saml/<organization_slug>/acs/",
-        ACSView.as_view(),
+        require_POST(ACSView.as_view()),
         name="saml_acs",
     ),
     path(

api/src/backend/api/v1/views.py

@@ -146,6 +146,7 @@ from api.v1.mixins import (
     JsonApiFilterMixin,
     PaginateByPkMixin,
     ProviderFilterParamsMixin,
+    ProviderVisibilityMixin,
     TaskManagementMixin,
 )
 from api.v1.serializers import (
@@ -237,6 +238,7 @@ from api.v1.serializers import (
     TokenSocialLoginSerializer,
     TokenSwitchTenantSerializer,
     UserCreateSerializer,
+    UserMeSerializer,
     UserRoleRelationshipSerializer,
     UserSerializer,
     UserUpdateSerializer,
@@ -813,6 +815,21 @@ class TenantFinishACSView(FinishACSView):
             User.objects.using(MainRouter.admin_db).filter(id=saml_user_id).delete()
             request.session.pop("saml_user_created", None)
 
+    @staticmethod
+    def _user_has_tenant_role(user_id, tenant_id):
+        return (
+            UserRoleRelationship.objects.using(MainRouter.admin_db)
+            .filter(user_id=user_id, tenant_id=tenant_id)
+            .exists()
+        )
+
+    @staticmethod
+    def _is_read_only_fallback_role(role):
+        return (
+            not any(getattr(role, permission) for permission in Role.PERMISSION_FIELDS)
+            and role.unlimited_visibility
+        )
+
     def dispatch(self, request, organization_slug):
         try:
             super().dispatch(request, organization_slug)
@@ -878,11 +895,56 @@ class TenantFinishACSView(FinishACSView):
             user.name = "N/A"
         user.save()
 
-        # Only remap roles when the IdP provides a userType attribute.
-        # Without it, the user's current roles are left untouched.
+        # Only remap existing roles when the IdP provides a userType attribute.
+        # Without it, preserve current roles or assign a read-only fallback.
         role_name = (
             extra.get("userType", [""])[0].strip() if extra.get("userType") else ""
         )
+        if not role_name:
+            with rls_transaction(str(tenant.id), using=MainRouter.admin_db):
+                with transaction.atomic(using=MainRouter.admin_db):
+                    # Serialize concurrent ACS callbacks for the same user.
+                    (
+                        User.objects.using(MainRouter.admin_db)
+                        .select_for_update()
+                        .only("id")
+                        .get(pk=user_id)
+                    )
+                    user_has_roles = self._user_has_tenant_role(user_id, tenant.id)
+                    if not user_has_roles:
+                        read_only_defaults = dict.fromkeys(
+                            Role.PERMISSION_FIELDS, False
+                        )
+                        read_only_defaults["unlimited_visibility"] = True
+                        role, role_created = Role.objects.using(
+                            MainRouter.admin_db
+                        ).get_or_create(
+                            name="read_only",
+                            tenant=tenant,
+                            defaults=read_only_defaults,
+                        )
+                        role_is_read_only = self._is_read_only_fallback_role(role)
+                        if not role_created and not role_is_read_only:
+                            suffix = 0
+                            while not role_created and not role_is_read_only:
+                                role, role_created = Role.objects.using(
+                                    MainRouter.admin_db
+                                ).get_or_create(
+                                    name=f"read_only_{suffix}",
+                                    tenant=tenant,
+                                    defaults=read_only_defaults,
+                                )
+                                role_is_read_only = self._is_read_only_fallback_role(
+                                    role
+                                )
+                                suffix += 1
+                        UserRoleRelationship.objects.using(
+                            MainRouter.admin_db
+                        ).get_or_create(
+                            user=user,
+                            role=role,
+                            defaults={"tenant": tenant},
+                        )
         if role_name:
             with transaction.atomic(using=MainRouter.admin_db):
                 role = (
@@ -1052,6 +1114,8 @@ class UserViewSet(BaseUserViewset):
             return UserCreateSerializer
         elif self.action == "partial_update":
             return UserUpdateSerializer
+        elif self.action == "me":
+            return UserMeSerializer
         else:
             return UserSerializer
 
@@ -1069,7 +1133,7 @@ class UserViewSet(BaseUserViewset):
     @action(detail=False, methods=["get"], url_name="me")
     def me(self, request):
         user = self.request.user
-        serializer = UserSerializer(user, context=self.get_serializer_context())
+        serializer = self.get_serializer(user)
         return Response(
             data=serializer.data,
             status=status.HTTP_200_OK,
@@ -1381,7 +1445,7 @@ class TenantViewSet(BaseTenantViewset):
         if not membership or membership.role != Membership.RoleChoices.OWNER:
             raise PermissionDenied("Only owners can delete a tenant.")
 
-        with transaction.atomic():
+        with transaction.atomic(using=MainRouter.admin_db):
             # Collect user IDs from this tenant's memberships before deleting them
             tenant_user_ids = set(
                 Membership.objects.using(MainRouter.admin_db)
@@ -1632,7 +1696,7 @@ class TenantMembersViewSet(BaseTenantViewset):
     ),
     update=extend_schema(exclude=True),
 )
-class ProviderGroupViewSet(BaseRLSViewSet):
+class ProviderGroupViewSet(ProviderVisibilityMixin, BaseRLSViewSet):
     queryset = ProviderGroup.objects.all()
     serializer_class = ProviderGroupSerializer
     filterset_class = ProviderGroupFilter
@@ -1653,14 +1717,13 @@ class ProviderGroupViewSet(BaseRLSViewSet):
             self.required_permissions = [Permissions.MANAGE_PROVIDERS]
 
     def get_queryset(self):
-        user_roles = get_role(self.request.user, self.request.tenant_id)
-        # Check if any of the user's roles have UNLIMITED_VISIBILITY
-        if user_roles.unlimited_visibility:
-            # User has unlimited visibility, return all provider groups
-            return ProviderGroup.objects.prefetch_related("providers", "roles")
-
-        # Collect provider groups associated with the user's roles
-        return user_roles.provider_groups.all().prefetch_related("providers", "roles")
+        if self.user_role.unlimited_visibility:
+            queryset = ProviderGroup.objects.filter(tenant_id=self.request.tenant_id)
+        else:
+            queryset = self.user_role.provider_groups.filter(
+                tenant_id=self.request.tenant_id
+            )
+        return queryset.prefetch_related("providers", "roles")
 
     def get_serializer_class(self):
         if self.action == "create":
@@ -1701,7 +1764,9 @@ class ProviderGroupViewSet(BaseRLSViewSet):
         },
     ),
 )
-class ProviderGroupProvidersRelationshipView(RelationshipView, BaseRLSViewSet):
+class ProviderGroupProvidersRelationshipView(
+    ProviderVisibilityMixin, RelationshipView, BaseRLSViewSet
+):
     queryset = ProviderGroup.objects.all()
     serializer_class = ProviderGroupMembershipSerializer
     resource_name = "providers"
@@ -1711,7 +1776,9 @@ class ProviderGroupProvidersRelationshipView(RelationshipView, BaseRLSViewSet):
     required_permissions = [Permissions.MANAGE_PROVIDERS]
 
     def get_queryset(self):
-        return ProviderGroup.objects.filter(tenant_id=self.request.tenant_id)
+        if self.user_role.unlimited_visibility:
+            return ProviderGroup.objects.filter(tenant_id=self.request.tenant_id)
+        return self.user_role.provider_groups.filter(tenant_id=self.request.tenant_id)
 
     def create(self, request, *args, **kwargs):
         provider_group = self.get_object()
@@ -1733,6 +1800,7 @@ class ProviderGroupProvidersRelationshipView(RelationshipView, BaseRLSViewSet):
             data={"providers": request.data},
             context={
                 "provider_group": provider_group,
+                "provider_queryset": self.get_provider_queryset(),
                 "tenant_id": self.request.tenant_id,
                 "request": request,
             },
@@ -1747,7 +1815,11 @@ class ProviderGroupProvidersRelationshipView(RelationshipView, BaseRLSViewSet):
         serializer = self.get_serializer(
             instance=provider_group,
             data={"providers": request.data},
-            context={"tenant_id": self.request.tenant_id, "request": request},
+            context={
+                "provider_queryset": self.get_provider_queryset(),
+                "tenant_id": self.request.tenant_id,
+                "request": request,
+            },
         )
         serializer.is_valid(raise_exception=True)
         serializer.save()
@@ -1864,7 +1936,7 @@ class ProviderViewSet(DisablePaginationMixin, BaseRLSViewSet):
     )
     @action(detail=True, methods=["post"], url_name="connection")
     def connection(self, request, pk=None):
-        get_object_or_404(Provider, pk=pk)
+        self.get_object()
         with transaction.atomic():
             task = check_provider_connection_task.delay(
                 provider_id=pk, tenant_id=self.request.tenant_id
@@ -1882,7 +1954,7 @@ class ProviderViewSet(DisablePaginationMixin, BaseRLSViewSet):
         )
 
     def destroy(self, request, *args, pk=None, **kwargs):
-        provider = get_object_or_404(Provider, pk=pk)
+        provider = self.get_object()
         provider.is_deleted = True
         provider.save()
         task_name = f"scan-perform-scheduled-{pk}"
@@ -2104,7 +2176,7 @@ class ProviderViewSet(DisablePaginationMixin, BaseRLSViewSet):
 )
 @method_decorator(CACHE_DECORATOR, name="list")
 @method_decorator(CACHE_DECORATOR, name="retrieve")
-class ScanViewSet(BaseRLSViewSet):
+class ScanViewSet(ProviderVisibilityMixin, BaseRLSViewSet):
     queryset = Scan.objects.all()
     serializer_class = ScanSerializer
     http_method_names = ["get", "post", "patch"]
@@ -2133,13 +2205,7 @@ class ScanViewSet(BaseRLSViewSet):
             self.required_permissions = [Permissions.MANAGE_SCANS]
 
     def get_queryset(self):
-        user_roles = get_role(self.request.user, self.request.tenant_id)
-        if user_roles.unlimited_visibility:
-            # User has unlimited visibility, return all scans
-            queryset = Scan.objects.filter(tenant_id=self.request.tenant_id)
-        else:
-            # User lacks permission, filter providers based on provider groups associated with the role
-            queryset = Scan.objects.filter(provider__in=get_providers(user_roles))
+        queryset = Scan.objects.filter(provider__in=self.get_provider_queryset())
         return queryset.select_related("provider", "task")
 
     def get_serializer_class(self):
@@ -2737,6 +2803,7 @@ class ScanViewSet(BaseRLSViewSet):
                 provider = Provider.objects.select_for_update().get(
                     id=provider.id,
                     tenant_id=self.request.tenant_id,
+                    id__in=self.get_provider_queryset().values("id"),
                 )
                 active_scan = get_active_provider_scan(
                     self.request.tenant_id, provider.id
@@ -4311,7 +4378,7 @@ class FindingViewSet(PaginateByPkMixin, BaseRLSViewSet):
 )
 @method_decorator(CACHE_DECORATOR, name="list")
 @method_decorator(CACHE_DECORATOR, name="retrieve")
-class ProviderSecretViewSet(BaseRLSViewSet):
+class ProviderSecretViewSet(ProviderVisibilityMixin, BaseRLSViewSet):
     queryset = ProviderSecret.objects.all()
     serializer_class = ProviderSecretSerializer
     filterset_class = ProviderSecretFilter
@@ -4327,7 +4394,7 @@ class ProviderSecretViewSet(BaseRLSViewSet):
     required_permissions = [Permissions.MANAGE_PROVIDERS]
 
     def get_queryset(self):
-        return ProviderSecret.objects.filter(tenant_id=self.request.tenant_id)
+        return ProviderSecret.objects.filter(provider__in=self.get_provider_queryset())
 
     def get_serializer_class(self):
         if self.action == "create":
@@ -6608,7 +6675,7 @@ class OverviewViewSet(ProviderFilterParamsMixin, BaseRLSViewSet):
         responses={202: OpenApiResponse(response=TaskSerializer)},
     )
 )
-class ScheduleViewSet(BaseRLSViewSet):
+class ScheduleViewSet(ProviderVisibilityMixin, BaseRLSViewSet):
     # TODO: change to Schedule when implemented
     queryset = Task.objects.none()
     http_method_names = ["post"]
@@ -6635,7 +6702,9 @@ class ScheduleViewSet(BaseRLSViewSet):
         serializer.is_valid(raise_exception=True)
         provider_id = serializer.validated_data["provider_id"]
 
-        provider_instance = get_object_or_404(Provider, pk=provider_id)
+        provider_instance = get_object_or_404(
+            self.get_provider_queryset(), pk=provider_id
+        )
         with transaction.atomic():
             task = schedule_provider_scan(provider_instance)
 

api/src/backend/config/settings/sentry.py

@@ -1,6 +1,20 @@
+from errno import errorcode
+
 import sentry_sdk
 from config.env import env
 
+# How many links of the __cause__/__context__ chain are inspected when looking
+# for the OSError that actually caused the event.
+MAX_EXCEPTION_CHAIN_DEPTH = 10
+
+# LogRecord attribute describing what kind of failure the record reports, set by
+# the caller through `logger.exception(..., extra={"error_category": ...})`.
+ERROR_CATEGORY_ATTRIBUTE = "error_category"
+
+# Category of records whose events are grouped by the errno of the underlying
+# OSError. Only records that declare it opt into the errno fingerprint.
+FILESYSTEM_ERROR_CATEGORY = "filesystem"
+
 IGNORED_EXCEPTIONS = [
     # Provider is not connected due to credentials errors
     "is not connected",
@@ -80,6 +94,38 @@ IGNORED_EXCEPTIONS = [
 ]
 
 
+def errno_fingerprint(exception):
+    """
+    Return an errno-based fingerprint suffix for OSError-like exceptions.
+
+    Filesystem failures such as ENOSPC (disk full), ENOENT (missing mount point)
+    or EACCES (wrong permissions) are all OSError raised from the same call
+    site, so Sentry's default grouping merges them into a single issue even
+    when the exception is attached to the event. Appending the errno keeps the
+    default grouping and splits the issue per failure cause.
+
+    Only the part of the chain Sentry itself displays is inspected: a
+    `raise ... from None` sets __suppress_context__, so the implicit
+    __context__ is dropped from the event and must not group it either.
+
+    Returns None when no OSError with an errno is found in the exception chain.
+    """
+    seen = set()
+    for _ in range(MAX_EXCEPTION_CHAIN_DEPTH):
+        if exception is None or id(exception) in seen:
+            break
+        seen.add(id(exception))
+        if isinstance(exception, OSError) and exception.errno is not None:
+            return f"errno:{errorcode.get(exception.errno, exception.errno)}"
+        if exception.__cause__ is not None:
+            exception = exception.__cause__
+        elif exception.__suppress_context__:
+            break
+        else:
+            exception = exception.__context__
+    return None
+
+
 def before_send(event, hint):
     """
     before_send handles the Sentry events in order to send them or not
@@ -115,10 +161,28 @@ def before_send(event, hint):
 
     # Ignore exceptions with the ignored_exceptions
     if "exc_info" in hint and hint["exc_info"]:
-        exc_value = str(hint["exc_info"][1])
+        exception = hint["exc_info"][1]
+        exc_value = str(exception)
         if any(ignored in exc_value for ignored in IGNORED_EXCEPTIONS):
             return None  # Explicitly return None to drop the event
 
+    # Split filesystem issues per errno instead of grouping every failure raised
+    # from the same call site under a single issue. Only records that declare
+    # themselves as filesystem failures opt in, and a fingerprint already set by
+    # a scope or an integration always wins.
+    log_record = hint.get("log_record")
+    exc_info = hint.get("exc_info")
+    if (
+        log_record is not None
+        and exc_info
+        and getattr(log_record, ERROR_CATEGORY_ATTRIBUTE, None)
+        == FILESYSTEM_ERROR_CATEGORY
+        and "fingerprint" not in event
+    ):
+        fingerprint_suffix = errno_fingerprint(exc_info[1])
+        if fingerprint_suffix:
+            event["fingerprint"] = ["{{ default }}", fingerprint_suffix]
+
     return event
 
 

api/src/backend/conftest.py

@@ -70,6 +70,7 @@ API_JSON_CONTENT_TYPE = "application/vnd.api+json"
 NO_TENANT_HTTP_STATUS = status.HTTP_401_UNAUTHORIZED
 TEST_USER = "dev@prowler.com"
 TEST_PASSWORD = "testing_psswd"
+TEST_ADMIN_ALIAS = "admin"
 TEST_REPLICA_ALIAS = "test_replica"
 
 
@@ -1449,6 +1450,26 @@ def integrations_fixture(aws_provider_pair):
     return integration1, integration2
 
 
+@pytest.fixture
+def jira_integration_fixture(tenants_fixture):
+    # Jira is a tenant-wide integration: it is not attached to any provider, and its
+    # `domain` is read from the credentials when the integration is serialized
+    tenant_id = tenants_fixture[0].id
+    with rls_transaction(str(tenant_id)):
+        return Integration.objects.create(
+            tenant_id=tenant_id,
+            enabled=True,
+            connected=True,
+            integration_type=Integration.IntegrationChoices.JIRA,
+            configuration={"projects": {"TEST": "Test project"}},
+            credentials={
+                "domain": "test",
+                "user_mail": "a@b.com",
+                "api_token": "token",
+            },
+        )
+
+
 @pytest.fixture
 def backfill_scan_metadata_fixture(scans_fixture, findings_fixture):
     for scan_instance in scans_fixture:
@@ -2539,26 +2560,36 @@ def finding_groups_title_variants_fixture(
     return findings
 
 
+def _ensure_mirrored_test_alias(alias: str) -> None:
+    default_database = settings.DATABASES["default"]
+    if alias not in settings.DATABASES:
+        settings.DATABASES[alias] = {
+            **default_database,
+            "TEST": {
+                **default_database.get("TEST", {}),
+                "MIRROR": "default",
+            },
+        }
+    django_connections.databases[alias] = settings.DATABASES[alias]
+
+
 def pytest_collection_modifyitems(items):
     """Ensure test_rbac.py is executed first."""
     items.sort(key=lambda item: 0 if "test_rbac.py" in item.nodeid else 1)
 
+    if any(item.get_closest_marker("requires_test_admin_alias") for item in items):
+        _ensure_mirrored_test_alias(TEST_ADMIN_ALIAS)
+
     if any(item.get_closest_marker("requires_test_replica_alias") for item in items):
-        default_database = settings.DATABASES["default"]
-        if TEST_REPLICA_ALIAS not in settings.DATABASES:
-            settings.DATABASES[TEST_REPLICA_ALIAS] = {
-                **default_database,
-                "TEST": {
-                    **default_database.get("TEST", {}),
-                    "MIRROR": "default",
-                },
-            }
-        django_connections.databases[TEST_REPLICA_ALIAS] = settings.DATABASES[
-            TEST_REPLICA_ALIAS
-        ]
+        _ensure_mirrored_test_alias(TEST_REPLICA_ALIAS)
 
 
 def pytest_configure(config):
+    config.addinivalue_line(
+        "markers",
+        "requires_test_admin_alias: creates a test-only admin alias mirrored "
+        "to default",
+    )
     config.addinivalue_line(
         "markers",
         "requires_test_replica_alias: creates a test-only replica alias mirrored "

api/src/backend/tasks/jobs/integrations.py

@@ -1,5 +1,6 @@
 import os
 import time
+from datetime import UTC, datetime
 from glob import glob
 
 from api.db_router import READ_REPLICA_ALIAS, MainRouter
@@ -214,8 +215,10 @@ def get_security_hub_client_from_integration(
         for region in set(all_security_hub_regions):
             regions_status[region] = region in connection.enabled_regions
 
-        # Save regions information in the integration configuration
+        # Persist the successful connection check and regions information
         with rls_transaction(tenant_id, using=MainRouter.default_db):
+            integration.connected = True
+            integration.connection_last_checked_at = datetime.now(tz=UTC)
             integration.configuration["regions"] = regions_status
             integration.save()
 

api/src/backend/tasks/jobs/orphan_recovery.py

@@ -18,12 +18,11 @@ This is the shared engine behind both the periodic Beat watchdog and the
 `reconcile_orphan_tasks` management command.
 """
 
-import ast
-import json
 from contextlib import contextmanager
 from datetime import UTC, datetime, timedelta
 from uuid import uuid4
 
+from api.celery_utils import decode_celery_field
 from celery import current_app, states
 from celery.utils.log import get_task_logger
 from django.db import connections
@@ -138,34 +137,6 @@ def revoke_task(task_result, terminate: bool = True) -> None:
         logger.exception(f"Failed to revoke task {task_result.task_id}")
 
 
-def _decode_celery_field(value, default):
-    """Decode django-celery-results' stored task_args/task_kwargs to a Python object.
-
-    The backend stores them as a (sometimes double-encoded) repr/JSON string. An
-    empty or missing field returns ``default``; a non-empty value that cannot be
-    decoded raises ``ValueError`` so the caller can avoid re-enqueuing a task with
-    the wrong arguments.
-    """
-    obj = value
-    for _ in range(2):  # values can be double-encoded (a string holding a repr)
-        if not isinstance(obj, str):
-            break
-        text = obj.strip()
-        if not text:
-            return default
-        parsed = None
-        for parser in (ast.literal_eval, json.loads):
-            try:
-                parsed = parser(text)
-                break
-            except (ValueError, SyntaxError, TypeError):
-                continue
-        if parsed is None:
-            raise ValueError(f"undecodable celery field: {text[:120]!r}")
-        obj = parsed
-    return default if obj is None else obj
-
-
 def reconcile_orphans(
     grace_minutes: int = 2,
     max_attempts: int = 3,
@@ -313,8 +284,10 @@ def _recover_task(task_result, max_attempts: int, window_hours: int) -> str:
         return "failed"
 
     try:
-        args = _decode_celery_field(args_repr, [])
-        kwargs = _decode_celery_field(kwargs_repr, {})
+        args = decode_celery_field(args_repr, [])
+        kwargs = decode_celery_field(kwargs_repr, {})
+        if not isinstance(args, (list, tuple)) or not isinstance(kwargs, dict):
+            raise ValueError("Stored task arguments have invalid types")
     except ValueError:
         logger.error(
             "Orphan %s (%s): could not decode stored args/kwargs, not re-enqueuing",
@@ -324,8 +297,8 @@ def _recover_task(task_result, max_attempts: int, window_hours: int) -> str:
         return "failed"
     new_task_id = str(uuid4())
     task_obj.apply_async(
-        args=list(args) if isinstance(args, (list, tuple)) else [],
-        kwargs=kwargs if isinstance(kwargs, dict) else {},
+        args=list(args),
+        kwargs=kwargs,
         task_id=new_task_id,
     )
     logger.info(

api/src/backend/tasks/jobs/report.py

@@ -13,6 +13,7 @@ from api.db_utils import rls_transaction
 from api.models import Provider, Scan, ScanSummary, StateChoices, ThreatScoreSnapshot
 from celery.utils.log import get_task_logger
 from config.django.base import DJANGO_TMP_OUTPUT_DIRECTORY
+from config.settings.sentry import ERROR_CATEGORY_ATTRIBUTE, FILESYSTEM_ERROR_CATEGORY
 from prowler.lib.check.compliance_models import (
     Compliance,
     get_bulk_compliance_frameworks_universal,
@@ -960,7 +961,15 @@ def generate_compliance_reports(
             first_output_path = next(iter(output_paths.values()))
             out_dir = str(Path(first_output_path).parent.parent)
     except Exception as e:
-        logger.error("Error generating output directory: %s", e)
+        # logger.exception attaches the exception (and its traceback) to the
+        # Sentry event and the filesystem category opts that event into the
+        # errno fingerprint, so ENOSPC, ENOENT and EACCES raised from this same
+        # call site land on separate issues.
+        logger.exception(
+            "Error generating output directory: %s",
+            e,
+            extra={ERROR_CATEGORY_ATTRIBUTE: FILESYSTEM_ERROR_CATEGORY},
+        )
         error_dict = {"error": str(e), "upload": False, "path": ""}
         if generate_threatscore:
             results["threatscore"] = error_dict.copy()

api/src/backend/tasks/tests/test_integrations.py

@@ -1,3 +1,4 @@
+from datetime import UTC, datetime
 from unittest.mock import MagicMock, patch
 
 import pytest
@@ -671,6 +672,8 @@ class TestSecurityHubIntegrationUploads:
         mock_integration = MagicMock()
         mock_integration.configuration = {"send_only_fails": True}
         mock_integration.credentials = {}  # Empty credentials, use provider
+        mock_integration.connected = False
+        mock_integration.connection_last_checked_at = None
 
         # Mock tenant_id
         tenant_id = "550e8400-e29b-41d4-a716-446655440000"  # Valid UUID
@@ -723,12 +726,22 @@ class TestSecurityHubIntegrationUploads:
             # Configure the test_connection to return our mock_connection
             mock_security_hub_class.test_connection = mock_test_connection
 
+            checked_at_before = datetime.now(tz=UTC)
             connected, security_hub = get_security_hub_client_from_integration(
                 mock_integration, tenant_id, mock_findings
             )
+            checked_at_after = datetime.now(tz=UTC)
 
         assert connected is True
         assert security_hub == mock_security_hub
+        assert mock_integration.connected is True
+        assert mock_integration.connection_last_checked_at.tzinfo is UTC
+        assert (
+            checked_at_before
+            <= mock_integration.connection_last_checked_at
+            <= checked_at_after
+        )
+        mock_integration.save.assert_called_once()
 
         # Verify SecurityHub was called once to create the client
         assert mock_security_hub_class.call_count == 1

api/src/backend/tasks/tests/test_orphan_recovery.py

@@ -3,12 +3,13 @@ from unittest.mock import MagicMock, patch
 from uuid import uuid4
 
 import pytest
+from api.celery_utils import decode_celery_field
 from celery import states
+from celery.utils.saferepr import saferepr
 from django.test import override_settings
 from django_celery_results.models import TaskResult
 from tasks.jobs.orphan_recovery import (
     _SKIP_RECOVERY,
-    _decode_celery_field,
     _reconcile_task_results,
     _recovery_attempt_count,
     advisory_lock,
@@ -36,24 +37,77 @@ def _orphan_result(*, name, kwargs, worker, created_minutes_ago, status=states.S
     return tr
 
 
-@pytest.mark.django_db
 class TestDecodeCeleryField:
+    def test_decodes_strict_json(self):
+        assert decode_celery_field('{"enabled": true, "scan_id": null}', {}) == {
+            "enabled": True,
+            "scan_id": None,
+        }
+
     def test_decodes_single_encoded_repr(self):
-        assert _decode_celery_field("{'tenant_id': 'abc'}", {}) == {"tenant_id": "abc"}
+        assert decode_celery_field("{'tenant_id': 'abc'}", {}) == {"tenant_id": "abc"}
 
     def test_decodes_double_encoded(self):
         import json
 
         stored = json.dumps(repr({"tenant_id": "abc", "scan_id": "s1"}))
-        assert _decode_celery_field(stored, {}) == {"tenant_id": "abc", "scan_id": "s1"}
+        assert decode_celery_field(stored, {}) == {
+            "tenant_id": "abc",
+            "scan_id": "s1",
+        }
+
+    def test_python_words_inside_strings_are_preserved(self):
+        stored = repr(
+            {
+                "enabled": True,
+                "scan_id": None,
+                "label": "True North",
+                "note": "None",
+            }
+        )
+
+        assert decode_celery_field(stored, {}) == {
+            "enabled": True,
+            "scan_id": None,
+            "label": "True North",
+            "note": "None",
+        }
 
     def test_empty_returns_default(self):
-        assert _decode_celery_field(None, {}) == {}
-        assert _decode_celery_field("", []) == []
+        assert decode_celery_field(None, {}) == {}
+        assert decode_celery_field("", []) == []
+        assert decode_celery_field("null", {}) == {}
+        assert decode_celery_field("None", []) == []
+
+    def test_empty_validates_default(self):
+        with pytest.raises(ValueError):
+            decode_celery_field("", {"value": ...})
 
     def test_unparseable_raises(self):
         with pytest.raises(ValueError):
-            _decode_celery_field("<<not a literal>>", {})
+            decode_celery_field("<<not a literal>>", {})
+
+    @pytest.mark.parametrize(
+        "value",
+        (
+            "{'value': ...}",
+            "{'value': {1, 2}}",
+            "{'value': b'bytes'}",
+            '{"value": NaN}',
+        ),
+    )
+    def test_non_json_values_raise(self, value):
+        with pytest.raises(ValueError):
+            decode_celery_field(value, {})
+
+    def test_truncated_repr_raises(self):
+        kwargs_repr = saferepr(
+            {"finding_ids": [str(uuid4()) for _ in range(30)]}, maxlen=1024
+        )
+        assert "..." in kwargs_repr
+
+        with pytest.raises(ValueError):
+            decode_celery_field(kwargs_repr, {})
 
 
 @pytest.mark.django_db
@@ -98,6 +152,58 @@ class TestReconcileTaskResults:
         assert call["kwargs"] == {"tenant_id": str(tenant.id)}
         assert call["task_id"] != tr.task_id  # fresh task id
 
+    def test_truncated_kwargs_are_not_reenqueued(self, tenants_fixture):
+        tenant = tenants_fixture[0]
+        tr = _orphan_result(
+            name="tenant-deletion",
+            kwargs={"tenant_id": str(tenant.id)},
+            worker="dead@gone",
+            created_minutes_ago=60,
+        )
+        tr.task_kwargs = saferepr(
+            {"finding_ids": [str(uuid4()) for _ in range(30)]}, maxlen=1024
+        )
+        assert "..." in tr.task_kwargs
+        tr.save(update_fields=["task_kwargs"])
+        p_alive, p_revoke, p_app, mock_task = self._patches(alive=False)
+
+        with (
+            p_alive,
+            p_revoke,
+            p_app,
+            patch("tasks.jobs.orphan_recovery._recovery_attempt_count", return_value=1),
+        ):
+            result = _reconcile_task_results(
+                grace_minutes=2, max_attempts=3, window_hours=6, dry_run=False
+            )
+
+        assert tr.task_id in result["failed"]
+        mock_task.apply_async.assert_not_called()
+
+    def test_wrong_kwargs_shape_is_not_reenqueued(self, tenants_fixture):
+        tr = _orphan_result(
+            name="tenant-deletion",
+            kwargs={"tenant_id": str(tenants_fixture[0].id)},
+            worker="dead@gone",
+            created_minutes_ago=60,
+        )
+        tr.task_kwargs = "[]"
+        tr.save(update_fields=["task_kwargs"])
+        p_alive, p_revoke, p_app, mock_task = self._patches(alive=False)
+
+        with (
+            p_alive,
+            p_revoke,
+            p_app,
+            patch("tasks.jobs.orphan_recovery._recovery_attempt_count", return_value=1),
+        ):
+            result = _reconcile_task_results(
+                grace_minutes=2, max_attempts=3, window_hours=6, dry_run=False
+            )
+
+        assert tr.task_id in result["failed"]
+        mock_task.apply_async.assert_not_called()
+
     def test_external_integration_task_is_not_reenqueued_by_default(
         self, tenants_fixture
     ):

api/src/backend/tasks/tests/test_reports.py

@@ -1,3 +1,5 @@
+import errno
+import logging
 import os
 import time
 import uuid
@@ -14,6 +16,11 @@ from api.models import (
     StateChoices,
     StatusChoices,
 )
+from config.settings.sentry import (
+    ERROR_CATEGORY_ATTRIBUTE,
+    FILESYSTEM_ERROR_CATEGORY,
+    before_send,
+)
 from prowler.lib.check.models import Severity
 from reportlab.lib import colors
 from tasks.jobs.report import (
@@ -1676,6 +1683,78 @@ class TestGenerateComplianceReportsCIS:
         assert result["cis"]["upload"] is False
         assert result["cis"]["error"] == "dir boom"
 
+    @patch("tasks.jobs.report._aggregate_requirement_statistics_from_database")
+    @patch("tasks.jobs.report._generate_compliance_output_directory")
+    @patch("tasks.jobs.report.Compliance.get_bulk")
+    def test_output_directory_failures_are_grouped_per_errno(
+        self,
+        mock_get_bulk,
+        mock_generate_output_dir,
+        mock_stats,
+        monkeypatch,
+        caplog,
+        tenants_fixture,
+        scans_fixture,
+        aws_provider,
+    ):
+        """A full disk and a missing mount point must not share a Sentry issue.
+
+        Both are OSError raised from the same ``os.makedirs`` call, so they only
+        stay apart if the exception reaches ``before_send``, which fingerprints
+        it by errno.
+        """
+        tenant = tenants_fixture[0]
+        scan = scans_fixture[0]
+        provider = aws_provider
+
+        self._force_scan_has_findings(monkeypatch)
+        mock_stats.return_value = {}
+        mock_get_bulk.return_value = {"cis_5.0_aws": Mock()}
+
+        fingerprints = []
+        for error_number, message in (
+            (errno.ENOSPC, "No space left on device: '/tmp/prowler_api_output'"),
+            (errno.ENOENT, "No such file or directory: '/mnt/output'"),
+        ):
+            mock_generate_output_dir.side_effect = OSError(error_number, message)
+            caplog.clear()
+
+            with caplog.at_level(logging.ERROR, logger="tasks.jobs.report"):
+                generate_compliance_reports(
+                    tenant_id=str(tenant.id),
+                    scan_id=str(scan.id),
+                    provider_id=str(provider.id),
+                    generate_threatscore=False,
+                    generate_ens=False,
+                    generate_nis2=False,
+                    generate_csa=False,
+                    generate_cis=True,
+                )
+
+            record = next(
+                record
+                for record in caplog.records
+                if "Error generating output directory" in record.getMessage()
+            )
+            # Without exc_info the Sentry event carries no exception at all and
+            # nothing can tell the two failures apart.
+            assert record.exc_info is not None
+            # The category is what scopes the errno fingerprint to this record.
+            assert (
+                getattr(record, ERROR_CATEGORY_ATTRIBUTE, None)
+                == FILESYSTEM_ERROR_CATEGORY
+            )
+
+            # Same hint the Sentry logging integration builds for this record.
+            event = {}
+            before_send(event, {"log_record": record, "exc_info": record.exc_info})
+            fingerprints.append(event["fingerprint"])
+
+        assert fingerprints == [
+            ["{{ default }}", "errno:ENOSPC"],
+            ["{{ default }}", "errno:ENOENT"],
+        ]
+
 
 class TestPickLatestCisVariant:
     """Unit tests for `_pick_latest_cis_variant` helper."""

api/uv.lock

@@ -16,7 +16,7 @@ constraints = [
     { name = "aiobotocore", specifier = "==2.25.1" },
     { name = "aiofiles", specifier = "==24.1.0" },
     { name = "aiohappyeyeballs", specifier = "==2.6.1" },
-    { name = "aiohttp", specifier = "==3.14.0" },
+    { name = "aiohttp", specifier = "==3.14.3" },
     { name = "aioitertools", specifier = "==0.13.0" },
     { name = "aiosignal", specifier = "==1.4.0" },
     { name = "alibabacloud-actiontrail20200706", specifier = "==2.4.1" },
@@ -45,7 +45,7 @@ constraints = [
     { name = "alibabacloud-sls20201230", specifier = "==5.9.0" },
     { name = "alibabacloud-sts20150401", specifier = "==1.1.6" },
     { name = "alibabacloud-tea", specifier = "==0.4.3" },
-    { name = "alibabacloud-tea-openapi", specifier = "==0.4.4" },
+    { name = "alibabacloud-tea-openapi", specifier = "==0.4.6" },
     { name = "alibabacloud-tea-util", specifier = "==0.3.14" },
     { name = "alibabacloud-tea-xml", specifier = "==0.0.3" },
     { name = "alibabacloud-vpc20160428", specifier = "==6.13.0" },
@@ -127,9 +127,9 @@ constraints = [
     { name = "coverage", specifier = "==7.5.4" },
     { name = "cron-descriptor", specifier = "==1.4.5" },
     { name = "crowdstrike-falconpy", specifier = "==1.6.0" },
-    { name = "cryptography", specifier = "==46.0.7" },
+    { name = "cryptography", specifier = "==50.0.0" },
     { name = "cycler", specifier = "==0.12.1" },
-    { name = "darabonba-core", specifier = "==1.0.5" },
+    { name = "darabonba-core", specifier = "==1.0.8" },
     { name = "dash", specifier = "==3.1.1" },
     { name = "dash-bootstrap-components", specifier = "==2.0.3" },
     { name = "debugpy", specifier = "==1.8.20" },
@@ -194,7 +194,7 @@ constraints = [
     { name = "h2", specifier = "==4.3.0" },
     { name = "hpack", specifier = "==4.1.0" },
     { name = "httpcore", specifier = "==1.0.9" },
-    { name = "httplib2", specifier = "==0.31.2" },
+    { name = "httplib2", specifier = "==0.32.0" },
     { name = "httpx", specifier = "==0.28.1" },
     { name = "humanfriendly", specifier = "==10.0" },
     { name = "hyperframe", specifier = "==6.1.0" },
@@ -231,13 +231,13 @@ constraints = [
     { name = "matplotlib", specifier = "==3.10.8" },
     { name = "mccabe", specifier = "==0.7.0" },
     { name = "mdurl", specifier = "==0.1.2" },
-    { name = "microsoft-kiota-abstractions", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-authentication-azure", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-http", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-serialization-form", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-serialization-json", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-serialization-multipart", specifier = "==1.9.9" },
-    { name = "microsoft-kiota-serialization-text", specifier = "==1.9.9" },
+    { name = "microsoft-kiota-abstractions", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-authentication-azure", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-http", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-form", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-json", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-multipart", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-text", specifier = "==1.9.10" },
     { name = "microsoft-security-utilities-secret-masker", specifier = "==1.0.0b4" },
     { name = "msal", specifier = "==1.35.0b1" },
     { name = "msal-extensions", specifier = "==1.2.0" },
@@ -254,7 +254,7 @@ constraints = [
     { name = "nltk", specifier = "==3.9.4" },
     { name = "numpy", specifier = "==2.2.6" },
     { name = "oauthlib", specifier = "==3.3.1" },
-    { name = "oci", specifier = "==2.169.0" },
+    { name = "oci", specifier = "==2.184.1" },
     { name = "openai", specifier = "==1.109.1" },
     { name = "openstacksdk", specifier = "==4.2.0" },
     { name = "opentelemetry-api", specifier = "==1.39.1" },
@@ -266,7 +266,7 @@ constraints = [
     { name = "pagerduty", specifier = "==6.1.0" },
     { name = "pandas", specifier = "==2.2.3" },
     { name = "pbr", specifier = "==7.0.3" },
-    { name = "pillow", specifier = "==12.2.0" },
+    { name = "pillow", specifier = "==12.3.0" },
     { name = "pkginfo", specifier = "==1.12.1.2" },
     { name = "platformdirs", specifier = "==4.5.1" },
     { name = "plotly", specifier = "==6.5.2" },
@@ -282,8 +282,8 @@ constraints = [
     { name = "psycopg2-binary", specifier = "==2.9.9" },
     { name = "py-deviceid", specifier = "==0.1.1" },
     { name = "py-iam-expand", specifier = "==0.3.0" },
-    { name = "py-ocsf-models", specifier = "==0.8.1" },
-    { name = "pyasn1", specifier = "==0.6.3" },
+    { name = "py-ocsf-models", specifier = "==0.10.0" },
+    { name = "pyasn1", specifier = "==0.6.4" },
     { name = "pyasn1-modules", specifier = "==0.4.2" },
     { name = "pycodestyle", specifier = "==2.14.0" },
     { name = "pycparser", specifier = "==3.0" },
@@ -295,7 +295,7 @@ constraints = [
     { name = "pylint", specifier = "==3.2.5" },
     { name = "pymsalruntime", specifier = "==0.18.1" },
     { name = "pynacl", specifier = "==1.6.2" },
-    { name = "pyopenssl", specifier = "==26.0.0" },
+    { name = "pyopenssl", specifier = "==26.4.0" },
     { name = "pyparsing", specifier = "==3.3.2" },
     { name = "pyreadline3", specifier = "==3.5.4" },
     { name = "pysocks", specifier = "==1.7.1" },
@@ -364,7 +364,7 @@ constraints = [
     { name = "wcwidth", specifier = "==0.5.3" },
     { name = "websocket-client", specifier = "==1.9.0" },
     { name = "werkzeug", specifier = "==3.1.7" },
-    { name = "workos", specifier = "==6.0.8" },
+    { name = "workos", specifier = "==8.3.0" },
     { name = "wrapt", specifier = "==1.17.3" },
     { name = "xlsxwriter", specifier = "==3.2.9" },
     { name = "xmlsec", specifier = "==1.3.17" },
@@ -373,12 +373,19 @@ constraints = [
     { name = "zipp", specifier = "==3.23.0" },
     { name = "zope-event", specifier = "==6.1" },
     { name = "zope-interface", specifier = "==8.2" },
-    { name = "zstd", specifier = "==1.5.7.3" },
+    { name = "zstd", specifier = "==1.5.7.2" },
 ]
 overrides = [
     { name = "azure-mgmt-containerservice", specifier = "==34.1.0" },
+    { name = "cryptography", specifier = "==50.0.0" },
     { name = "dulwich", specifier = "==1.2.5" },
-    { name = "microsoft-kiota-abstractions", specifier = "==1.9.9" },
+    { name = "microsoft-kiota-abstractions", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-authentication-azure", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-http", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-form", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-json", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-multipart", specifier = "==1.9.10" },
+    { name = "microsoft-kiota-serialization-text", specifier = "==1.9.10" },
     { name = "okta", specifier = "==3.4.2" },
     { name = "pyjwt", extras = ["crypto"], specifier = "==2.13.0" },
 ]
@@ -472,7 +479,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.14.0"
+version = "3.14.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -484,44 +491,44 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ee/ab/93ce242f899b68c51b0578c027aafa791ab3614cb9345fa5d37b5f5c8e3e/aiohttp-3.14.0.tar.gz", hash = "sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b", size = 7940674, upload-time = "2026-06-01T19:41:02.763Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/d9/22ce5786ac0c1653ae8b6c23bded02c1686d11f0dbb45b31ce128e0df985/aiohttp-3.14.3.tar.gz", hash = "sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc", size = 7971213, upload-time = "2026-07-23T01:57:27.037Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/67/47/7727bfe8db93f8835a001bd4359d8480cc68d1259b8bce334668f8be97bd/aiohttp-3.14.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a", size = 759147, upload-time = "2026-06-01T19:37:12.918Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/f2/cd3fedff6fade73d71df9ec908c210cec518ef90fd00289250684b90aecf/aiohttp-3.14.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803", size = 513705, upload-time = "2026-06-01T19:37:14.633Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/fe/49746b6b610144a06323bebd8e1211a390310d8c69b98dd6d52df341bc3e/aiohttp-3.14.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e", size = 509627, upload-time = "2026-06-01T19:37:16.385Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/3f/28f2f6cf3d5c0e7b01b27140d0e7873fd11fb341169ad3ce78ad04aba628/aiohttp-3.14.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903", size = 1769293, upload-time = "2026-06-01T19:37:18.067Z" },
-    { url = "https://files.pythonhosted.org/packages/97/6f/2e5f1b525d5474b12b3c60abf733a755845f3bceff21542081ada515f837/aiohttp-3.14.0-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb", size = 1732363, upload-time = "2026-06-01T19:37:20.138Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/ce/596120faa85ca7b19cd061e3f2f3be23aa8f11a0aedf9191db9e0da1bd76/aiohttp-3.14.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2", size = 1840375, upload-time = "2026-06-01T19:37:22.104Z" },
-    { url = "https://files.pythonhosted.org/packages/72/3c/a7ffe05a757a4a7867643da69357ec41f506879fbd1b231d2ed90af246b2/aiohttp-3.14.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81", size = 1921484, upload-time = "2026-06-01T19:37:24.068Z" },
-    { url = "https://files.pythonhosted.org/packages/93/fa/2c861170bbd4a491de93a69e081db1d971092569e0d593a98ef62c384dc1/aiohttp-3.14.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee", size = 1774153, upload-time = "2026-06-01T19:37:26.256Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/da/1d2f5a165f47ec9b1f69d37b8b977fdc4d501aa72ffb7930db27bb9e49ea/aiohttp-3.14.0-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d", size = 1632569, upload-time = "2026-06-01T19:37:28.192Z" },
-    { url = "https://files.pythonhosted.org/packages/46/1d/7a6e295c4257252f70f69e90864fdad74b6a1293054fb3f9e65a15de6d63/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00", size = 1740325, upload-time = "2026-06-01T19:37:30.08Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/7e/e1899b1ca3ec62f1eab2a5cbde14039b97493f7f53eb88d9b668562ffa8d/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026", size = 1748691, upload-time = "2026-06-01T19:37:32.211Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/54/4e6b61c1fe7d3433f82bcc6bd7e4d7c683a742a10c9b12a025fd3695c047/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86", size = 1814477, upload-time = "2026-06-01T19:37:34.173Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/38/86fd51be2e08d8e45c83d879d255f10391903cd9fe2a16512f7591a15873/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f", size = 1623393, upload-time = "2026-06-01T19:37:36.281Z" },
-    { url = "https://files.pythonhosted.org/packages/78/49/466e947a42a88ee23c486d036e7e5d1b097f1bafd8084ad9c9a0a92f0f43/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93", size = 1824097, upload-time = "2026-06-01T19:37:38.421Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/89/35f3410bc284682338a1be6b6ea0c5abfa05f063942cfaa9256608440434/aiohttp-3.14.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996", size = 1764790, upload-time = "2026-06-01T19:37:40.755Z" },
-    { url = "https://files.pythonhosted.org/packages/42/80/2d4291bd5724d3d17e5951aff5a3e02281483fb47295f0788276ee66cd73/aiohttp-3.14.0-cp311-cp311-win32.whl", hash = "sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae", size = 454176, upload-time = "2026-06-01T19:37:42.837Z" },
-    { url = "https://files.pythonhosted.org/packages/59/ed/41d0ad4f6ececffc32bdf1f7b494e5498f7ca5c849ea2e3cc9bbd1668251/aiohttp-3.14.0-cp311-cp311-win_amd64.whl", hash = "sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5", size = 479334, upload-time = "2026-06-01T19:37:44.776Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/86/c0b5e305c770053f8c3d069bb52b8196917ba91949d1962d52eb307fb0d2/aiohttp-3.14.0-cp311-cp311-win_arm64.whl", hash = "sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43", size = 450262, upload-time = "2026-06-01T19:37:46.461Z" },
-    { url = "https://files.pythonhosted.org/packages/89/97/2b6889bfb6b6847520d50d95eb8c4307a45e28aaca39faf4a9454b3d1b2f/aiohttp-3.14.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e", size = 750194, upload-time = "2026-06-01T19:37:48.164Z" },
-    { url = "https://files.pythonhosted.org/packages/21/e2/62634b7fff918ed98c3c6b2f0e70d520f7f28846cb412d451b04354c6459/aiohttp-3.14.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c", size = 506966, upload-time = "2026-06-01T19:37:50.014Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/fb/5ce075150828c797a5106f1c2fb26034e709d4289b9d2bf8b07f1e59fac6/aiohttp-3.14.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff", size = 507527, upload-time = "2026-06-01T19:37:51.96Z" },
-    { url = "https://files.pythonhosted.org/packages/01/d5/405a0ae4e6b081754a3609c1c97c63a950e000a2def16046f1e736933a0e/aiohttp-3.14.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108", size = 1762420, upload-time = "2026-06-01T19:37:53.839Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/1d/e05a7c896b15a6bc6fb8fc5319eb437861c2c49c34559ef928add6590315/aiohttp-3.14.0-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a", size = 1733672, upload-time = "2026-06-01T19:37:55.791Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/22/a72f7c459e195fa41bf4f7abd1f925b91fe91f8097e51c654229ba144a33/aiohttp-3.14.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500", size = 1805064, upload-time = "2026-06-01T19:37:57.931Z" },
-    { url = "https://files.pythonhosted.org/packages/80/50/e85bdaba0be59ca4838005ebfef4048fcdd5f35a02b07057a9a123394440/aiohttp-3.14.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955", size = 1902125, upload-time = "2026-06-01T19:38:00.225Z" },
-    { url = "https://files.pythonhosted.org/packages/19/d8/51de5c6b971c27bb1ef620293b8d1ca611ec78736b34b3f6ccf68e4c8785/aiohttp-3.14.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2", size = 1783112, upload-time = "2026-06-01T19:38:02.641Z" },
-    { url = "https://files.pythonhosted.org/packages/73/ae/b4402bfde77e43dfb1b6ccff83c7b7ab63ed06b50c4754f0c5423fb374fe/aiohttp-3.14.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159", size = 1586356, upload-time = "2026-06-01T19:38:04.637Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/05/750a3265ca4dc54a460bd0cb1121a8f2ce9171fce4a135fb47ea7fd594d2/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02", size = 1723119, upload-time = "2026-06-01T19:38:06.713Z" },
-    { url = "https://files.pythonhosted.org/packages/37/01/8c0812c50b3b1b1c37b323bf170d6be8847a8f234060485b7d1e71953f60/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd", size = 1757216, upload-time = "2026-06-01T19:38:08.736Z" },
-    { url = "https://files.pythonhosted.org/packages/47/2a/50fb98028a26887cbe48dcc1df92a90825615bc73b5584301304090cded8/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef", size = 1770500, upload-time = "2026-06-01T19:38:11.111Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/32/0ffd598a2fa2b9a423daf242e700cfdabda35d6e602394ad9ae58972c1c7/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e", size = 1576224, upload-time = "2026-06-01T19:38:13.391Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/f9/b9fc381dd9b66afb33f2634c40e229d106467be0afcabe79648631ab6712/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae", size = 1794252, upload-time = "2026-06-01T19:38:15.498Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/fb/05d9214c975f23225a8cd5c439325e338c7c377b315480ef3871db51f54e/aiohttp-3.14.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066", size = 1760193, upload-time = "2026-06-01T19:38:17.624Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/4b/02992fc4fb9e1b6673ee3f888a8e587a6447afda1f6f4aca776c148c2876/aiohttp-3.14.0-cp312-cp312-win32.whl", hash = "sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430", size = 448650, upload-time = "2026-06-01T19:38:19.545Z" },
-    { url = "https://files.pythonhosted.org/packages/39/e9/246532214c3abda518477cbaaf16d420295ad8effa5233844cbb38f299ab/aiohttp-3.14.0-cp312-cp312-win_amd64.whl", hash = "sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a", size = 476145, upload-time = "2026-06-01T19:38:21.505Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/c3/63f8c20090048915711598b0adf475b149216d736157961de06480a45b15/aiohttp-3.14.0-cp312-cp312-win_arm64.whl", hash = "sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370", size = 444250, upload-time = "2026-06-01T19:38:24.027Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/5c/b3e4ff8ad43a8afef9602c5e90285936da1beaea8b029016b793891f03c3/aiohttp-3.14.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3", size = 764250, upload-time = "2026-07-23T01:52:48.525Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/da/f1b384465e51449d844056b75070461da03a9a23e6c1747003695bf4172a/aiohttp-3.14.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a", size = 516281, upload-time = "2026-07-23T01:52:51.047Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/3f/01264f820ee2e3712a827892b1cd6ff80f3300c1fcbffbb45714a915d47a/aiohttp-3.14.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8", size = 514742, upload-time = "2026-07-23T01:52:53.779Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/8d/a71c6f2db52ac1ed142b133f7feddaa6b70539c3f4de24d7e226c95b794c/aiohttp-3.14.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239", size = 1780613, upload-time = "2026-07-23T01:52:56.948Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/11/3dd9b3fb3a170f6ec9011b5291d876a6fab4086714c9e158600edf01b4fd/aiohttp-3.14.3-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f", size = 1737688, upload-time = "2026-07-23T01:52:59.294Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/3e/834c26918be7d88068822b40e0db30fca50b5f4fe79104aa16a93f1d74e6/aiohttp-3.14.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06", size = 1845742, upload-time = "2026-07-23T01:53:01.641Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/c9/49ab8572df7d66bc13d11e31f781292badb04180dd87ba98733066c6aed7/aiohttp-3.14.3-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929", size = 1928412, upload-time = "2026-07-23T01:53:04.018Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/b9/2b8f0c0ce09c87a1daf80fd483431b56b1435d3f62789bc86f572e1245de/aiohttp-3.14.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db", size = 1786220, upload-time = "2026-07-23T01:53:06.481Z" },
+    { url = "https://files.pythonhosted.org/packages/85/00/9c45f81de11710460edfa1dc81317b6e882703b160926c879a9d20da9fcc/aiohttp-3.14.3-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce", size = 1637231, upload-time = "2026-07-23T01:53:10.258Z" },
+    { url = "https://files.pythonhosted.org/packages/19/ce/967d628e910756f3539c6107cb7844a1b69440dcb3029a5ee7871b09ab63/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c", size = 1753161, upload-time = "2026-07-23T01:53:13.817Z" },
+    { url = "https://files.pythonhosted.org/packages/11/b2/0c3d4114f0aee4f580f5b3b4eb71b24d7a23b834ea506a4dfebe76513f35/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15", size = 1756356, upload-time = "2026-07-23T01:53:16.211Z" },
+    { url = "https://files.pythonhosted.org/packages/63/5d/99e7d91c82f1399d1ae2a854e080bd1493fbc31e5e959dbc4ec33dac3bec/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c", size = 1819846, upload-time = "2026-07-23T01:53:18.289Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/05/d5e1cb6480eeffd3f901d40a2c5e2d1e7effdc797837da3b490272699f13/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae", size = 1628531, upload-time = "2026-07-23T01:53:23.86Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/90/b934682bcaefae18a9e04f3dff5b68522ba810906358ae5029b68110ea3b/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910", size = 1832712, upload-time = "2026-07-23T01:53:27.551Z" },
+    { url = "https://files.pythonhosted.org/packages/21/df/6061679faaf81fac746e7307c7adb71e858071a5d34c27583afefc64f543/aiohttp-3.14.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7", size = 1775014, upload-time = "2026-07-23T01:53:30.223Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/1d/f854878bbc69b88faefe924b619a34a6f59ec05fd387c77690667eaa75eb/aiohttp-3.14.3-cp311-cp311-win32.whl", hash = "sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa", size = 456006, upload-time = "2026-07-23T01:53:34.97Z" },
+    { url = "https://files.pythonhosted.org/packages/73/0c/2af9d1674baccd1dbd47282a93d660a22e57ef6167c856deb24b4214fbab/aiohttp-3.14.3-cp311-cp311-win_amd64.whl", hash = "sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d", size = 481069, upload-time = "2026-07-23T01:53:39.673Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/76/88401ff3fc95e85c5fc38d588f36f55e61ecb64343b2bc8d69326f453cc0/aiohttp-3.14.3-cp311-cp311-win_arm64.whl", hash = "sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39", size = 453021, upload-time = "2026-07-23T01:53:43.749Z" },
+    { url = "https://files.pythonhosted.org/packages/18/d4/eb96299230e20acf2efae207cb8d69051f1f68e357e5ea5e479bf6fb097a/aiohttp-3.14.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5", size = 754690, upload-time = "2026-07-23T01:53:47.332Z" },
+    { url = "https://files.pythonhosted.org/packages/88/11/e7a70a209eb9a067c0d3212b518a0134e3484f5178c7533878b6b514d469/aiohttp-3.14.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228", size = 509484, upload-time = "2026-07-23T01:53:51.159Z" },
+    { url = "https://files.pythonhosted.org/packages/30/07/4bbc222cc8dbe31d4c3e8a5baad2286e4d42026ac0c570027b89afce6344/aiohttp-3.14.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee", size = 511949, upload-time = "2026-07-23T01:53:55.083Z" },
+    { url = "https://files.pythonhosted.org/packages/54/b9/42e74c46b7b7c794b995bbc1f573fb48950c38b19d8600c62a6804ee2d67/aiohttp-3.14.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a", size = 1765282, upload-time = "2026-07-23T01:53:59.662Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/ed/62bc4d74363ad346d518e0720363a949f63e2e23439a79eb5813d4d29bb3/aiohttp-3.14.3-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b", size = 1741511, upload-time = "2026-07-23T01:54:04.063Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/9f/181e8a8bc79e47d13c7fc4540bd7a3b729d9505609c61f392a8dd2fbfe55/aiohttp-3.14.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529", size = 1810680, upload-time = "2026-07-23T01:54:09.882Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/9a/dec94d6ad694552fe3424e3f1928d7a606a5d9d9433a04e7ecdd9d38ae7f/aiohttp-3.14.3-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787", size = 1905646, upload-time = "2026-07-23T01:54:13.475Z" },
+    { url = "https://files.pythonhosted.org/packages/52/b7/7cd31f29d6055bd711ae6e669367fba6f5ae9de463910a793e30556a8db7/aiohttp-3.14.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42", size = 1792122, upload-time = "2026-07-23T01:54:15.752Z" },
+    { url = "https://files.pythonhosted.org/packages/66/73/10b1ef93afa61f4963c746257b70ced619cf31a4798671de5fdb2608501d/aiohttp-3.14.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b", size = 1591127, upload-time = "2026-07-23T01:54:19.489Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ed/3b203fa6de1b338c14acdc06bf6ca9b043b7944f005966958c2ced932cde/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043", size = 1725210, upload-time = "2026-07-23T01:54:24.129Z" },
+    { url = "https://files.pythonhosted.org/packages/28/b7/1c2aab8c706436dcc28598452488ac9cd7c409da815237c28c27d58993e6/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427", size = 1764848, upload-time = "2026-07-23T01:54:27.973Z" },
+    { url = "https://files.pythonhosted.org/packages/54/50/94c28f08b131c4bf10984ea2c7a536c9920608bb2d6e7f95642c30cc87b7/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d", size = 1777102, upload-time = "2026-07-23T01:54:31.775Z" },
+    { url = "https://files.pythonhosted.org/packages/13/d4/e7d09ba7d345fb2d74440fd2fa033c5e079fac05552927705986f41a364f/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0", size = 1580205, upload-time = "2026-07-23T01:54:34.518Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/84/072a91d68e1e1eb587985b54baab94221277f877e8ef274fc213a0ceae28/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d", size = 1797219, upload-time = "2026-07-23T01:54:36.995Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/eb/aad34e897e668424d6e995da5dff8a4a09af93363d3392488772957a63aa/aiohttp-3.14.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19", size = 1768629, upload-time = "2026-07-23T01:54:40.103Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/2b/6bb88ddba0fecd9122aa3ebcad25996cf6c083a4a7040dbb3a4f97972af6/aiohttp-3.14.3-cp312-cp312-win32.whl", hash = "sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559", size = 451481, upload-time = "2026-07-23T01:54:42.547Z" },
+    { url = "https://files.pythonhosted.org/packages/76/9b/f2f8f108da17ecef2cc3efc424e8b7ad3782b1a8360f7b8eae8ced84f6ea/aiohttp-3.14.3-cp312-cp312-win_amd64.whl", hash = "sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a", size = 476845, upload-time = "2026-07-23T01:54:44.853Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/44/28dac80a8941b604f4da10ce21097614ca1bf905ce93dca28d8d7de9c1e7/aiohttp-3.14.3-cp312-cp312-win_arm64.whl", hash = "sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c", size = 448050, upload-time = "2026-07-23T01:54:47.087Z" },
 ]
 
 [[package]]
@@ -853,7 +860,7 @@ sdist = { url = "https://files.pythonhosted.org/packages/9a/7d/b22cb9a0d4f396ee0
 
 [[package]]
 name = "alibabacloud-tea-openapi"
-version = "0.4.4"
+version = "0.4.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "alibabacloud-credentials" },
@@ -862,9 +869,9 @@ dependencies = [
     { name = "cryptography" },
     { name = "darabonba-core" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/30/93/138bcdc8fc596add73e37cf2073798f285284d1240bda9ee02f9384fc6be/alibabacloud_tea_openapi-0.4.4.tar.gz", hash = "sha256:1b0917bc03cd49417da64945e92731716d53e2eb8707b235f54e45b7473221ce", size = 21960, upload-time = "2026-03-26T10:16:16.792Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ab/34/1918a2d780676494365c7f945bfab397ecddb988054d78025bd26f438977/alibabacloud_tea_openapi-0.4.6.tar.gz", hash = "sha256:dafc32401712f5b21c12dc3d05ba887a91ad156d9b49a7662279f9fd90526fb2", size = 26742, upload-time = "2026-08-17T08:34:11.55Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f5/5a/6bfc4506438c1809c486f66217ad11eab78157192b3d5707b4e2f4212f6c/alibabacloud_tea_openapi-0.4.4-py3-none-any.whl", hash = "sha256:cea6bc1fe35b0319a8752cb99eb0ecb0dab7ca1a71b99c12970ba0867410995f", size = 26236, upload-time = "2026-03-26T10:16:15.861Z" },
+    { url = "https://files.pythonhosted.org/packages/35/00/2f534f5884e5f299d9cb3a1e8be2def8071bc6a6e2a192ba4ff2a8cd5e02/alibabacloud_tea_openapi-0.4.6-py3-none-any.whl", hash = "sha256:c9e1727b9fb2936f487d050fc3590c99f9f2065256dc3a927e5b61f414674ed6", size = 33448, upload-time = "2026-08-17T08:34:10.472Z" },
 ]
 
 [[package]]
@@ -2088,6 +2095,37 @@ toml = [
     { name = "tomli", marker = "python_full_version <= '3.11'" },
 ]
 
+[[package]]
+name = "crc32c"
+version = "2.8"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/66/7e97aa77af7cf6afbff26e3651b564fe41932599bc2d3dce0b2f73d4829a/crc32c-2.8.tar.gz", hash = "sha256:578728964e59c47c356aeeedee6220e021e124b9d3e8631d95d9a5e5f06e261c", size = 48179, upload-time = "2025-10-17T06:20:13.61Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/dc/0b/5e03b22d913698e9cc563f39b9f6bbd508606bf6b8e9122cd6bf196b87ea/crc32c-2.8-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:e560a97fbb96c9897cb1d9b5076ef12fc12e2e25622530a1afd0de4240f17e1f", size = 66329, upload-time = "2025-10-17T06:19:01.771Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/38/2fe0051ffe8c6a650c8b1ac0da31b8802d1dbe5fa40a84e4b6b6f5583db5/crc32c-2.8-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6762d276d90331a490ef7e71ffee53b9c0eb053bd75a272d786f3b08d3fe3671", size = 62988, upload-time = "2025-10-17T06:19:02.953Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/30/5837a71c014be83aba1469c58820d287fc836512a0cad6b8fdd43868accd/crc32c-2.8-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:60670569f5ede91e39f48fb0cb4060e05b8d8704dd9e17ede930bf441b2f73ef", size = 61522, upload-time = "2025-10-17T06:19:03.796Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/29/63972fc1452778e2092ae998c50cbfc2fc93e3fa9798a0278650cd6169c5/crc32c-2.8-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:711743da6ccc70b3c6718c328947b0b6f34a1fe6a6c27cc6c1d69cc226bf70e9", size = 80200, upload-time = "2025-10-17T06:19:04.617Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/3a/60eb49d7bdada4122b3ffd45b0df54bdc1b8dd092cda4b069a287bdfcff4/crc32c-2.8-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5eb4094a2054774f13b26f21bf56792bb44fa1fcee6c6ad099387a43ffbfb4fa", size = 81757, upload-time = "2025-10-17T06:19:05.496Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/63/6efc1b64429ef7d23bd58b75b7ac24d15df327e3ebbe9c247a0f7b1c2ed1/crc32c-2.8-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:fff15bf2bd3e95780516baae935ed12be88deaa5ebe6143c53eb0d26a7bdc7b7", size = 80830, upload-time = "2025-10-17T06:19:06.621Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/eb/0ae9f436f8004f1c88f7429e659a7218a3879bd11a6b18ed1257aad7e98b/crc32c-2.8-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:4c0e11e3826668121fa53e0745635baf5e4f0ded437e8ff63ea56f38fc4f970a", size = 80095, upload-time = "2025-10-17T06:19:07.381Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/81/4afc9d468977a4cd94a2eb62908553345009a7c0d30e74463a15d4b48ec3/crc32c-2.8-cp311-cp311-win32.whl", hash = "sha256:38f915336715d1f1353ab07d7d786f8a789b119e273aea106ba55355dfc9101d", size = 64886, upload-time = "2025-10-17T06:19:08.497Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/e8/94e839c9f7e767bf8479046a207afd440a08f5c59b52586e1af5e64fa4a0/crc32c-2.8-cp311-cp311-win_amd64.whl", hash = "sha256:60e0a765b1caab8d31b2ea80840639253906a9351d4b861551c8c8625ea20f86", size = 66639, upload-time = "2025-10-17T06:19:09.338Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/36/fd18ef23c42926b79c7003e16cb0f79043b5b179c633521343d3b499e996/crc32c-2.8-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:572ffb1b78cce3d88e8d4143e154d31044a44be42cb3f6fbbf77f1e7a941c5ab", size = 66379, upload-time = "2025-10-17T06:19:10.115Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/b8/c584958e53f7798dd358f5bdb1bbfc97483134f053ee399d3eeb26cca075/crc32c-2.8-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:cf827b3758ee0c4aacd21ceca0e2da83681f10295c38a10bfeb105f7d98f7a68", size = 63042, upload-time = "2025-10-17T06:19:10.946Z" },
+    { url = "https://files.pythonhosted.org/packages/62/e6/6f2af0ec64a668a46c861e5bc778ea3ee42171fedfc5440f791f470fd783/crc32c-2.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:106fbd79013e06fa92bc3b51031694fcc1249811ed4364ef1554ee3dd2c7f5a2", size = 61528, upload-time = "2025-10-17T06:19:11.768Z" },
+    { url = "https://files.pythonhosted.org/packages/17/8b/4a04bd80a024f1a23978f19ae99407783e06549e361ab56e9c08bba3c1d3/crc32c-2.8-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:6dde035f91ffbfe23163e68605ee5a4bb8ceebd71ed54bb1fb1d0526cdd125a2", size = 80028, upload-time = "2025-10-17T06:19:12.554Z" },
+    { url = "https://files.pythonhosted.org/packages/21/8f/01c7afdc76ac2007d0e6a98e7300b4470b170480f8188475b597d1f4b4c6/crc32c-2.8-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e41ebe7c2f0fdcd9f3a3fd206989a36b460b4d3f24816d53e5be6c7dba72c5e1", size = 81531, upload-time = "2025-10-17T06:19:13.406Z" },
+    { url = "https://files.pythonhosted.org/packages/32/2b/8f78c5a8cc66486be5f51b6f038fc347c3ba748d3ea68be17a014283c331/crc32c-2.8-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ecf66cf90266d9c15cea597d5cc86c01917cd1a238dc3c51420c7886fa750d7e", size = 80608, upload-time = "2025-10-17T06:19:14.223Z" },
+    { url = "https://files.pythonhosted.org/packages/db/86/fad1a94cdeeeb6b6e2323c87f970186e74bfd6fbfbc247bf5c88ad0873d5/crc32c-2.8-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:59eee5f3a69ad0793d5fa9cdc9b9d743b0cd50edf7fccc0a3988a821fef0208c", size = 79886, upload-time = "2025-10-17T06:19:15.345Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/db/1a7cb6757a1e32376fa2dfce00c815ea4ee614a94f9bff8228e37420c183/crc32c-2.8-cp312-cp312-win32.whl", hash = "sha256:a73d03ce3604aa5d7a2698e9057a0eef69f529c46497b27ee1c38158e90ceb76", size = 64896, upload-time = "2025-10-17T06:19:16.457Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/8e/2024de34399b2e401a37dcb54b224b56c747b0dc46de4966886827b4d370/crc32c-2.8-cp312-cp312-win_amd64.whl", hash = "sha256:56b3b7d015247962cf58186e06d18c3d75a1a63d709d3233509e1c50a2d36aa2", size = 66645, upload-time = "2025-10-17T06:19:17.235Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/1d/dd926c68eb8aac8b142a1a10b8eb62d95212c1cf81775644373fe7cceac2/crc32c-2.8-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:5833f4071da7ea182c514ba17d1eee8aec3c5be927d798222fbfbbd0f5eea02c", size = 62345, upload-time = "2025-10-17T06:20:09.39Z" },
+    { url = "https://files.pythonhosted.org/packages/51/be/803404e5abea2ef2c15042edca04bbb7f625044cca879e47f186b43887c2/crc32c-2.8-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:1dc4da036126ac07b39dd9d03e93e585ec615a2ad28ff12757aef7de175295a8", size = 61229, upload-time = "2025-10-17T06:20:10.236Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/3a/00cc578cd27ed0b22c9be25cef2c24539d92df9fa80ebd67a3fc5419724c/crc32c-2.8-pp311-pypy311_pp73-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:15905fa78344654e241371c47e6ed2411f9eeb2b8095311c68c88eccf541e8b4", size = 64108, upload-time = "2025-10-17T06:20:11.072Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/bc/0587ef99a1c7629f95dd0c9d4f3d894de383a0df85831eb16c48a6afdae4/crc32c-2.8-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c596f918688821f796434e89b431b1698396c38bf0b56de873621528fe3ecb1e", size = 64815, upload-time = "2025-10-17T06:20:11.919Z" },
+    { url = "https://files.pythonhosted.org/packages/73/42/94f2b8b92eae9064fcfb8deef2b971514065bd606231f8857ff8ae02bebd/crc32c-2.8-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:8d23c4fe01b3844cb6e091044bc1cebdef7d16472e058ce12d9fadf10d2614af", size = 66659, upload-time = "2025-10-17T06:20:12.766Z" },
+]
+
 [[package]]
 name = "cron-descriptor"
 version = "1.4.5"
@@ -2112,47 +2150,45 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "46.0.7"
+version = "50.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/47/93/ac8f3d5ff04d54bc814e961a43ae5b0b146154c89c61b47bb07557679b18/cryptography-46.0.7.tar.gz", hash = "sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5", size = 750652, upload-time = "2026-04-08T01:57:54.692Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/de/41/6cbdcf9142d00fe82836fbb51e503e58088575cf7a0fe1dbff6695bf0840/cryptography-50.0.0.tar.gz", hash = "sha256:eeac2acb5a20ed25e0ad6d1df9891a520b78b404266b6d11778f25d5d691a6c9", size = 880201, upload-time = "2026-07-31T14:25:10.11Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0b/5d/4a8f770695d73be252331e60e526291e3df0c9b27556a90a6b47bccca4c2/cryptography-46.0.7-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:ea42cbe97209df307fdc3b155f1b6fa2577c0defa8f1f7d3be7d31d189108ad4", size = 7179869, upload-time = "2026-04-08T01:56:17.157Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/45/6d80dc379b0bbc1f9d1e429f42e4cb9e1d319c7a8201beffd967c516ea01/cryptography-46.0.7-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b36a4695e29fe69215d75960b22577197aca3f7a25b9cf9d165dcfe9d80bc325", size = 4275492, upload-time = "2026-04-08T01:56:19.36Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/9a/1765afe9f572e239c3469f2cb429f3ba7b31878c893b246b4b2994ffe2fe/cryptography-46.0.7-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5ad9ef796328c5e3c4ceed237a183f5d41d21150f972455a9d926593a1dcb308", size = 4426670, upload-time = "2026-04-08T01:56:21.415Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/3e/af9246aaf23cd4ee060699adab1e47ced3f5f7e7a8ffdd339f817b446462/cryptography-46.0.7-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:73510b83623e080a2c35c62c15298096e2a5dc8d51c3b4e1740211839d0dea77", size = 4280275, upload-time = "2026-04-08T01:56:23.539Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/54/6bbbfc5efe86f9d71041827b793c24811a017c6ac0fd12883e4caa86b8ed/cryptography-46.0.7-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:cbd5fb06b62bd0721e1170273d3f4d5a277044c47ca27ee257025146c34cbdd1", size = 4928402, upload-time = "2026-04-08T01:56:25.624Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/cf/054b9d8220f81509939599c8bdbc0c408dbd2bdd41688616a20731371fe0/cryptography-46.0.7-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:420b1e4109cc95f0e5700eed79908cef9268265c773d3a66f7af1eef53d409ef", size = 4459985, upload-time = "2026-04-08T01:56:27.309Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/46/4e4e9c6040fb01c7467d47217d2f882daddeb8828f7df800cb806d8a2288/cryptography-46.0.7-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:24402210aa54baae71d99441d15bb5a1919c195398a87b563df84468160a65de", size = 3990652, upload-time = "2026-04-08T01:56:29.095Z" },
-    { url = "https://files.pythonhosted.org/packages/36/5f/313586c3be5a2fbe87e4c9a254207b860155a8e1f3cca99f9910008e7d08/cryptography-46.0.7-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:8a469028a86f12eb7d2fe97162d0634026d92a21f3ae0ac87ed1c4a447886c83", size = 4279805, upload-time = "2026-04-08T01:56:30.928Z" },
-    { url = "https://files.pythonhosted.org/packages/69/33/60dfc4595f334a2082749673386a4d05e4f0cf4df8248e63b2c3437585f2/cryptography-46.0.7-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:9694078c5d44c157ef3162e3bf3946510b857df5a3955458381d1c7cfc143ddb", size = 4892883, upload-time = "2026-04-08T01:56:32.614Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/0b/333ddab4270c4f5b972f980adef4faa66951a4aaf646ca067af597f15563/cryptography-46.0.7-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:42a1e5f98abb6391717978baf9f90dc28a743b7d9be7f0751a6f56a75d14065b", size = 4459756, upload-time = "2026-04-08T01:56:34.306Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/14/633913398b43b75f1234834170947957c6b623d1701ffc7a9600da907e89/cryptography-46.0.7-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:91bbcb08347344f810cbe49065914fe048949648f6bd5c2519f34619142bbe85", size = 4410244, upload-time = "2026-04-08T01:56:35.977Z" },
-    { url = "https://files.pythonhosted.org/packages/10/f2/19ceb3b3dc14009373432af0c13f46aa08e3ce334ec6eff13492e1812ccd/cryptography-46.0.7-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:5d1c02a14ceb9148cc7816249f64f623fbfee39e8c03b3650d842ad3f34d637e", size = 4674868, upload-time = "2026-04-08T01:56:38.034Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/bb/a5c213c19ee94b15dfccc48f363738633a493812687f5567addbcbba9f6f/cryptography-46.0.7-cp311-abi3-win32.whl", hash = "sha256:d23c8ca48e44ee015cd0a54aeccdf9f09004eba9fc96f38c911011d9ff1bd457", size = 3026504, upload-time = "2026-04-08T01:56:39.666Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/02/7788f9fefa1d060ca68717c3901ae7fffa21ee087a90b7f23c7a603c32ae/cryptography-46.0.7-cp311-abi3-win_amd64.whl", hash = "sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b", size = 3488363, upload-time = "2026-04-08T01:56:41.893Z" },
-    { url = "https://files.pythonhosted.org/packages/a7/7f/cd42fc3614386bc0c12f0cb3c4ae1fc2bbca5c9662dfed031514911d513d/cryptography-46.0.7-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:462ad5cb1c148a22b2e3bcc5ad52504dff325d17daf5df8d88c17dda1f75f2a4", size = 7165618, upload-time = "2026-04-08T01:57:10.645Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/d0/36a49f0262d2319139d2829f773f1b97ef8aef7f97e6e5bd21455e5a8fb5/cryptography-46.0.7-cp38-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:84d4cced91f0f159a7ddacad249cc077e63195c36aac40b4150e7a57e84fffe7", size = 4270628, upload-time = "2026-04-08T01:57:12.885Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/6c/1a42450f464dda6ffbe578a911f773e54dd48c10f9895a23a7e88b3e7db5/cryptography-46.0.7-cp38-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832", size = 4415405, upload-time = "2026-04-08T01:57:14.923Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/92/4ed714dbe93a066dc1f4b4581a464d2d7dbec9046f7c8b7016f5286329e2/cryptography-46.0.7-cp38-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:5e51be372b26ef4ba3de3c167cd3d1022934bc838ae9eaad7e644986d2a3d163", size = 4272715, upload-time = "2026-04-08T01:57:16.638Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/e6/a26b84096eddd51494bba19111f8fffe976f6a09f132706f8f1bf03f51f7/cryptography-46.0.7-cp38-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:cdf1a610ef82abb396451862739e3fc93b071c844399e15b90726ef7470eeaf2", size = 4918400, upload-time = "2026-04-08T01:57:19.021Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/08/ffd537b605568a148543ac3c2b239708ae0bd635064bab41359252ef88ed/cryptography-46.0.7-cp38-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:1d25aee46d0c6f1a501adcddb2d2fee4b979381346a78558ed13e50aa8a59067", size = 4450634, upload-time = "2026-04-08T01:57:21.185Z" },
-    { url = "https://files.pythonhosted.org/packages/16/01/0cd51dd86ab5b9befe0d031e276510491976c3a80e9f6e31810cce46c4ad/cryptography-46.0.7-cp38-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:cdfbe22376065ffcf8be74dc9a909f032df19bc58a699456a21712d6e5eabfd0", size = 3985233, upload-time = "2026-04-08T01:57:22.862Z" },
-    { url = "https://files.pythonhosted.org/packages/92/49/819d6ed3a7d9349c2939f81b500a738cb733ab62fbecdbc1e38e83d45e12/cryptography-46.0.7-cp38-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:abad9dac36cbf55de6eb49badd4016806b3165d396f64925bf2999bcb67837ba", size = 4271955, upload-time = "2026-04-08T01:57:24.814Z" },
-    { url = "https://files.pythonhosted.org/packages/80/07/ad9b3c56ebb95ed2473d46df0847357e01583f4c52a85754d1a55e29e4d0/cryptography-46.0.7-cp38-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:935ce7e3cfdb53e3536119a542b839bb94ec1ad081013e9ab9b7cfd478b05006", size = 4879888, upload-time = "2026-04-08T01:57:26.88Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/c7/201d3d58f30c4c2bdbe9b03844c291feb77c20511cc3586daf7edc12a47b/cryptography-46.0.7-cp38-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:35719dc79d4730d30f1c2b6474bd6acda36ae2dfae1e3c16f2051f215df33ce0", size = 4449961, upload-time = "2026-04-08T01:57:29.068Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/ef/649750cbf96f3033c3c976e112265c33906f8e462291a33d77f90356548c/cryptography-46.0.7-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:7bbc6ccf49d05ac8f7d7b5e2e2c33830d4fe2061def88210a126d130d7f71a85", size = 4401696, upload-time = "2026-04-08T01:57:31.029Z" },
-    { url = "https://files.pythonhosted.org/packages/41/52/a8908dcb1a389a459a29008c29966c1d552588d4ae6d43f3a1a4512e0ebe/cryptography-46.0.7-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a1529d614f44b863a7b480c6d000fe93b59acee9c82ffa027cfadc77521a9f5e", size = 4664256, upload-time = "2026-04-08T01:57:33.144Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/fa/f0ab06238e899cc3fb332623f337a7364f36f4bb3f2534c2bb95a35b132c/cryptography-46.0.7-cp38-abi3-win32.whl", hash = "sha256:f247c8c1a1fb45e12586afbb436ef21ff1e80670b2861a90353d9b025583d246", size = 3013001, upload-time = "2026-04-08T01:57:34.933Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/f1/00ce3bde3ca542d1acd8f8cfa38e446840945aa6363f9b74746394b14127/cryptography-46.0.7-cp38-abi3-win_amd64.whl", hash = "sha256:506c4ff91eff4f82bdac7633318a526b1d1309fc07ca76a3ad182cb5b686d6d3", size = 3472985, upload-time = "2026-04-08T01:57:36.714Z" },
-    { url = "https://files.pythonhosted.org/packages/63/0c/dca8abb64e7ca4f6b2978769f6fea5ad06686a190cec381f0a796fdcaaba/cryptography-46.0.7-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:fc9ab8856ae6cf7c9358430e49b368f3108f050031442eaeb6b9d87e4dcf4e4f", size = 3476879, upload-time = "2026-04-08T01:57:38.664Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/ea/075aac6a84b7c271578d81a2f9968acb6e273002408729f2ddff517fed4a/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15", size = 4219700, upload-time = "2026-04-08T01:57:40.625Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/7b/1c55db7242b5e5612b29fc7a630e91ee7a6e3c8e7bf5406d22e206875fbd/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d02c738dacda7dc2a74d1b2b3177042009d5cab7c7079db74afc19e56ca1b455", size = 4385982, upload-time = "2026-04-08T01:57:42.725Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/da/9870eec4b69c63ef5925bf7d8342b7e13bc2ee3d47791461c4e49ca212f4/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65", size = 4219115, upload-time = "2026-04-08T01:57:44.939Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/72/05aa5832b82dd341969e9a734d1812a6aadb088d9eb6f0430fc337cc5a8f/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:3986ac1dee6def53797289999eabe84798ad7817f3e97779b5061a95b0ee4968", size = 4385479, upload-time = "2026-04-08T01:57:46.86Z" },
-    { url = "https://files.pythonhosted.org/packages/20/2a/1b016902351a523aa2bd446b50a5bc1175d7a7d1cf90fe2ef904f9b84ebc/cryptography-46.0.7-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:258514877e15963bd43b558917bc9f54cf7cf866c38aa576ebf47a77ddbc43a4", size = 3412829, upload-time = "2026-04-08T01:57:48.874Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/5c/59086b4aac5e879d38ddbcf74e4be7ade89cebc3eb199a55da998c3bb46a/cryptography-50.0.0-cp311-abi3-macosx_11_0_arm64.whl", hash = "sha256:031e2d5dd4bb9caa3ca9c82e5a197fd8ae680232cee62603d1a813f3f07e3d03", size = 4001252, upload-time = "2026-07-31T14:23:33.331Z" },
+    { url = "https://files.pythonhosted.org/packages/57/ef/8f2df13c7216bcad3e1c74e07f6e193d93e998e114f524a53877c9af27ad/cryptography-50.0.0-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fd9192b7b70c573d7f214eb1ae35e00d359f6f5e4b27c7e21e30de1fc6204645", size = 4719554, upload-time = "2026-07-31T14:23:35.611Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/41/029086c34d91052fc3b88bcc8056f709a7c915c7a23b235a54eb800b1c97/cryptography-50.0.0-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:06a32a980526a6ab9a4b9bf8f7385800791e2bb960903cb6b530e4817509a3b7", size = 4702130, upload-time = "2026-07-31T14:23:37.635Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/ff/b6ce0954962e7f7b969f850a883744197bb3910bdfd7b6da162eab7d9f68/cryptography-50.0.0-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:a1b30560f2acc95aa8b2e06e716a13dbfc97314747b80d9707e307f77b40d6b3", size = 4725244, upload-time = "2026-07-31T14:23:39.471Z" },
+    { url = "https://files.pythonhosted.org/packages/06/1e/63a1027cb7fec360a182208e1b7767d5aa1fe57be3d6aa856e69a321edc0/cryptography-50.0.0-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:8d89f3976b10b4ce31118de72329025f70d2c6ead14a8217c5514dd2c6d5a78f", size = 5342265, upload-time = "2026-07-31T14:23:41.286Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/72/a1116d683a6d7ece94590013882515de087edf9ef0e6292aae615a44df73/cryptography-50.0.0-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:b42a28c1844fd9de8f3f7d540e36b66f3a9c83fceac7170ebc7a6a19edd9dcae", size = 4734609, upload-time = "2026-07-31T14:23:43.139Z" },
+    { url = "https://files.pythonhosted.org/packages/15/37/36a9c479bbe49acea2636c7fd3360d20f7b7e079c300352011c44850b181/cryptography-50.0.0-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:900131fafd8aead39ac7dd3a7e833be754c17a95cfd91221636949fe4eb0aa8a", size = 4356517, upload-time = "2026-07-31T14:23:44.939Z" },
+    { url = "https://files.pythonhosted.org/packages/32/98/8a151d64367204cbc63ec65d37502f1d9c53cf4bfc6ec3c532614dbec60d/cryptography-50.0.0-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:07949c449a1abcf60d1ee6e88956d89404c7df3c8258f46589e912988e551987", size = 4724529, upload-time = "2026-07-31T14:23:46.93Z" },
+    { url = "https://files.pythonhosted.org/packages/22/f6/ec13b470172126464a86bf54d2294a46d29837fc51ba3e45d4047946fb5e/cryptography-50.0.0-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:f89831ef99dd7dd169ab06d63a831adb9e20a87aac6d380266bbda5823349169", size = 5299852, upload-time = "2026-07-31T14:23:48.851Z" },
+    { url = "https://files.pythonhosted.org/packages/da/3a/f05e32c99d440c9bb891ea0e36c9091891e36be5a9a87ab2ee6ea20729f6/cryptography-50.0.0-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:82148ec5bddac30b51a5b3c1945075f896fa022cb93f8e4a01e9f6ee95292c5f", size = 4734462, upload-time = "2026-07-31T14:23:50.861Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/dc/bd72b26be8953f80625f63151efd38eee71c76ca6cf591c08ff34615a79e/cryptography-50.0.0-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:1489e263a8048bb8b6a8bac662eb2d402ea5d2b7b4699b72f385f1e2772db105", size = 4852708, upload-time = "2026-07-31T14:23:52.715Z" },
+    { url = "https://files.pythonhosted.org/packages/27/20/c930314a2ab476d15dec966ec87e2e9637bb02b06106b12c0396c57bb603/cryptography-50.0.0-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:7cec5b856506da6defb290f30c9ee687d5f5e8cb0bd3f6459dde43b0b4fa40ef", size = 5004179, upload-time = "2026-07-31T14:23:54.887Z" },
+    { url = "https://files.pythonhosted.org/packages/32/2e/c9db68a0c4bfa28e310707527c0ee3a2bd254104d2e02e68f368e197aa4c/cryptography-50.0.0-cp311-abi3-win_amd64.whl", hash = "sha256:bd1c592e4d5974f0d08d4888e432157adba757c66da0246918e43677fafa2d30", size = 3840395, upload-time = "2026-07-31T14:23:56.677Z" },
+    { url = "https://files.pythonhosted.org/packages/03/37/73d005be173aff344af30e9fd2a576575cb2391a7101d9cd3842e1fa8cce/cryptography-50.0.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ccdc4a71a4dabae05de219404f9f4abc38e3b58422177ff93d0da05967dafa07", size = 4036009, upload-time = "2026-07-31T14:24:24.122Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/c6/7a6202a534e32103a285b7834a120869557fe198d51d7cfe59754c8bda9c/cryptography-50.0.0-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:910e1d2668e7de9648f2bcee30e180db2a6b15c30f887d7c4c93ddf96e3992e3", size = 4745252, upload-time = "2026-07-31T14:24:26.118Z" },
+    { url = "https://files.pythonhosted.org/packages/85/4f/0fa8c2f4428198f15d9ff8d63400e27afbf94ce833f6108da1eb3753f945/cryptography-50.0.0-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a91296cb61e8df6f86d0c19cc4068228da256bf59bf86049fbd821084565327f", size = 4728939, upload-time = "2026-07-31T14:24:27.994Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/63/54dd723490ba2dc09b299682c10b38db38f159728bcaae8c591b8af2f22d/cryptography-50.0.0-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:e722f16708d854fe924790e051061f6704a472c3bac347b6fd88033ea8dd0dc5", size = 4748483, upload-time = "2026-07-31T14:24:30.254Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/dd/7c77d26285cc7f6991efce64a0f5b4f9383bfa5dd8c5033003eaf7db4cdb/cryptography-50.0.0-cp39-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:d764dcf130c428ef66786f866dd750f53182bc608813489915e9fc106bb0c82f", size = 5367599, upload-time = "2026-07-31T14:24:32.457Z" },
+    { url = "https://files.pythonhosted.org/packages/46/c9/f60aed34c013f317f92817b6c171c2d22a78270fa41109bd4b08af26b194/cryptography-50.0.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:105110f43a471dbd0060b9c9516cb8a6a79233631a04cc2ba16f28323ac6e025", size = 4762647, upload-time = "2026-07-31T14:24:34.599Z" },
+    { url = "https://files.pythonhosted.org/packages/be/f3/f9a0173b139372c3a48ed98154b45cc6b9de17c789d5ab552e621c293609/cryptography-50.0.0-cp39-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:828743d939e9629bc267b8e2d08d8bb67cd4319c771a33d4b18b22dd8fb7440a", size = 4385197, upload-time = "2026-07-31T14:24:36.647Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/36/83bb81f6e569bc38e1e4a7bc80f29b46bb9601920bc455fc8e888f5d5742/cryptography-50.0.0-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:2a8183b489dc1f7f80f135780fadc1108f14b31b8a40411c7a5b17425f65f28b", size = 4748095, upload-time = "2026-07-31T14:24:39.493Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/16/d3008eff98c764979865834c3d386d4fd041b5f52e7f34fc29ac1a5eb515/cryptography-50.0.0-cp39-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:6e7d61120573a7f2cd94cc095f9e81f6967c61ccdf194285aa143ecec8e0b708", size = 5325948, upload-time = "2026-07-31T14:24:41.556Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/f8/d97f9603efda3888187bfdb893f26c41be4735c10631d05d284ee6b047c4/cryptography-50.0.0-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:37fdb0d0111f1e2ff07139dfb79f1b49531f8e213c46f1163dd7642979b58c47", size = 4762400, upload-time = "2026-07-31T14:24:43.636Z" },
+    { url = "https://files.pythonhosted.org/packages/64/a2/4615c8f7d81a00b1d6e6afe19f694e1543582349fb5f4076f6cb5dc36485/cryptography-50.0.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:c87f62a3d3b9888ed0fdde100ec06aa61ca9cd44bad9057d1dff9a516b5f5bb9", size = 4878208, upload-time = "2026-07-31T14:24:45.522Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/1a/efcfb02f91407149a0dacffffab791f7e19bf6385f63b3666dc8b5e5c9c8/cryptography-50.0.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:65c2c3add92b45fd0709db8594536aea39c2a67af0e27ffcf049c498501140b7", size = 5037050, upload-time = "2026-07-31T14:24:47.697Z" },
+    { url = "https://files.pythonhosted.org/packages/57/30/4a22984d4f1bdfb8c054f07a92bc176b97a3134cc1d6c4b3bffb1f3688b4/cryptography-50.0.0-cp39-abi3-win_amd64.whl", hash = "sha256:d24fead1d4d076e1bfb006dcec392074a3cd8d7b4fc8a595aa64073b2b7a96ba", size = 3874135, upload-time = "2026-07-31T14:24:50.085Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/3e/e54cde8c01631a5a8226ccd617eab9e57fd5cfdad90f1a9e6bb570794631/cryptography-50.0.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:5e34edd123674534acd70147f0ca331eaa2c74e6325fb2028c886aa26ba0b68c", size = 3963170, upload-time = "2026-07-31T14:24:51.968Z" },
+    { url = "https://files.pythonhosted.org/packages/01/b6/0b9e125e90f3d2dcf599a218a899cda7326a3158cfa258723f0b398b08f6/cryptography-50.0.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:8eb5e1172eb569ea8a872796576e6a67c276351728b6455d5beb01242b027c6a", size = 4692441, upload-time = "2026-07-31T14:24:53.743Z" },
+    { url = "https://files.pythonhosted.org/packages/53/c9/a5151588710785a96d7bc4de27d4cd62f263bbbcb203cfe29df537eb6505/cryptography-50.0.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:910d11e1a385c654bf738bf3e6b8e6ed5de0f5610fcae2be9e5b398d8081d20e", size = 4699810, upload-time = "2026-07-31T14:24:55.746Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/1a/15b92b25eb6ce3089cd49377ae990a0f3ad485a510f968aed1f19dbdcdf2/cryptography-50.0.0-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:62598a8a57f815db4c6259a4e97d857dab56697e7de8e8ab02352ab74da1995d", size = 4691924, upload-time = "2026-07-31T14:24:58.082Z" },
+    { url = "https://files.pythonhosted.org/packages/62/15/219075012ab13e8905f3cd572204f4acb4b111df787104346b9bc0cea789/cryptography-50.0.0-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:07479a1cb08219ab719147e742e76090c9c773321959bb94946fffdd397a6437", size = 4699593, upload-time = "2026-07-31T14:24:59.951Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/b5/c2c5fce26f0ee40d21bafe7f191d29a34b35a65ac4fe8a1191d1983612e9/cryptography-50.0.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c99c003e088647b8a5b7c145d6f78c335f6348332b62e142d411c4b63d1460b9", size = 3813796, upload-time = "2026-07-31T14:25:02.298Z" },
 ]
 
 [[package]]
@@ -2166,15 +2202,17 @@ wheels = [
 
 [[package]]
 name = "darabonba-core"
-version = "1.0.5"
+version = "1.0.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
     { name = "alibabacloud-tea" },
     { name = "requests" },
+    { name = "websocket-client" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/f5/83/9321ccdb7a800c2cb97d8fa34bead5f20141f27f804594fd1fd815c4cd07/darabonba_core-1.0.8.tar.gz", hash = "sha256:f1661960b368e342d3d36434be82d264b70a01c49e843921d8a4dacd217376ae", size = 27604, upload-time = "2026-07-13T02:07:34.093Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/66/d3/a7daaee544c904548e665829b51a9fa2572acb82c73ad787a8ff90273002/darabonba_core-1.0.5-py3-none-any.whl", hash = "sha256:671ab8dbc4edc2a8f88013da71646839bb8914f1259efc069353243ef52ea27c", size = 24580, upload-time = "2025-12-12T07:53:59.494Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/88/38800ca22f39a31fdb75c7b2867c61d3af5e2792cee0b72942a639c88a79/darabonba_core-1.0.8-py3-none-any.whl", hash = "sha256:ac093fdd40f88f2f9dfbbbfd7bc143495a3cb031f35b397c98d24edfa6b69483", size = 30957, upload-time = "2026-07-13T02:07:33.138Z" },
 ]
 
 [[package]]
@@ -3327,14 +3365,14 @@ wheels = [
 
 [[package]]
 name = "httplib2"
-version = "0.31.2"
+version = "0.32.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pyparsing" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c1/1f/e86365613582c027dda5ddb64e1010e57a3d53e99ab8a72093fa13d565ec/httplib2-0.31.2.tar.gz", hash = "sha256:385e0869d7397484f4eab426197a4c020b606edd43372492337c0b4010ae5d24", size = 250800, upload-time = "2026-01-23T11:04:44.165Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/84/f5/ccf58de92d61e3ad921119668f54ed36ca1d0cf5dcc5c1657dfb164fd78b/httplib2-0.32.0.tar.gz", hash = "sha256:48a0ef30a42db65d8f3399045e1d09ab0ba66e3b9efc360d07f80ea55d286025", size = 254283, upload-time = "2026-06-26T10:13:56.265Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2f/90/fd509079dfcab01102c0fdd87f3a9506894bc70afcf9e9785ef6b2b3aff6/httplib2-0.31.2-py3-none-any.whl", hash = "sha256:dbf0c2fa3862acf3c55c078ea9c0bc4481d7dc5117cae71be9514912cf9f8349", size = 91099, upload-time = "2026-01-23T11:04:42.78Z" },
+    { url = "https://files.pythonhosted.org/packages/33/a0/550eec327e5f5c7b732531c489f5307efec41f047b0d703bd4ca1e5ad2db/httplib2-0.32.0-py3-none-any.whl", hash = "sha256:dc6705cacdf3fb0a2aba7629fa33c90fd93e30035db0c157325826be177e4816", size = 93148, upload-time = "2026-06-26T10:13:54.985Z" },
 ]
 
 [[package]]
@@ -3357,6 +3395,134 @@ http2 = [
     { name = "h2" },
 ]
 
+[[package]]
+name = "huaweicloudsdkcore"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "defusedxml" },
+    { name = "pyasn1" },
+    { name = "pymongo" },
+    { name = "pyyaml" },
+    { name = "requests-toolbelt" },
+    { name = "simplejson" },
+    { name = "six" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e4/f5/65e90764ea3bbfef50fb68cd5e12340acf1f51e9276b11745fbf5feb7e0e/huaweicloudsdkcore-3.1.204-py3-none-any.whl", hash = "sha256:9ae17744795ebdc8ce9291373a3a27bf72e90aa98677cfce0ea9394376875a95", size = 69578, upload-time = "2026-07-09T09:01:59.715Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkcts"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/58/32/d06328e35375d4aa606719a27856cdf57b1f7fb0c49d4dfd22a9609dba19/huaweicloudsdkcts-3.1.204-py3-none-any.whl", hash = "sha256:9def561aa784a6ee13b46bfc96888cd1df5bfc42f8a89e60b42c91c608bf6d60", size = 121768, upload-time = "2026-07-09T09:02:08.16Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkecs"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/66/f8e4a3b9ca70d3ea79c4d200f928ed9ffdf4910ac01be4864967408c8f18/huaweicloudsdkecs-3.1.204-py3-none-any.whl", hash = "sha256:dc5715d782c0260b901c793d009d5e632257acb04257b6f2c6631e415c589343", size = 765699, upload-time = "2026-07-09T09:02:39.272Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkelb"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/34/4b/9bdc7e2066419d967e9b812cfacfb9c4996a8e977dc39853309a3c1ac9e2/huaweicloudsdkelb-3.1.204-py3-none-any.whl", hash = "sha256:620247c2b2a7f20e7da8b18fe9c64e29972055f015bc35270fb5b43243dc4830", size = 1292397, upload-time = "2026-07-09T09:02:45.656Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkevs"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f7/cf/531dc55fd9d0f3bbd3eef24c7e4d78c6a1ba8eb80fa506e3574d72bcc98a/huaweicloudsdkevs-3.1.204-py3-none-any.whl", hash = "sha256:9118ac4c576e54aa7eaa926949e2b6824c5f038a2274b51d9a304d37fc0d7e2f", size = 251404, upload-time = "2026-07-09T09:02:50.05Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkiam"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f7/9a/7da0fbe9b83bc7a7f6d586366b81e829ed355a57419d2184b7dd51f8c2a3/huaweicloudsdkiam-3.1.204-py3-none-any.whl", hash = "sha256:0021e204f81ceef2640017e517adb72ba56c9ced03f071a0265b10bc9759badf", size = 1251350, upload-time = "2026-07-09T09:03:05.467Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkkms"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/28/3a/7392617d585cb2005f7d9ade0b0e0e493a7a88daf56e8dc39e4e219cc5d0/huaweicloudsdkkms-3.1.204-py3-none-any.whl", hash = "sha256:378986f33113ce99f445ef318d1c7dda89e361d16c008e5ef9793981d8385376", size = 275690, upload-time = "2026-07-09T09:03:29.833Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkobs"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/49/28a09e1e33d1c039be22ee4171efaa739351653c7aa88d3a2f7a78d90217/huaweicloudsdkobs-3.1.204-py3-none-any.whl", hash = "sha256:8c5830fa30293185964d98e524887fc510c8e17ca2fadb4563dad10910f37b13", size = 235360, upload-time = "2026-07-09T09:03:52.171Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkrds"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/18/7d/721f162c46e3de604a73674223bf6c6bc6cf7ade25b3751a71288f4dd122/huaweicloudsdkrds-3.1.204-py3-none-any.whl", hash = "sha256:a790b5b3c457a608e5679c101f463b4d037dd9a8a66f6e46144a9e5a4b37780f", size = 1626906, upload-time = "2026-07-09T09:04:06.936Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkvpc"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/b5/4baa27c3a275ea92806068e35e06f249a30add8dd57c777bb45841f63406/huaweicloudsdkvpc-3.1.204-py3-none-any.whl", hash = "sha256:c57d6b6d2f70deca91e86f7956b33fc9ac4991b431f0d608c3632231119f8970", size = 1124332, upload-time = "2026-07-09T09:04:39.797Z" },
+]
+
+[[package]]
+name = "huaweicloudsdkwaf"
+version = "3.1.204"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huaweicloudsdkcore" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9e/21/01590dce200be487756451f5e9efb99da7810688062d177e4b58d6062465/huaweicloudsdkwaf-3.1.204-py3-none-any.whl", hash = "sha256:b2355276e0029808f45e2d1bd3eb14b37d2da9417e61e642ffe0e2b748ca8283", size = 1337762, upload-time = "2026-07-09T09:04:43.688Z" },
+]
+
 [[package]]
 name = "humanfriendly"
 version = "10.0"
@@ -3920,21 +4086,21 @@ wheels = [
 
 [[package]]
 name = "microsoft-kiota-abstractions"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "opentelemetry-api" },
     { name = "opentelemetry-sdk" },
     { name = "std-uritemplate" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8f/94/37315b82a1bcc08145e5bc2af7396a4be8160ac138ec269611c3b9589b7a/microsoft_kiota_abstractions-1.9.9.tar.gz", hash = "sha256:5df9a8e0517a4568726c2cac6d9789284cc6ffa66043b68eba42ae55749fb861", size = 24468, upload-time = "2026-03-02T21:03:50.133Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/45/e1/39de28380fc0eddf12f66099469fb7561bc38f577ea06e3a074751ebbcd9/microsoft_kiota_abstractions-1.9.10.tar.gz", hash = "sha256:8eb62d64c35ad0eeb4e8bcdbb143c0b308dc4a494e757f8e44cb959d34f44ecf", size = 24473, upload-time = "2026-03-12T17:27:15.398Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/53/6a/7d5a1a8131f0eccc6b45839c091aa00ba29661854e7defaa7936cf342fa7/microsoft_kiota_abstractions-1.9.9-py3-none-any.whl", hash = "sha256:8d0a14eda42f3f0ccac2e9512227a338f69998dc9b782fd21cb8ca7c48302caa", size = 44453, upload-time = "2026-03-02T21:03:51.11Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/59/bf0cb26c80fbd3fa882df8474ad87e9dbd742656c376388c427c4e314171/microsoft_kiota_abstractions-1.9.10-py3-none-any.whl", hash = "sha256:cd169067ebe48e6feea1258630807034239e0c61c2abe5fd66896a58177e8f05", size = 44462, upload-time = "2026-03-12T17:27:16.532Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-authentication-azure"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -3943,14 +4109,14 @@ dependencies = [
     { name = "opentelemetry-api" },
     { name = "opentelemetry-sdk" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ca/ce/5ae8b37ee4a50f0ed5e092c2d0105d60b592e6102a190959f76658a0994c/microsoft_kiota_authentication_azure-1.9.9.tar.gz", hash = "sha256:aca5e7dc8a0a28224f9025a479349ac2f9aaf166bfd6bc707f232658b45eec28", size = 5000, upload-time = "2026-03-02T21:04:02.355Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d5/53/7760f979c141ec590f0c1cfcb92b3e410eb2909cc19feb42f3fce78db171/microsoft_kiota_authentication_azure-1.9.10.tar.gz", hash = "sha256:b9f10a9fa86e36114abfee448d2dab91a502d6a55d349a306e2e41a1218fe1ad", size = 4999, upload-time = "2026-03-12T17:27:26.323Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/98/de/dc504324b776d00a420886cc6f39e04be2cf48cab0e9b18f8450a5efcc29/microsoft_kiota_authentication_azure-1.9.9-py3-none-any.whl", hash = "sha256:73dc21a1a2861ea78a135327291db3322e2255542a18b311dd03fd908342e902", size = 6951, upload-time = "2026-03-02T21:04:03.18Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/4a/e7852f9358d897ada1eec4e825c815761befe36df4defa79f1ae6c7b588c/microsoft_kiota_authentication_azure-1.9.10-py3-none-any.whl", hash = "sha256:b5d98b0d17173c61c0c7ab4274ea4ca69253b3c13424137758034506694964e9", size = 6961, upload-time = "2026-03-12T17:27:27.238Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-http"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx", extra = ["http2"] },
@@ -3958,57 +4124,57 @@ dependencies = [
     { name = "opentelemetry-api" },
     { name = "opentelemetry-sdk" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/5d/3f/fc18eb0d1d845daf6355fd54fd990af7f7e10043ef6a6da39b9e5981cbaf/microsoft_kiota_http-1.9.9.tar.gz", hash = "sha256:ae672b145df71b644f8da0951767a12a4ce47a40576d86eba19b7c22d9e160f9", size = 21493, upload-time = "2026-03-02T21:04:11.662Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a7/e5/20972b620bd8cca086c284e97b285d437c108a23fee122ad7b92bd246c1a/microsoft_kiota_http-1.9.10.tar.gz", hash = "sha256:af1838d091f76426c974897357093ed977ce66f1d808cb161c190de873bb5833", size = 21493, upload-time = "2026-03-12T17:27:35.393Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c4/6a/cc1b1055b4b6d4dfc1be7a71917c2f0ef19c070c6a18b16d3c1032d20925/microsoft_kiota_http-1.9.9-py3-none-any.whl", hash = "sha256:a5b1b217ac9afeb4054f12515417e3b1d2be12a9385a70a41d18d64379ea2e7e", size = 31945, upload-time = "2026-03-02T21:04:12.328Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/f4/78ce18330a626138b2ff6bb62574adac01e8b9ee87c1349ddfeb9cab0556/microsoft_kiota_http-1.9.10-py3-none-any.whl", hash = "sha256:6127032c8d94f8607e4d36d0822b88bc8689ab368b4c00d6c7beb7d2d0f2ab10", size = 31960, upload-time = "2026-03-12T17:27:36.1Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-serialization-form"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "microsoft-kiota-abstractions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ee/b4/18e9fce60a30c8b6ea0a6278fb81cf352127340d48df2d7c52ff1b579488/microsoft_kiota_serialization_form-1.9.9.tar.gz", hash = "sha256:3cdc8b172baec5b5282af72f2ce02715edcd23252ce0b5af96075256edd75114", size = 9015, upload-time = "2026-03-02T21:04:20.39Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/56/90/7e1a090a2099acae1a1baa9a0762214b73b63d9268369b510994f75f54e4/microsoft_kiota_serialization_form-1.9.10.tar.gz", hash = "sha256:4c6655d8cd479d1ada63fdfe6a272e50d87d7c8369dbc8e13833ba4787fc798b", size = 9012, upload-time = "2026-03-12T17:27:44.214Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0b/24/eb8436b882f1473bd0a868848d214df3df2d9b3db8e5422d111032f1114f/microsoft_kiota_serialization_form-1.9.9-py3-none-any.whl", hash = "sha256:1c426d4f0d463fc9215c41d7fa0f3dc5fe8d3c80573d555cf63ea67000148d84", size = 10718, upload-time = "2026-03-02T21:04:21.25Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/4c/5092fc896b34c21e8b9c03c63006b313a81e2377176a69c97aa6a9c8f5bb/microsoft_kiota_serialization_form-1.9.10-py3-none-any.whl", hash = "sha256:765d3f6408668f58bfdf892c32b45967c579d9131f3ba5a6b6868cb7ab956bfe", size = 10728, upload-time = "2026-03-12T17:27:45.103Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-serialization-json"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "microsoft-kiota-abstractions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b8/2f/d36eba916c00136da122d1701acb862c5b1f2e22b6dc6fa4e0f4abda2786/microsoft_kiota_serialization_json-1.9.9.tar.gz", hash = "sha256:9b27479427f49bbac15ead8e8ff0176e47fcdf81153611acc408f5f399342079", size = 9545, upload-time = "2026-03-02T21:04:29.177Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/67/0e/55afd533a764ba77da988b7ca4242c84867a3a25f2ff0bf4c2b24b5e8fca/microsoft_kiota_serialization_json-1.9.10.tar.gz", hash = "sha256:6063028f30dd67afa2db20a72d9bde5e5d26d468f8bdedadd1445cf7c7630e17", size = 9746, upload-time = "2026-03-12T17:27:53.015Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/7b/b3f606ef2dcbdebe12ae27004ed6e7542370cb2494265f11a8877a1de2d1/microsoft_kiota_serialization_json-1.9.9-py3-none-any.whl", hash = "sha256:bb80b93e81bab41dc142e9b254f79bf0b7b9fe49a796ca0c8e8691925bd3967f", size = 11210, upload-time = "2026-03-02T21:04:29.844Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/56/d14c0185c8092abde1a60ad2bdd4480bb2ddb551ce71c6de1e6133a4d8d1/microsoft_kiota_serialization_json-1.9.10-py3-none-any.whl", hash = "sha256:0545ae910160b19caaa8c30c90c7416e1966294fbd6cc5af01f0e116a18f223a", size = 11452, upload-time = "2026-03-12T17:27:53.909Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-serialization-multipart"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "microsoft-kiota-abstractions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/5f/44/24087f0fac7c5682c13c7fb61468a0c5a5185b9f243de3a99309aa6fcaa7/microsoft_kiota_serialization_multipart-1.9.9.tar.gz", hash = "sha256:f8730be6da5f6c63a6bf4ea310a9723b9998a47a04745887dc156d08f119a829", size = 5162, upload-time = "2026-03-02T21:04:48.1Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/24/34/eadc15c2a3131e2a76126f3112c32b73502cb5a335e2e40cac2877e5d843/microsoft_kiota_serialization_multipart-1.9.10.tar.gz", hash = "sha256:8f2da4f93e79b09f9738b6889685e47acfafcca870db94ab1d4cd233d69e4268", size = 5167, upload-time = "2026-03-12T17:28:18.507Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/61/db/6b988fdf771c3d07dff4a116176d575832daf2a43823444d145d71da5b61/microsoft_kiota_serialization_multipart-1.9.9-py3-none-any.whl", hash = "sha256:572e9cbafa2eb946452cdadfb019a4e9245768c0d61c3089d3436d4f5106c550", size = 6696, upload-time = "2026-03-02T21:04:48.98Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/40/345cbcee6c52b4261fedf4ae2ff8573aec47ce4ae2015ea8b57c75ef978b/microsoft_kiota_serialization_multipart-1.9.10-py3-none-any.whl", hash = "sha256:7cadc26483b567c738f926b044521569e0b797446053c9e8eab02269d4a81062", size = 6708, upload-time = "2026-03-12T17:28:19.397Z" },
 ]
 
 [[package]]
 name = "microsoft-kiota-serialization-text"
-version = "1.9.9"
+version = "1.9.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "microsoft-kiota-abstractions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a3/3c/d244ad08e03003134871698aa54de8243bcc61c0faf3ab114293bb76d6ad/microsoft_kiota_serialization_text-1.9.9.tar.gz", hash = "sha256:18bc0764dda4078a4c953300253344e05d0cdb9c17136f1a2f695d438cedb402", size = 7325, upload-time = "2026-03-02T21:04:37.567Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/74/a6/28a4a8d5c01f08e363135fc9585cab3c02d1b1a69c3c16032e6abb35dfed/microsoft_kiota_serialization_text-1.9.10.tar.gz", hash = "sha256:cfc433c2a95ea3c3ec43c8b09002fbf65c998c5c0571205df161fe0e9d5d8de7", size = 7326, upload-time = "2026-03-12T17:28:01.621Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f8/43f8d00fed6e090810d3ce0c05e06c23eaa5dee6e87ab1fb89d96ca9559f/microsoft_kiota_serialization_text-1.9.9-py3-none-any.whl", hash = "sha256:84418119d4929a76fde7f31e957e240e003bf145757838b9aa3a0f36dec1b789", size = 8885, upload-time = "2026-03-02T21:04:38.76Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/bf/dd36e4a6d1cff3f2d30f03e2479cd38210e32d4715bb6a9f0e2737f13604/microsoft_kiota_serialization_text-1.9.10-py3-none-any.whl", hash = "sha256:742890cfd4450d12f58d42da7cfa474fe1ee5d6442e016bf70ab76e5c876c0ea", size = 8896, upload-time = "2026-03-12T17:28:02.328Z" },
 ]
 
 [[package]]
@@ -4260,20 +4426,22 @@ wheels = [
 
 [[package]]
 name = "oci"
-version = "2.169.0"
+version = "2.184.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "certifi" },
     { name = "circuitbreaker" },
+    { name = "crc32c" },
     { name = "cryptography" },
+    { name = "pyjwt", extra = ["crypto"] },
     { name = "pyopenssl" },
     { name = "python-dateutil" },
     { name = "pytz" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/11/f4/3c2eddccc75dd06a692dbb3290f20f4bc733d99dc60de21f22d65efdeae4/oci-2.169.0.tar.gz", hash = "sha256:f3c5fff00b01783b5325ea7b13bf140053ec1e9f41da20bfb9c8a349ee7662fa", size = 16885837, upload-time = "2026-03-31T06:14:58.981Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/74/2d/fa5368cfabb868f4111c6978e8b5f66aa3a55076c40c1a59ac3081b0227b/oci-2.184.1.tar.gz", hash = "sha256:617dad69caf8dd6e521d224dbc3e8a8bc289906943a0214fd2c3419094e26435", size = 17990631, upload-time = "2026-08-11T11:01:26.194Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e4/bf/19643bd939ab595193779ee25c2c12aef8e9a54e0a68de5ed79f209702e3/oci-2.169.0-py3-none-any.whl", hash = "sha256:c71bb5143f307791082b3e33cc1545c2490a518cfed85ab1948ef5107c36d30b", size = 34460447, upload-time = "2026-03-31T06:14:51.373Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/63/5ae22e42aaf96a5da74dc2b9de449c78b4d7418cce621d5da723b3e49f32/oci-2.184.1-py3-none-any.whl", hash = "sha256:bd814e38a70da2190e721937455a08689ab13c0750bd2ef8dd0c98b2dc5a38ea", size = 36628063, upload-time = "2026-08-11T11:01:18.178Z" },
 ]
 
 [[package]]
@@ -4467,39 +4635,33 @@ wheels = [
 
 [[package]]
 name = "pillow"
-version = "12.2.0"
+version = "12.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8c/21/c2bcdd5906101a30244eaffc1b6e6ce71a31bd0742a01eb89e660ebfac2d/pillow-12.2.0.tar.gz", hash = "sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5", size = 46987819, upload-time = "2026-04-01T14:46:17.687Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/68/e1/748f5663efe6edcfc4e74b2b93edfb9b8b99b67f21a854c3ae416500a2d9/pillow-12.2.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:8be29e59487a79f173507c30ddf57e733a357f67881430449bb32614075a40ab", size = 5354347, upload-time = "2026-04-01T14:42:44.255Z" },
-    { url = "https://files.pythonhosted.org/packages/47/a1/d5ff69e747374c33a3b53b9f98cca7889fce1fd03d79cdc4e1bccc6c5a87/pillow-12.2.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:71cde9a1e1551df7d34a25462fc60325e8a11a82cc2e2f54578e5e9a1e153d65", size = 4695873, upload-time = "2026-04-01T14:42:46.452Z" },
-    { url = "https://files.pythonhosted.org/packages/df/21/e3fbdf54408a973c7f7f89a23b2cb97a7ef30c61ab4142af31eee6aebc88/pillow-12.2.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f490f9368b6fc026f021db16d7ec2fbf7d89e2edb42e8ec09d2c60505f5729c7", size = 6280168, upload-time = "2026-04-01T14:42:49.228Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/f1/00b7278c7dd52b17ad4329153748f87b6756ec195ff786c2bdf12518337d/pillow-12.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8bd7903a5f2a4545f6fd5935c90058b89d30045568985a71c79f5fd6edf9b91e", size = 8088188, upload-time = "2026-04-01T14:42:51.735Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/cf/220a5994ef1b10e70e85748b75649d77d506499352be135a4989c957b701/pillow-12.2.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3997232e10d2920a68d25191392e3a4487d8183039e1c74c2297f00ed1c50705", size = 6394401, upload-time = "2026-04-01T14:42:54.343Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/bd/e51a61b1054f09437acfbc2ff9106c30d1eb76bc1453d428399946781253/pillow-12.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e74473c875d78b8e9d5da2a70f7099549f9eb37ded4e2f6a463e60125bccd176", size = 7079655, upload-time = "2026-04-01T14:42:56.954Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/3d/45132c57d5fb4b5744567c3817026480ac7fc3ce5d4c47902bc0e7f6f853/pillow-12.2.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:56a3f9c60a13133a98ecff6197af34d7824de9b7b38c3654861a725c970c197b", size = 6503105, upload-time = "2026-04-01T14:42:59.847Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/2e/9df2fc1e82097b1df3dce58dc43286aa01068e918c07574711fcc53e6fb4/pillow-12.2.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:90e6f81de50ad6b534cab6e5aef77ff6e37722b2f5d908686f4a5c9eba17a909", size = 7203402, upload-time = "2026-04-01T14:43:02.664Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/2e/2941e42858ebb67e50ae741473de81c2984e6eff7b397017623c676e2e8d/pillow-12.2.0-cp311-cp311-win32.whl", hash = "sha256:8c984051042858021a54926eb597d6ee3012393ce9c181814115df4c60b9a808", size = 6378149, upload-time = "2026-04-01T14:43:05.274Z" },
-    { url = "https://files.pythonhosted.org/packages/69/42/836b6f3cd7f3e5fa10a1f1a5420447c17966044c8fbf589cc0452d5502db/pillow-12.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:6e6b2a0c538fc200b38ff9eb6628228b77908c319a005815f2dde585a0664b60", size = 7082626, upload-time = "2026-04-01T14:43:08.557Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/88/549194b5d6f1f494b485e493edc6693c0a16f4ada488e5bd974ed1f42fad/pillow-12.2.0-cp311-cp311-win_arm64.whl", hash = "sha256:9a8a34cc89c67a65ea7437ce257cea81a9dad65b29805f3ecee8c8fe8ff25ffe", size = 2463531, upload-time = "2026-04-01T14:43:10.743Z" },
-    { url = "https://files.pythonhosted.org/packages/58/be/7482c8a5ebebbc6470b3eb791812fff7d5e0216c2be3827b30b8bb6603ed/pillow-12.2.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2d192a155bbcec180f8564f693e6fd9bccff5a7af9b32e2e4bf8c9c69dbad6b5", size = 5308279, upload-time = "2026-04-01T14:43:13.246Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/95/0a351b9289c2b5cbde0bacd4a83ebc44023e835490a727b2a3bd60ddc0f4/pillow-12.2.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421", size = 4695490, upload-time = "2026-04-01T14:43:15.584Z" },
-    { url = "https://files.pythonhosted.org/packages/de/af/4e8e6869cbed569d43c416fad3dc4ecb944cb5d9492defaed89ddd6fe871/pillow-12.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987", size = 6284462, upload-time = "2026-04-01T14:43:18.268Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/9e/c05e19657fd57841e476be1ab46c4d501bffbadbafdc31a6d665f8b737b6/pillow-12.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b86024e52a1b269467a802258c25521e6d742349d760728092e1bc2d135b4d76", size = 8094744, upload-time = "2026-04-01T14:43:20.716Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/54/1789c455ed10176066b6e7e6da1b01e50e36f94ba584dc68d9eebfe9156d/pillow-12.2.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7371b48c4fa448d20d2714c9a1f775a81155050d383333e0a6c15b1123dda005", size = 6398371, upload-time = "2026-04-01T14:43:23.443Z" },
-    { url = "https://files.pythonhosted.org/packages/43/e3/fdc657359e919462369869f1c9f0e973f353f9a9ee295a39b1fea8ee1a77/pillow-12.2.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:62f5409336adb0663b7caa0da5c7d9e7bdbaae9ce761d34669420c2a801b2780", size = 7087215, upload-time = "2026-04-01T14:43:26.758Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/f8/2f6825e441d5b1959d2ca5adec984210f1ec086435b0ed5f52c19b3b8a6e/pillow-12.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5", size = 6509783, upload-time = "2026-04-01T14:43:29.56Z" },
-    { url = "https://files.pythonhosted.org/packages/67/f9/029a27095ad20f854f9dba026b3ea6428548316e057e6fc3545409e86651/pillow-12.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5", size = 7212112, upload-time = "2026-04-01T14:43:32.091Z" },
-    { url = "https://files.pythonhosted.org/packages/be/42/025cfe05d1be22dbfdb4f264fe9de1ccda83f66e4fc3aac94748e784af04/pillow-12.2.0-cp312-cp312-win32.whl", hash = "sha256:58f62cc0f00fd29e64b29f4fd923ffdb3859c9f9e6105bfc37ba1d08994e8940", size = 6378489, upload-time = "2026-04-01T14:43:34.601Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/7b/25a221d2c761c6a8ae21bfa3874988ff2583e19cf8a27bf2fee358df7942/pillow-12.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:7f84204dee22a783350679a0333981df803dac21a0190d706a50475e361c93f5", size = 7084129, upload-time = "2026-04-01T14:43:37.213Z" },
-    { url = "https://files.pythonhosted.org/packages/10/e1/542a474affab20fd4a0f1836cb234e8493519da6b76899e30bcc5d990b8b/pillow-12.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:af73337013e0b3b46f175e79492d96845b16126ddf79c438d7ea7ff27783a414", size = 2463612, upload-time = "2026-04-01T14:43:39.421Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/b7/2437044fb910f499610356d1352e3423753c98e34f915252aafecc64889f/pillow-12.2.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0538bd5e05efec03ae613fd89c4ce0368ecd2ba239cc25b9f9be7ed426b0af1f", size = 5273969, upload-time = "2026-04-01T14:45:55.538Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/f4/8316e31de11b780f4ac08ef3654a75555e624a98db1056ecb2122d008d5a/pillow-12.2.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:394167b21da716608eac917c60aa9b969421b5dcbbe02ae7f013e7b85811c69d", size = 4659674, upload-time = "2026-04-01T14:45:58.093Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/37/664fca7201f8bb2aa1d20e2c3d5564a62e6ae5111741966c8319ca802361/pillow-12.2.0-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5d04bfa02cc2d23b497d1e90a0f927070043f6cbf303e738300532379a4b4e0f", size = 5288479, upload-time = "2026-04-01T14:46:01.141Z" },
-    { url = "https://files.pythonhosted.org/packages/49/62/5b0ed78fce87346be7a5cfcfaaad91f6a1f98c26f86bdbafa2066c647ef6/pillow-12.2.0-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0c838a5125cee37e68edec915651521191cef1e6aa336b855f495766e77a366e", size = 7032230, upload-time = "2026-04-01T14:46:03.874Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/28/ec0fc38107fc32536908034e990c47914c57cd7c5a3ece4d8d8f7ffd7e27/pillow-12.2.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4a6c9fa44005fa37a91ebfc95d081e8079757d2e904b27103f4f5fa6f0bf78c0", size = 5355404, upload-time = "2026-04-01T14:46:06.33Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/8b/51b0eddcfa2180d60e41f06bd6d0a62202b20b59c68f5a132e615b75aecf/pillow-12.2.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:25373b66e0dd5905ed63fa3cae13c82fbddf3079f2c8bf15c6fb6a35586324c1", size = 6002215, upload-time = "2026-04-01T14:46:08.83Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/60/5382c03e1970de634027cee8e1b7d39776b778b81812aaf45b694dfe9e28/pillow-12.2.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:bfa9c230d2fe991bed5318a5f119bd6780cda2915cca595393649fc118ab895e", size = 7080946, upload-time = "2026-04-01T14:46:11.734Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/c8/0a78b0e02d7ac54bc03e5321c9220da52f0c2ea83b21f7c40e7f3169c502/pillow-12.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:00808c5e14ef63ac5161091d242999076604ff74b883423a11e5d7bbb38bf756", size = 5392415, upload-time = "2026-07-01T11:53:47.162Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/5b/a02d30018abd97ced9f5a6c63d28597694a00d066516b9c1c6de45859fc9/pillow-12.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:37d6d0a00072fd2948eb22bce7e1475f34569d90c87c59f7a2ec59541b77f7a6", size = 4785266, upload-time = "2026-07-01T11:53:49.079Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/98/766667a4be768150a202836acd9fad19c06824ca86c4286d3cf6b274964e/pillow-12.3.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bcb46e2f9feff8d06323983bd83ed00c201fdcab3d74973e7072a889b3979fcd", size = 6263814, upload-time = "2026-07-01T11:53:51.32Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/2d/ede717bc1144f63886c21fd349bb95860b0d1a21149ff16f2bb362b612b6/pillow-12.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23d27a3e0307ec2244cc51e7287b919aa68d097504ebe19df4e76a98a3eea5bd", size = 6934408, upload-time = "2026-07-01T11:53:53.487Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/48/9c58b685e69d49c31af6c8eb9012055fab7e665785165c84796e2c73ce72/pillow-12.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4f883547d4b7f0495ebe7056b0cc2aea76094e7a4abc8e933540f3271df27d9c", size = 6337160, upload-time = "2026-07-01T11:53:55.457Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/fa/dc2a5c0ba6df93f67c31d34b808b7ce440b40cdbf96f0b81cde1d1e6fa93/pillow-12.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:236ff70b9312fb68943c703aa842ca6a758abfa45ac187a5e7c1452e96ef72b5", size = 7045172, upload-time = "2026-07-01T11:53:57.736Z" },
+    { url = "https://files.pythonhosted.org/packages/86/a5/444817a4d4c4c2417df00513086ca196f388d8f9ef40c2e4ccd1ad1af54b/pillow-12.3.0-cp311-cp311-win32.whl", hash = "sha256:10e41f0fbf1eec8cfd234b8fe17a4caac7c9d0db4c204d3c173a8f9f6ef3232b", size = 6472232, upload-time = "2026-07-01T11:53:59.767Z" },
+    { url = "https://files.pythonhosted.org/packages/63/c6/4bad1b18d132a50b27e1365e1ab163616f7a5bb56d330f66f9d1d9d4f9d4/pillow-12.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:8e95e1385e4998ae9694eeaa4730ba5457ff61185b3a55e2e7bea0880aef452a", size = 7233653, upload-time = "2026-07-01T11:54:02.066Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/16/00f91ab7760dc842f5aad55217e80fc4a7067a0604535249bc8a2d6d9870/pillow-12.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:ebaea975e03d3141d9d3a507df75c9b3ec90fa9d2ffd07567b3a978d9d790b26", size = 2568195, upload-time = "2026-07-01T11:54:04.622Z" },
+    { url = "https://files.pythonhosted.org/packages/37/bf/fb3ebff8ddcb76aac5a01389251bbbb9519922a9b520d8247c1ca864a25d/pillow-12.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965", size = 5345969, upload-time = "2026-07-01T11:54:06.397Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/66/9a386a92561f402389a4fc70c18838bf6d35eb5eb5c6850b4b2dc64f5048/pillow-12.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7", size = 4780323, upload-time = "2026-07-01T11:54:09.351Z" },
+    { url = "https://files.pythonhosted.org/packages/25/27/ac8f99618ffd3dde21db0f4d4b1d2ab00c0880595bfd17df103f7f39fd0c/pillow-12.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9", size = 6266838, upload-time = "2026-07-01T11:54:11.71Z" },
+    { url = "https://files.pythonhosted.org/packages/84/21/a35af28dcc61f37ed850a2d64c65c701321dfbf25085e469d5559360cbbf/pillow-12.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91", size = 6940830, upload-time = "2026-07-01T11:54:13.732Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/51/8b08617af3ad95e33ce6d7dd2c99ed6c8298f7fb131636303956be022e25/pillow-12.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c", size = 6344383, upload-time = "2026-07-01T11:54:15.756Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/72/cf78ac9780bb93c28328f408973845a309d4d145041665f734572ced1b52/pillow-12.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df", size = 7052934, upload-time = "2026-07-01T11:54:17.721Z" },
+    { url = "https://files.pythonhosted.org/packages/20/20/25e0f4dc178a6bc0696793720055519a0de89e7661dae886992decbd2f81/pillow-12.3.0-cp312-cp312-win32.whl", hash = "sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f", size = 6472684, upload-time = "2026-07-01T11:54:19.839Z" },
+    { url = "https://files.pythonhosted.org/packages/45/89/da2f7971a317f83d807fdd4065c0af40208e59e692cc43d315a71a0e96d1/pillow-12.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09", size = 7227137, upload-time = "2026-07-01T11:54:22.025Z" },
+    { url = "https://files.pythonhosted.org/packages/de/47/4845a0a6c0dbf1db8456bd9fc791f13c5ced7ced20606d08a0aacfd25b49/pillow-12.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510", size = 2568267, upload-time = "2026-07-01T11:54:24.051Z" },
+    { url = "https://files.pythonhosted.org/packages/75/18/2e8b40223153ccbc60df07f9e8928dc0c76202aa4e55ae9f53962b6510d6/pillow-12.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b3c777e849237620b022f7f297dd67705f9f5cf1685f09f02e46f93e92725468", size = 5302510, upload-time = "2026-07-01T11:56:25.736Z" },
+    { url = "https://files.pythonhosted.org/packages/46/3e/51fabf59d5ab801ceab709453d3ab6b180083496579549de4c45ced6528a/pillow-12.3.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:b343699e8308bdc51978310e1c959c584e7869cc8c40780058c87da7781a1e94", size = 4736058, upload-time = "2026-07-01T11:56:28.041Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/20/22fe9384b7949e25fb1293bcfc84fb82590ff4ea6b37c95b24d26d793d86/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbd139c8447d25dd750ab79ee274cc5e1fe80fc56340ab10b18a195e1b6eca3e", size = 5237776, upload-time = "2026-07-01T11:56:30.263Z" },
+    { url = "https://files.pythonhosted.org/packages/08/14/f6ba68107680ffa74b39985f3f30884e41318fbc4250caa423c79b4788bb/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e7e480451b9fa137494bccd3a7d69adbe8ac65a87d97be61e11f1b1050a5bac3", size = 5860358, upload-time = "2026-07-01T11:56:32.68Z" },
+    { url = "https://files.pythonhosted.org/packages/36/54/0169bc772ec491108b62f644f8ecf1fe5d8ae5ebafde2ee2142210166903/pillow-12.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:04f01d28a6aaff387bf842a13be313df23ba0597a44f1a976c9feb3c6ff4711a", size = 7231786, upload-time = "2026-07-01T11:56:35.046Z" },
 ]
 
 [[package]]
@@ -4673,8 +4835,8 @@ wheels = [
 
 [[package]]
 name = "prowler"
-version = "5.35.0"
-source = { git = "https://github.com/prowler-cloud/prowler.git?rev=master#f5ea116763aeffede9f399c8934fc280eaccd315" }
+version = "5.40.0"
+source = { git = "https://github.com/prowler-cloud/prowler.git?rev=master#b6e9967da6bebd6c7b8b237317a2a95e2e0c65bc" }
 dependencies = [
     { name = "alibabacloud-actiontrail20200706" },
     { name = "alibabacloud-credentials" },
@@ -4729,6 +4891,17 @@ dependencies = [
     { name = "google-api-python-client" },
     { name = "google-auth-httplib2" },
     { name = "h2" },
+    { name = "huaweicloudsdkcore" },
+    { name = "huaweicloudsdkcts" },
+    { name = "huaweicloudsdkecs" },
+    { name = "huaweicloudsdkelb" },
+    { name = "huaweicloudsdkevs" },
+    { name = "huaweicloudsdkiam" },
+    { name = "huaweicloudsdkkms" },
+    { name = "huaweicloudsdkobs" },
+    { name = "huaweicloudsdkrds" },
+    { name = "huaweicloudsdkvpc" },
+    { name = "huaweicloudsdkwaf" },
     { name = "jsonschema" },
     { name = "kingfisher-bin" },
     { name = "kubernetes" },
@@ -4762,7 +4935,7 @@ dependencies = [
 
 [[package]]
 name = "prowler-api"
-version = "1.37.0"
+version = "1.41.0"
 source = { virtual = "." }
 dependencies = [
     { name = "cartography" },
@@ -4978,25 +5151,24 @@ wheels = [
 
 [[package]]
 name = "py-ocsf-models"
-version = "0.8.1"
+version = "0.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cryptography" },
     { name = "email-validator" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f5/70/61e2f9ce3d7e83aa5339ed6ae17e473c15c7a36f161c6dbea0e939e3af0c/py_ocsf_models-0.8.1.tar.gz", hash = "sha256:c9045237857f951e073c9f9d1f57954c90d86875b469260725292d47f7a7d73c", size = 36540, upload-time = "2026-02-12T16:50:15.233Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/70/d6/f0787cbe953e3cf6ef4430f3cc7d66cbbaabe4b20cb82cc27cc2d21e622a/py_ocsf_models-0.10.0.tar.gz", hash = "sha256:29abaa5a3d4ebba0e2a21757508a4848fa5e1d57da233af57e580f97f0223c59", size = 36498, upload-time = "2026-07-13T07:05:44.448Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f9/18/63790884bf33f820e2c60f8d5038b5d6de967a03343ddf237c054e1d6d08/py_ocsf_models-0.8.1-py3-none-any.whl", hash = "sha256:061eb446c4171534c09a8b37f5a9d2a2fe9f87c5db32edbd1182446bc5fd097e", size = 64354, upload-time = "2026-02-12T16:50:12.983Z" },
+    { url = "https://files.pythonhosted.org/packages/75/56/eca45ec87a02f930cc7eaa7cb36660f69fb00c3d77bb4a84bb92d6c94c25/py_ocsf_models-0.10.0-py3-none-any.whl", hash = "sha256:a9d1e245b1c9fba1d2cb8c042253ef1b83a2dbfec30ed69975bbce599b4510bb", size = 64334, upload-time = "2026-07-13T07:05:42.93Z" },
 ]
 
 [[package]]
 name = "pyasn1"
-version = "0.6.3"
+version = "0.6.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5c/5f/6583902b6f79b399c9c40674ac384fd9cd77805f9e6205075f828ef11fb2/pyasn1-0.6.3.tar.gz", hash = "sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf", size = 148685, upload-time = "2026-03-17T01:06:53.382Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a4/9a/23310166d960def5897e91fe20e5b724601b02a22e84ba1f94232c0b7f67/pyasn1-0.6.4.tar.gz", hash = "sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81", size = 151262, upload-time = "2026-07-09T01:12:33.988Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/a0/7d793dce3fa811fe047d6ae2431c672364b462850c6235ae306c0efd025f/pyasn1-0.6.3-py3-none-any.whl", hash = "sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde", size = 83997, upload-time = "2026-03-17T01:06:52.036Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/3b/6163796d69c3977d1e4287bea4a6979161cbbdd170ebb430511e8e1999ce/pyasn1-0.6.4-py3-none-any.whl", hash = "sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b", size = 84410, upload-time = "2026-07-09T01:12:32.92Z" },
 ]
 
 [[package]]
@@ -5187,6 +5359,37 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2e/ff/7f52c1461d8ceaefa989d2700a027f84427879bb7571145bbffdec5d5f4a/pylint-3.2.5-py3-none-any.whl", hash = "sha256:32cd6c042b5004b8e857d727708720c54a676d1e22917cf1a2df9b4d4868abd6", size = 519603, upload-time = "2024-06-28T13:10:23.526Z" },
 ]
 
+[[package]]
+name = "pymongo"
+version = "4.15.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/22/f5/c0c6732fbd358b75a07e17d7e588fd23d481b9812ca96ceeff90bbf879fc/pymongo-4.15.1.tar.gz", hash = "sha256:b9f379a4333dc3779a6bf7adfd077d4387404ed1561472743486a9c58286f705", size = 2470613, upload-time = "2025-09-16T16:39:47.24Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c9/da/89066930a70b4299844f1155fc23baaa7e30e77c8a0cbf62a2ae06ee34a5/pymongo-4.15.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:363445cc0e899b9e55ac9904a868c8a16a6c81f71c48dbadfd78c98e0b54de27", size = 865410, upload-time = "2025-09-16T16:38:16.279Z" },
+    { url = "https://files.pythonhosted.org/packages/99/8f/a1d0402d52e5ebd14283718abefdc0c16f308cf10bee56cdff04b1f5119b/pymongo-4.15.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:da0a13f345f4b101776dbab92cec66f0b75015df0b007b47bd73bfd0305cc56a", size = 865695, upload-time = "2025-09-16T16:38:18.015Z" },
+    { url = "https://files.pythonhosted.org/packages/53/38/d1ef69028923f86fd00638d9eb16400d4e60a89eabd2011fe631fd3186cf/pymongo-4.15.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9481a492851e432122a83755d4e69c06aeb087bbf8370bac9f96d112ac1303fd", size = 1434758, upload-time = "2025-09-16T16:38:20.141Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/eb/a8d5dff748a2dd333610b2e4c8120b623e38ea2b5e30ad190d0ce2803840/pymongo-4.15.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:625dec3e9cd7c3d336285a20728c01bfc56d37230a99ec537a6a8625af783a43", size = 1485716, upload-time = "2025-09-16T16:38:21.607Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/d4/17ba457a828b733182ddc01a202872fef3006eed6b54450b20dc95a2f77d/pymongo-4.15.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:26a31af455bffcc64537a7f67e2f84833a57855a82d05a085a1030c471138990", size = 1460160, upload-time = "2025-09-16T16:38:23.509Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/25/42b8662c09f5ca9c81d18d160f48e58842e0fa4c314ea02613c5e5d54542/pymongo-4.15.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea4415970d2a074d5890696af10e174d84cb735f1fa7673020c7538431e1cb6e", size = 1439284, upload-time = "2025-09-16T16:38:25.248Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/bb/46b9d978161828eb91973bd441a3f05f73c789203e976332a8de2832d5db/pymongo-4.15.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:51ee050a2e026e2b224d2ed382830194be20a81c78e1ef98f467e469071df3ac", size = 1407933, upload-time = "2025-09-16T16:38:27.045Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/55/bd5af98f675001f4b06f7314b3918e45809424a7ad3510f823f6703cd8f2/pymongo-4.15.1-cp311-cp311-win32.whl", hash = "sha256:9aef07d33839f6429dc24f2ef36e4ec906979cb4f628c57a1c2676cc66625711", size = 844328, upload-time = "2025-09-16T16:38:28.513Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/78/90989a290dd458ed43a8a04fa561ac9c7b3391f395cdacd42e21f0f22ce4/pymongo-4.15.1-cp311-cp311-win_amd64.whl", hash = "sha256:8ea6e5ff4d6747e7b64966629a964db3089e9c1e0206d8f9cc8720c90f5a7af1", size = 858951, upload-time = "2025-09-16T16:38:30.074Z" },
+    { url = "https://files.pythonhosted.org/packages/de/bb/d4d23f06e166cd773f2324cff73841a62d78a1ad16fb799cf7c5490ce32c/pymongo-4.15.1-cp311-cp311-win_arm64.whl", hash = "sha256:bb783d9001b464a6ef3ee76c30ebbb6f977caee7bbc3a9bb1bd2ff596e818c46", size = 848290, upload-time = "2025-09-16T16:38:31.741Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/31/bc4525312083706a59fffe6e8de868054472308230fdee8db0c452c2b831/pymongo-4.15.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bab357c5ff36ba2340dfc94f3338ef399032089d35c3d257ce0c48630b7848b2", size = 920261, upload-time = "2025-09-16T16:38:33.614Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/55/4d99aec625494f21151b8b31e12e06b8ccd3b9dcff609b0dd1acf9bbbc0e/pymongo-4.15.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:46d1af3eb2c274f07815372b5a68f99ecd48750e8ab54d5c3ff36a280fb41c8e", size = 919956, upload-time = "2025-09-16T16:38:35.121Z" },
+    { url = "https://files.pythonhosted.org/packages/be/60/8f1afa41521df950e13f6490ecdef48155fc63b78f926e7649045e07afd1/pymongo-4.15.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7dc31357379318881186213dc5fc49b62601c955504f65c8e72032b5048950a1", size = 1698596, upload-time = "2025-09-16T16:38:36.586Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/3f/e48d50ee8d6aa0a4cda7889dd73076ec2ab79a232716a5eb0b9df070ffcf/pymongo-4.15.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:12140d29da1ecbaefee2a9e65433ef15d6c2c38f97bc6dab0ff246a96f9d20cd", size = 1762833, upload-time = "2025-09-16T16:38:38.09Z" },
+    { url = "https://files.pythonhosted.org/packages/63/87/db976859efc617f608754e051e1468459d9a818fe1ad5d0862e8af57720b/pymongo-4.15.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cf193d2dcd91fa1d1dfa1fd036a3b54f792915a4842d323c0548d23d30461b59", size = 1731875, upload-time = "2025-09-16T16:38:39.742Z" },
+    { url = "https://files.pythonhosted.org/packages/18/59/3643ad52a5064ad3ef8c32910de6da28eb658234c25f2db5366f16bffbfb/pymongo-4.15.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2c0bdcf4d57e4861ed323ba430b585ad98c010a83e46cb8aa3b29c248a82be1", size = 1701853, upload-time = "2025-09-16T16:38:41.333Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/96/441c190823f855fc6445ea574b39dca41156acf723c5e6a69ee718421700/pymongo-4.15.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:43fcfc19446e0706bbfe86f683a477d1e699b02369dd9c114ec17c7182d1fe2b", size = 1660978, upload-time = "2025-09-16T16:38:42.877Z" },
+    { url = "https://files.pythonhosted.org/packages/47/49/bd7e783fb78aaf9bdaa3f88cc238449be5bc5546e930ec98845ef235f809/pymongo-4.15.1-cp312-cp312-win32.whl", hash = "sha256:e5fedea0e7b3747da836cd5f88b0fa3e2ec5a394371f9b6a6b15927cfeb5455d", size = 891175, upload-time = "2025-09-16T16:38:44.658Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/28/7de5858bdeaa07ea4b277f9eb06123ea358003659fe55e72e4e7c898b321/pymongo-4.15.1-cp312-cp312-win_amd64.whl", hash = "sha256:330a17c1c89e2c3bf03ed391108f928d5881298c17692199d3e0cdf097a20082", size = 910619, upload-time = "2025-09-16T16:38:46.124Z" },
+    { url = "https://files.pythonhosted.org/packages/17/87/c39f4f8415e7c65f8b66413f53a9272211ff7dfe78a5128b27027bf88864/pymongo-4.15.1-cp312-cp312-win_arm64.whl", hash = "sha256:756b7a2a80ec3dd5b89cd62e9d13c573afd456452a53d05663e8ad0c5ff6632b", size = 896229, upload-time = "2025-09-16T16:38:48.563Z" },
+]
+
 [[package]]
 name = "pymsalruntime"
 version = "0.18.1"
@@ -5223,15 +5426,15 @@ wheels = [
 
 [[package]]
 name = "pyopenssl"
-version = "26.0.0"
+version = "26.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cryptography" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8e/11/a62e1d33b373da2b2c2cd9eb508147871c80f12b1cacde3c5d314922afdd/pyopenssl-26.0.0.tar.gz", hash = "sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc", size = 185534, upload-time = "2026-03-15T14:28:26.353Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/e8/7325d258199b159eb2c03fe32107533e2832e70e63f4fb88a6aa00023201/pyopenssl-26.4.0.tar.gz", hash = "sha256:28dfcce0162b9211413e26dfbfdf1d24317fbeba18fc93c12400a1856b2a0bc7", size = 182046, upload-time = "2026-08-01T19:50:50.512Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fb/7d/d4f7d908fa8415571771b30669251d57c3cf313b36a856e6d7548ae01619/pyopenssl-26.0.0-py3-none-any.whl", hash = "sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81", size = 57969, upload-time = "2026-03-15T14:28:24.864Z" },
+    { url = "https://files.pythonhosted.org/packages/51/ad/2cf6d3fa2fae5c79e1ed9960c0d42badd0f94d81dd12b50604cdc839e648/pyopenssl-26.4.0-py3-none-any.whl", hash = "sha256:f0eb0cb2d581d3ad2b9c489468485e7f2ab6727d08401bcf9d824c3caddf3c1c", size = 56026, upload-time = "2026-08-01T19:50:48.94Z" },
 ]
 
 [[package]]
@@ -5556,6 +5759,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3b/5d/63d4ae3b9daea098d5d6f5da83984853c1bbacd5dc826764b249fe119d24/requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36", size = 24179, upload-time = "2024-03-22T20:32:28.055Z" },
 ]
 
+[[package]]
+name = "requests-toolbelt"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f3/61/d7545dafb7ac2230c70d38d31cbfe4cc64f7144dc41f6e4e4b78ecd9f5bb/requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6", size = 206888, upload-time = "2023-05-01T04:11:33.229Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/51/d4db610ef29373b879047326cbf6fa98b6c1969d6f6dc423279de2b1be2c/requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06", size = 54481, upload-time = "2023-05-01T04:11:28.427Z" },
+]
+
 [[package]]
 name = "requestsexceptions"
 version = "1.4.0"
@@ -5774,6 +5989,37 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/c5/06/c6dcc975a1e7d89bc764fd271da8138b318e18080b48e7f1acd2ab63df28/shodan-1.31.0.tar.gz", hash = "sha256:c73275386ea02390e196c35c660706a28dd4d537c5a21eb387ab6236fac251f6", size = 57939, upload-time = "2023-12-17T01:42:02.426Z" }
 
+[[package]]
+name = "simplejson"
+version = "4.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0e/2a/54837395a3487c725669428d513293612a48d82b95a0642c936932e5d898/simplejson-4.1.1.tar.gz", hash = "sha256:c08eb9f7a90f77ae470e19a07472e9a79ebc0d1c2315d86a72767665bd5ba79f", size = 118860, upload-time = "2026-04-24T19:24:59.819Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/25/39013ffe279d90093ec1c848565b3683c586906c10fa55d9000ec29d046b/simplejson-4.1.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:2867c64d92abd1992c15666fae198203093f593e43d6b81adf176bae530d493a", size = 111538, upload-time = "2026-04-24T19:22:49.051Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/ae/2c272971c8a87e2539c54a98eb6ff037bee1e2e93943c3986cf7500a4f3a/simplejson-4.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4c47c46e16c8ea9e4850061e6ed5aa2b9cd2074cb2274bfd9c138cba15ce7453", size = 90594, upload-time = "2026-04-24T19:22:50.408Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/a2/6eebfb99dedc139f549200f61ade6d1890ac5707c5d427bdfa6fe39c9313/simplejson-4.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e294e33dbf316a9bbdd4030d46503c9b0f19470ae7ad6af5bae6c426bc2e869f", size = 90718, upload-time = "2026-04-24T19:22:51.694Z" },
+    { url = "https://files.pythonhosted.org/packages/80/7e/c9e6c0c4ad8415e64dad0c47f619b556b02680a41631b4dbc281d55dc54d/simplejson-4.1.1-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7ce252b28fddbdd83db5bd7d93dad2a8a591d7ada098afec9c1b23d6b722a7a4", size = 180901, upload-time = "2026-04-24T19:22:53.025Z" },
+    { url = "https://files.pythonhosted.org/packages/34/09/69e331e3994b1ed9be6ce9ace4ade704e7ed503edf869929ca7bb404eda8/simplejson-4.1.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c44ef6b02a4eb67ed17a72342341792149b3ff46f15426c26e970e49addf327", size = 178133, upload-time = "2026-04-24T19:22:54.574Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/40/ed806f24afef295c1032448f5ff6f6f2979392d5645ddb9f4fed7f38194d/simplejson-4.1.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:82bfca2b85a34178c25829c703f0a9e9f113a5af7539285bd3efb583a0bf1ba3", size = 188155, upload-time = "2026-04-24T19:22:56.044Z" },
+    { url = "https://files.pythonhosted.org/packages/38/94/8d6f515b827b0f7881a49c8c1ac6920b7ae9428939ef04238c973278b42a/simplejson-4.1.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0e4b23f71dd781f8830f1663dc01a4944d3dbf87a1f93d78fba1cf64722d0ccf", size = 176225, upload-time = "2026-04-24T19:22:57.981Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/fd/6dffb4956563d48bbe46b91ff341adae34920e94008fd6b8d728072abfc7/simplejson-4.1.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:82fee635d7b73ad801030b05a75fbd34a098da0c2ecf600667a03636d09e1e42", size = 185535, upload-time = "2026-04-24T19:22:59.618Z" },
+    { url = "https://files.pythonhosted.org/packages/de/d2/a509ee37763e79aec75d68f8521db1440306edeba3b8b4064ab4ee8bf1d9/simplejson-4.1.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:68e62eda21192c5ea9bb92d571ca46a4477fef48762f50d433de2b4253051551", size = 179302, upload-time = "2026-04-24T19:23:01.324Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/23/5b343bfd2a79d3b6818e4db3586c405a001a090d4c89d336e31273ce7177/simplejson-4.1.1-cp311-cp311-win32.whl", hash = "sha256:ffd3d82294b47f5ec64050021ace95fd62628a0c1cc8bbf4d06d2d1fb697e055", size = 88408, upload-time = "2026-04-24T19:23:02.808Z" },
+    { url = "https://files.pythonhosted.org/packages/38/04/df9b37aedbd524dca20840d25ebe01d6ae486b89792aeff5d15b9c4114f7/simplejson-4.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:78a3fe0995be42bed62a26aa78e0e0b4d87c6545785346b9cc898f3389569a35", size = 90526, upload-time = "2026-04-24T19:23:04.408Z" },
+    { url = "https://files.pythonhosted.org/packages/60/25/e90998fe8e480eb43b966c09e835379887d427567ebd496563d3b1e16b19/simplejson-4.1.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:19040a17154dc03d289bab68d73ce0a6a0be01de30c584bbdd93490bead14b22", size = 112414, upload-time = "2026-04-24T19:23:06.084Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/a0/abd4785f36c3400f1fbb21f517be39295a750a714f04b7ee175adf6ef580/simplejson-4.1.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a94ebaecdbaa80d9551a3ec6bf0c9302fc8b53ab6c1b2bfd498a1df4cb28158d", size = 91120, upload-time = "2026-04-24T19:23:07.877Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/78/fc060d2e3b13c6ec59288574b8efac64075e316b2afba4396a56b2422f78/simplejson-4.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:67341c95c0a168ab4a6d1e807e50463f1c8da932c3286d81e201266c427061fa", size = 91055, upload-time = "2026-04-24T19:23:09.264Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/b6/156a8de1e1b47694f0e7de6675866936608d45dc68388fd017d36f8693be/simplejson-4.1.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:45ec18e337fec538b7e902d489505c450b2454653d1290f3f50385e6fd8aa607", size = 190297, upload-time = "2026-04-24T19:23:11.226Z" },
+    { url = "https://files.pythonhosted.org/packages/86/1c/e4d0eab695be3eb21d0f46bce820752031f03e7113f9c80a9b3c73ee7157/simplejson-4.1.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:820c69a4710400e9b248d5670647d60be58824369282d3925e516b3ff1a7cd82", size = 187002, upload-time = "2026-04-24T19:23:12.982Z" },
+    { url = "https://files.pythonhosted.org/packages/76/0e/7f5a59d29426b062d5928fb88b403c3f797129d53be7102f955dbe51aa44/simplejson-4.1.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2e708d373a10e4378ef2d59f8361850c7150fd907ed49efe49bc5492160476d1", size = 195146, upload-time = "2026-04-24T19:23:14.517Z" },
+    { url = "https://files.pythonhosted.org/packages/78/18/9943db224dd4d5fa3c090c3e56a94c37b254338c83995ec5680285111c40/simplejson-4.1.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:980fc33353f81fd12d8c49d44f8c2760d1dc8192285e627c5180d141035b228a", size = 183931, upload-time = "2026-04-24T19:23:16.742Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/08/9a690da9a766161c06c627d805362cf159f1abe480969372b2897649b955/simplejson-4.1.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:de2ed102fff88dacf543699f53ee3a533cc11539a39baa176b7e09dd783069d6", size = 192228, upload-time = "2026-04-24T19:23:18.33Z" },
+    { url = "https://files.pythonhosted.org/packages/05/88/bd8aad36b451ffb0e0a3f721d695a88befa6d1ac7d1e02ae788ca7ff4029/simplejson-4.1.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2785ff8edc0e28bf773a32543a6bbed46351453c997b3f6709c744e3c2f7eabb", size = 187808, upload-time = "2026-04-24T19:23:21.165Z" },
+    { url = "https://files.pythonhosted.org/packages/04/ee/14f91db0d1f481533b651dafbf8cd0da088d9817f7af30c68f7f19f9c847/simplejson-4.1.1-cp312-cp312-win32.whl", hash = "sha256:2e0d5ead6d14610467ec356ec1f6b5d8a56aa216abaad8d41c8b873b16cf313f", size = 88512, upload-time = "2026-04-24T19:23:22.764Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/c4/90de06b2d8737c68c05ff9274113f854dbf6a5f28b7a955212111672cb57/simplejson-4.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:63a5451f557d6be48a231bae932458655c620902b868170b2f1c8afed496f6b4", size = 90748, upload-time = "2026-04-24T19:23:24.494Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/6a/8b74c52ffd33dbbde00fe7251fee6a0acdc8cea33f7a43805aed258fb79b/simplejson-4.1.1-py3-none-any.whl", hash = "sha256:2ce92b3748f02423e26d2bfb636fb9d7a8f67c8f5854dcae69d350d123b2eee2", size = 69195, upload-time = "2026-04-24T19:24:57.962Z" },
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -6203,16 +6449,16 @@ wheels = [
 
 [[package]]
 name = "workos"
-version = "6.0.8"
+version = "8.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cryptography" },
     { name = "httpx" },
     { name = "pyjwt", extra = ["crypto"] },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ca/0d/0a7f78912657f99412c788932ea1f3f4089916e77bdef7d2463842febe08/workos-6.0.8.tar.gz", hash = "sha256:43aa3f1992a0a4ca8933d9b6e5ada846dd3b1fe0ee10e64c876ee2000fc6090d", size = 178137, upload-time = "2026-04-24T18:48:03.203Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/f6/bb27fe77e70b5e2c5da72500ca0ece8b0e8318010fec92c31d68483314e3/workos-8.3.0.tar.gz", hash = "sha256:07b66c2fb287adb593e4d77a2e6cb05b48bd8ff0b2722f343d18eeb5e14f7472", size = 201587, upload-time = "2026-06-30T15:19:22.834Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b2/3f/3d96da80d650b2f97d58af626053354584f619dbb769051e118bd9cd1ca5/workos-6.0.8-py3-none-any.whl", hash = "sha256:a00dd4930333aded2babbba824f8032eea05c5ca8c44d04a3fa068cf6be6e21a", size = 524505, upload-time = "2026-04-24T18:48:01.389Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ed/7e6fe07c5bc0222fd92c1cf1f3c4c24293e4e5fc7bb5d7df90e4ee61c17f/workos-8.3.0-py3-none-any.whl", hash = "sha256:d0fa842b93bfc5fb33bf49e69cf8c379936cf54b87c6e2f50bcc6dd2e84f8fe4", size = 592275, upload-time = "2026-06-30T15:19:21.333Z" },
 ]
 
 [[package]]
@@ -6377,39 +6623,27 @@ wheels = [
 
 [[package]]
 name = "zstd"
-version = "1.5.7.3"
+version = "1.5.7.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/49/62/b9c075ad664e7c4cbb3d8d2be7c246506abe1bc7f778eb58d260ef9538c8/zstd-1.5.7.3.tar.gz", hash = "sha256:403e5205f4ac04b92e6b0cda654be2f51de268228a0db0067bc087faacf2f495", size = 672559, upload-time = "2026-01-08T16:24:43.361Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/78/9a476e09c825304df47b98be80d1ffe223733b03550af71325415028f615/zstd-1.5.7.2.tar.gz", hash = "sha256:6d8684c69009be49e1b18ec251a5eb0d7e24f93624990a8a124a1da66a92fc8a", size = 670481, upload-time = "2025-06-23T12:36:08.131Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/75/0d/8c89c0d010b58c21a7865a239790bb1c6822029c053b1ded858d6b573e3a/zstd-1.5.7.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1a3c1781a24e2ced2c0ddee11d45b1f04018b03615eeb622a62eca4d56d3358a", size = 267641, upload-time = "2026-01-08T16:30:50.812Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/6d/155d8c344d96eca2a5a003a5ddd63373a5f13591fd5cf2b9490250d6805a/zstd-1.5.7.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a6c7c81056362b60a04baa34632e713d596662a860ec34efd8e9b109c10e6ec7", size = 230962, upload-time = "2026-01-08T16:30:49.155Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/c7/ab93916a26eb58cd501ad701974c31b4bc67a7f6abd6c24bef8fe4d7649b/zstd-1.5.7.3-cp311-cp311-manylinux_2_14_x86_64.whl", hash = "sha256:e564f34a55effc7d654eb293468edc80b64d476b0f899f82760ecd8323223ff5", size = 304166, upload-time = "2026-01-10T11:17:45.697Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/54/27a7040a360019a4602343e3c98c0c0a140f382186002c01e1992fd21837/zstd-1.5.7.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:fbc49a57188184931d5e3c9f1133cad7eea5a370a9e9418fb8122d58c14340a5", size = 1540288, upload-time = "2026-01-08T17:50:26.913Z" },
-    { url = "https://files.pythonhosted.org/packages/96/93/4a4d4edd1b2e809e0ebbb16000404bdcc9a09743c04ee1661442c9581b75/zstd-1.5.7.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:d121d3e63722819e1fe5effbcd9628d8a7cfea0cddabcc5bb37ea861a6a83424", size = 1619134, upload-time = "2026-01-08T17:50:32.324Z" },
-    { url = "https://files.pythonhosted.org/packages/31/6b/cd6f0a7f4f0d98e4110aa77763cf3e85f594d983ea9ca3d64cc0cee10684/zstd-1.5.7.3-cp311-cp311-manylinux_2_4_i686.whl", hash = "sha256:621f2e7ca8e9eb52a83eb9c91ec3cd283d87591bf75cc658de486b65f44742c7", size = 300166, upload-time = "2026-01-10T11:12:27.938Z" },
-    { url = "https://files.pythonhosted.org/packages/05/3f/c717e0d15127d04b7fa58ba9b4c56e8b88b803048b9766cd9d158dbb22ea/zstd-1.5.7.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_24_i686.whl", hash = "sha256:c1950fcae690ba32d0f31702b335c548fb42547821565925e48576afdad774a5", size = 1525776, upload-time = "2026-01-08T17:50:35.518Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/a2/1813cd787d1a2f9ab8e8a90d28dcbc8e8098997dd04de38897ea8e75dd08/zstd-1.5.7.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bac4f0d03da69115878bedbfa03c4a3f64364e8396b432028c4ce0f05141a0fb", size = 2096057, upload-time = "2026-01-08T17:50:33.984Z" },
-    { url = "https://files.pythonhosted.org/packages/36/ce/f5a3c7c12de458dd9ce15c484d627fe5412b60c155da23dacb5fcf08d9d5/zstd-1.5.7.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:da0ab134b7fd28023dedf013751ca850de300a090eb11f689d2a1c178c87d9dc", size = 2132659, upload-time = "2026-01-08T17:50:29.534Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/66/151f9546498bfd8971a0b6ad67d87c26d7a0df17d57f724da674f3778666/zstd-1.5.7.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b9923175842ee8f7602ec9cc578f5fc396896f0e8460d3ac9a5adc3cea77244e", size = 2124811, upload-time = "2026-01-08T17:50:37.612Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/34/4d2dbb36cb2373d3f115c047cb901b64f89de0703d10779da39de9453812/zstd-1.5.7.3-cp311-cp311-win32.whl", hash = "sha256:0612b604948d7b58aecc6788c7ceb53c5f21d94a155bb6ea9bd0f54ffa43725d", size = 150363, upload-time = "2026-01-08T17:11:02.392Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/de/f53687e0dd8c0d0ebfaed9ae88f6a96a1a0388ae7424b469e74bb17ac57d/zstd-1.5.7.3-cp311-cp311-win_amd64.whl", hash = "sha256:5b7f8c81b2bd3b62c0345242247d484cafa4b518d59d18619813d9225af5c5c3", size = 167577, upload-time = "2026-01-08T17:11:03.356Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/58/d4a6a902e229e953ed273fe9b78587ed31f57567aa68d3e34af6056e42af/zstd-1.5.7.3-cp311-cp311-win_arm64.whl", hash = "sha256:ea112e3acd9e1765adca35df7b54ac75b36194290f64ea03a3a59664209c8527", size = 157238, upload-time = "2026-01-08T16:36:06.25Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/ed/5a3bf2e29dc56d4cc7619929bb51f0c758de6d02967cc73c5d8755a862c0/zstd-1.5.7.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:01a39efb0eeab7cc45cb308618233b624b0840d5e16dcf85456b6cca0592f203", size = 268124, upload-time = "2026-01-08T16:29:57.091Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/1d/efc2074ac90af938e78f2ed4004639fe24f294d9086c5280f8d9a02b9897/zstd-1.5.7.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7a8e8838cf35fa3987bfe1958584cc22e1797efce8e155a63544b4144fc671f8", size = 230988, upload-time = "2026-01-08T16:29:55.604Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/52/178393b8d70e23fba67f42dfce4663e4e8a30867110168beb490a36d4639/zstd-1.5.7.3-cp312-cp312-manylinux_2_14_i686.whl", hash = "sha256:f3920ac1d1cc7e9f252f3e29f217fe3cd36f2191bb3dbcae826c29e189b7ad54", size = 300207, upload-time = "2026-01-10T11:26:58.351Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/7a/8dcd86a2efb2ed3f9dae39545a05d3c7ed26c7678330786ce4a44cd8b099/zstd-1.5.7.3-cp312-cp312-manylinux_2_14_x86_64.whl", hash = "sha256:143f9062953fb5590cbd47c1040d357336742c79696bf90b6d5b835279a68304", size = 304154, upload-time = "2026-01-10T11:17:40.91Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/ce/0c96905ab01ffe0e53a3cec8132123b82db26bd583a71608029bcc789ebc/zstd-1.5.7.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36d1fd8647e47e1f21b345e192f1a279e925678c23dad8236b547d04456cd699", size = 2162222, upload-time = "2026-01-08T18:02:22.762Z" },
-    { url = "https://files.pythonhosted.org/packages/11/c4/db4807d6a68b4628c74fd379de7e3c67ec34f19a2a80ac246b3837cde6cb/zstd-1.5.7.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f1538db419afa62773cf534fc7f3009ff59ecf55ecee4e889587ac2ef0010ed8", size = 2201732, upload-time = "2026-01-08T18:02:20.835Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/99/c19a3c0f5580ff9c33a74f06d98d6060ed1fa6bd09b55aed9be852ec191f/zstd-1.5.7.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c5efd16adb092e2a547a7d51cfdaf6fd5680528227684c5bafc7669ab4a55f41", size = 2096459, upload-time = "2026-01-08T18:02:25.336Z" },
-    { url = "https://files.pythonhosted.org/packages/23/fd/02eac30419475dbe50212c119043a2d0698a0cbc756da85fd3fd9abddf42/zstd-1.5.7.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:39b3438e64637d80a5b1860526903b92020acb9bae9ceb5adffd9838c1441328", size = 2125442, upload-time = "2026-01-08T18:02:17.715Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/43/3a16ff0a8c913bb9825379db1bd533c75c57c2d2f31dd9111aa9b53711f4/zstd-1.5.7.3-cp312-cp312-win32.whl", hash = "sha256:cbf48c53461e224ffc2490cfe5120a1ff40d14c84d2b512c6d6d99fc91685cf3", size = 150367, upload-time = "2026-01-08T17:03:40.178Z" },
-    { url = "https://files.pythonhosted.org/packages/46/83/b85875d7428e63dfa9247e41d17fac611443c774f7892f8643bd4164a6b2/zstd-1.5.7.3-cp312-cp312-win_amd64.whl", hash = "sha256:943a189910f2fea997462e3e4d7fbf727a06d231ef801ebee557b1c87568981c", size = 167604, upload-time = "2026-01-08T17:03:41.355Z" },
-    { url = "https://files.pythonhosted.org/packages/37/42/cf291e26804de2f55500cdac93f5e9fa6267cf315def8aa402529bae3a87/zstd-1.5.7.3-cp312-cp312-win_arm64.whl", hash = "sha256:85c4d508f8109afa7c51c4960626c3325af2cf1e442c6c36ebfea15d04757e3f", size = 157241, upload-time = "2026-01-08T16:47:34.615Z" },
-    { url = "https://files.pythonhosted.org/packages/04/b8/d13d584867d5eb1bc607877a870858e02a256d4706a4274e475413a000aa/zstd-1.5.7.3-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:76c49ea969bc08389ea59155cea7c5dea224522ffc62f443f3c0a915f5fd184d", size = 260025, upload-time = "2026-01-08T16:57:45.739Z" },
-    { url = "https://files.pythonhosted.org/packages/16/a1/1e5faf75bedfd2bfccfb83e18736b115bed6e348504bd21800cd8f30dcea/zstd-1.5.7.3-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:6b1a638ff3dfce8f4cb1203c662fb5606dd99b4a62c5ddc4c406d2d1326bcfdd", size = 221038, upload-time = "2026-01-08T17:16:32.005Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/2c/0fe74d8b2029eef8000bc71aac5b3e5b55d00581238711cf627814183ea3/zstd-1.5.7.3-pp311-pypy311_pp73-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:5e96a5cb100a0edc162935227f2d9784b1031ce4a8a83e96e66eae2673c10143", size = 326792, upload-time = "2026-01-08T16:57:35.631Z" },
-    { url = "https://files.pythonhosted.org/packages/96/e0/2c7f081f3524f872128ff31bea2acb6b21cb1dacccef920eb6a1a77a87c6/zstd-1.5.7.3-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1bda0bbf3a9553720cd33f1f85940a259656c7ffba4be717ff82b7f062052188", size = 322283, upload-time = "2026-01-08T16:57:36.759Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/a7/3bebfcc18d66b90bc7b506a61b2ff4af5ee1b0b16e784ea644afa06241c5/zstd-1.5.7.3-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ac36e4022422f6e49b3f07bdbb8a964fd348223d3dc9c82ad5398a4f0432a719", size = 311553, upload-time = "2026-01-08T16:57:38.465Z" },
-    { url = "https://files.pythonhosted.org/packages/41/75/8a791cae2c98e5e44a158e15db50d21b7ec0b37aeaffa68d151bc8ffb6d6/zstd-1.5.7.3-pp311-pypy311_pp73-manylinux_2_14_x86_64.whl", hash = "sha256:fa4d760a220541b18ce732a3a2cf7547ea05afc76d05b3b39edebfeb721f6079", size = 317071, upload-time = "2026-01-08T16:36:07.47Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/25/b6624e6b08d515242154436c9d06fb20b790d300ac82e84f3c4c133e25e1/zstd-1.5.7.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:a69e60146bf8aaa6a0e6c9a94a7c5f3133d68091e2e5c5a3c5ababf71fd5ec7a", size = 167654, upload-time = "2026-01-08T17:00:56.667Z" },
+    { url = "https://files.pythonhosted.org/packages/43/2a/0885f6f1921ec1ef4a8f8ab29ab0a335cc867abe4c7aaa4e5031435a32a5/zstd-1.5.7.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f799c1e9900ad77e7a3d994b9b5146d7cfd1cbd1b61c3db53a697bf21ffcc57b", size = 269702, upload-time = "2025-06-23T12:50:11.695Z" },
+    { url = "https://files.pythonhosted.org/packages/05/e6/629cf6b77e47fc7149f5724fb4853c48edcdeb10d8c64e391d7026cb10e1/zstd-1.5.7.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1ff4c667f29101566a7b71f06bbd677a63192818396003354131f586383db042", size = 228145, upload-time = "2025-06-23T12:50:10.411Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/b8/9ddefd4670bfe9328ca6657ad335eb8d9c657466247e234a579818b6b0b9/zstd-1.5.7.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:8526a32fa9f67b07fd09e62474e345f8ca1daf3e37a41137643d45bd1bc90773", size = 1536530, upload-time = "2025-06-23T13:51:38.853Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/6a/1bb836c18760dc1e28ca7a9706016e482ebdea633b980d8505dbb65e18f8/zstd-1.5.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:2cec2472760d48a7a3445beaba509d3f7850e200fed65db15a1a66e315baec6a", size = 1616141, upload-time = "2025-06-23T13:51:34.152Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/7a/bb6c6e2cb2a066e347dc27d45d5205058b69d6c8b8d4ae2ee7d6b91c64a5/zstd-1.5.7.2-cp311-cp311-manylinux_2_4_i686.whl", hash = "sha256:a200c479ee1bb661bc45518e016a1fdc215a1d8f7e4bf6c7de0af254976cfdf6", size = 322188, upload-time = "2025-06-23T13:01:48.704Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/4f/cf0669c8a89fdcc91814bf92bd05cc363d5d12a79b656418c0add6f2d266/zstd-1.5.7.2-cp311-cp311-manylinux_2_4_x86_64.whl", hash = "sha256:f5d159e57a13147aa8293c0f14803a75e9039fd8afdf6cf1c8c2289fb4d2333a", size = 302736, upload-time = "2025-06-23T13:05:33.649Z" },
+    { url = "https://files.pythonhosted.org/packages/be/bc/e5f8b7f61826323e39e099db1eb5c0e09b18315df1b1ff778f7ae9aadcac/zstd-1.5.7.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_24_i686.whl", hash = "sha256:7206934a2bd390080e972a1fed5a897e184dfd71dbb54e978dc11c6b295e1806", size = 1522687, upload-time = "2025-06-23T13:51:35.494Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/8c/7660a949a020ac9d02b3166a25dd1c12144572d77b11ae92a31d341016da/zstd-1.5.7.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7e0027b20f296d1c9a8e85b8436834cf46560240a29d623aa8eaa8911832eb58", size = 2098794, upload-time = "2025-06-23T13:51:37.219Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/b2/730c811a78d670104d40c7f08cc8092577cdff870cba42b3158f20fceb57/zstd-1.5.7.2-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:d6b17e5581dd1a13437079bd62838d2635db8eb8aca9c0e9251faa5d4d40a6d7", size = 2112266, upload-time = "2025-06-23T13:51:31.258Z" },
+    { url = "https://files.pythonhosted.org/packages/44/74/2c16e1632094db36c8920d4c13b8e2e843024d548ae26888c2d22af6a676/zstd-1.5.7.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b13285c99cc710f60dd270785ec75233018870a1831f5655d862745470a0ca29", size = 2109465, upload-time = "2025-06-23T13:51:32.884Z" },
+    { url = "https://files.pythonhosted.org/packages/58/6e/b9c9a834769d96cab2122da1be8c8c700d3f76be796d2b7516e85d2eca0e/zstd-1.5.7.2-cp311-cp311-win32.whl", hash = "sha256:cdb5ec80da299f63f8aeccec0bff3247e96252d4c8442876363ff1b438d8049b", size = 149448, upload-time = "2025-06-23T13:06:21.144Z" },
+    { url = "https://files.pythonhosted.org/packages/47/b7/fc22ad6292a32d7676ab815de3a23573beac3679e8abd9914288d1496ceb/zstd-1.5.7.2-cp311-cp311-win_amd64.whl", hash = "sha256:4f6861c8edceb25fda37cdaf422fc5f15dcc88ced37c6a5b3c9011eda51aa218", size = 166592, upload-time = "2025-06-23T13:06:22.126Z" },
+    { url = "https://files.pythonhosted.org/packages/45/14/096bb77f3e5ef525b452cd6294da33de7f8a8c9647ba78293378fbb0a7ce/zstd-1.5.7.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d2ebe3e60dbace52525fa7aa604479e231dc3e4fcc76d0b4c54d8abce5e58734", size = 269408, upload-time = "2025-06-23T13:11:46.492Z" },
+    { url = "https://files.pythonhosted.org/packages/08/b8/2bc2590a34c733ea0570f366e6ad7d889d05c7825bd3ccab01f36ece71c6/zstd-1.5.7.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ef201b6f7d3a6751d85cc52f9e6198d4d870e83d490172016b64a6dd654a9583", size = 228188, upload-time = "2025-06-23T13:11:47.539Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/80/6252de3a70cfd7767718ad476893f1c7dc129f942cc7ed0322e3137c03d9/zstd-1.5.7.2-cp312-cp312-manylinux_2_14_x86_64.whl", hash = "sha256:ac7bdfedda51b1fcdcf0ab69267d01256fc97ddf666ce894fde0fae9f3630eac", size = 302720, upload-time = "2025-06-23T12:40:11.522Z" },
+    { url = "https://files.pythonhosted.org/packages/af/b6/af908387814b99172d3aea6aeb24b19583aadfa45f6021e5e2a0d6d8e99a/zstd-1.5.7.2-cp312-cp312-manylinux_2_4_i686.whl", hash = "sha256:b835405cc4080b378e45029f2fe500e408d1eaedfba7dd7402aba27af16955f9", size = 322237, upload-time = "2025-06-23T13:17:35.482Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/d7/ab9142e002a7eaa451cb4bb37a74c390c489ba8ae75ade543840496eda04/zstd-1.5.7.2-cp312-cp312-win32.whl", hash = "sha256:e4cf97bb97ed6dbb62d139d68fd42fa1af51fd26fd178c501f7b62040e897c50", size = 149453, upload-time = "2025-06-23T13:13:02.786Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/c7/c182ea7bc283f591e3f3c5f0f239e7a92c9bc1f626642ae2c4dfbe51d6f2/zstd-1.5.7.2-cp312-cp312-win_amd64.whl", hash = "sha256:55e2edc4560a5cf8ee9908595e90a15b1f47536ea9aad4b2889f0e6165890a38", size = 166628, upload-time = "2025-06-23T13:13:03.745Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/c9/a6495a7bf168a78f0a0c01d61d830ebfb401315a64fd1ae8d725c458114c/zstd-1.5.7.2-pp311-pypy311_pp73-manylinux_2_14_x86_64.whl", hash = "sha256:5fb2ff5718fe89181223c23ce7308bd0b4a427239379e2566294da805d8df68a", size = 315542, upload-time = "2025-06-23T12:39:27.598Z" },
 ]

codecov.yml

@@ -6,6 +6,19 @@ component_management:
     - component_id: "api"
       paths:
         - "api/**"
+    - component_id: "mcp_server"
+      paths:
+        - "mcp_server/**"
+
+flags:
+  api:
+    paths:
+      - "api/**"
+    carryforward: true
+  mcp:
+    paths:
+      - "mcp_server/**"
+    carryforward: true
 
 comment:
   layout: "header, diff, flags, components"

contrib/k8s/helm/prowler-app/templates/worker/scaled-object.yaml

@@ -18,15 +18,12 @@ spec:
   triggers:
     - type: {{ .Values.worker.keda.triggerType }}
       metadata:
-        userName: "postgres"
-        passwordFromEnv: POSTGRES_ADMIN_PASSWORD
-        host: {{ .Release.Name }}-postgresql
-        port: {{ .Values.postgresql.port | quote }}
-        dbName: {{ .Values.postgresql.auth.database | quote }}
-        sslmode: disable
-        # Query for KEDA to count the number of scans that are in executing, available, or scheduled states,
-        # where the scheduled time is within the last 2 hours and is before NOW(). Used for scaling workers.
-        query: >-
-          SELECT COUNT(*) FROM scans WHERE ((state='executing' OR state='available' OR state='scheduled') and scheduled_at < NOW() and scheduled_at > NOW() - INTERVAL '2 hours')
-        targetQueryValue: "1"
+        userName: {{ .Values.worker.keda.postgresql.userName | quote }}
+        passwordFromEnv: {{ .Values.worker.keda.postgresql.passwordFromEnv | quote }}
+        host: {{ .Values.worker.keda.postgresql.host | default (printf "%s-postgresql.%s.svc.cluster.local" .Release.Name .Release.Namespace) | quote }}
+        port: {{ .Values.worker.keda.postgresql.port | quote }}
+        dbName: {{ .Values.worker.keda.postgresql.database | default .Values.postgresql.auth.database | quote }}
+        sslmode: {{ .Values.worker.keda.postgresql.sslmode | quote }}
+        query: {{ .Values.worker.keda.query | quote }}
+        targetQueryValue: {{ .Values.worker.keda.targetQueryValue | quote }}
 {{- end }}

contrib/k8s/helm/prowler-app/values.yaml

@@ -189,6 +189,11 @@ api:
     DJANGO_STALE_WHILE_REVALIDATE: "60"
     DJANGO_MANAGE_DB_PARTITIONS: "True"
     DJANGO_BROKER_VISIBILITY_TIMEOUT: "86400"
+    # Caps the Celery prefork pool size on the worker pods. Without it, Celery
+    # sizes the pool from the number of visible CPUs, so on large nodes the
+    # worker spawns one child per CPU, each loading the full Prowler SDK, and
+    # OOMKills under memory pressure. Raise it on bigger workers.
+    DJANGO_CELERY_WORKER_CONCURRENCY: "2"
 
   # Secret names to be used as env vars for api, worker, and worker_beat.
   secrets: []
@@ -422,10 +427,61 @@ worker:
     pollingInterval: 30
     # -- The cooldown period in seconds for scaling
     cooldownPeriod: 120
-    # -- The trigger type for scaling (cpu or memory)
+    # -- The KEDA scaler type. Only `postgresql` is supported by the default query below.
     triggerType: "postgresql"
-    # -- The target utilization percentage for the worker pods
-    value: "50"
+    # PostgreSQL connection used by the scaler query. The KEDA operator opens this
+    # connection from its own namespace, so `host` must resolve from there. The
+    # defaults target the bundled postgresql subchart; set them explicitly when
+    # using an external database (postgresql.enabled: false).
+    postgresql:
+      # -- Scaler database host. Defaults to the bundled "<release>-postgresql.<namespace>.svc.cluster.local" service.
+      host: ""
+      # -- Scaler database port.
+      port: "5432"
+      # -- Scaler database name. Defaults to `postgresql.auth.database`.
+      database: ""
+      # -- User the scaler authenticates as.
+      userName: "postgres"
+      # -- Name of an env var on the worker container holding the password.
+      passwordFromEnv: "POSTGRES_ADMIN_PASSWORD"
+      # -- sslmode for the scaler connection.
+      sslmode: "disable"
+    # -- The scaler divides the query result by this value to get the desired replica count.
+    targetQueryValue: "1"
+    # -- Query the scaler runs to measure pending work. It replaces the previous
+    # 2-hour scheduled-only window, which missed manual scans, older backlogs and
+    # in-progress scans. Override to tune scaling for your workload.
+    #
+    # The default sums three signals:
+    #   1. Scans executing or available, bounded to rows updated in the last 24h so
+    #      orphaned rows do not pin the worker up, plus scheduled scans that are due
+    #      (no lower bound, so an overdue backlog still scales up).
+    #   2. Scan tasks published in the last 48h that no worker has finished. A PENDING
+    #      TaskResult is written at publish time (before_task_publish in api/signals.py),
+    #      so Beat's daily publishes are visible even with zero workers. Signal 1 alone
+    #      deadlocks with minReplicas 0: every scan row after the first is created by
+    #      the worker, so once the initial row ages out of the 24h bound there is
+    #      nothing to count and nothing to create more.
+    #   3. Non-scan tasks pending in the last hour. Provider connection checks,
+    #      deletions, reports and backfills never touch the scans table, so without
+    #      this they are never picked up while the worker is scaled to zero.
+    #      This includes reconcile-orphan-tasks, a Beat watchdog that runs every two
+    #      minutes, so with minReplicas 0 the worker is woken about that often. Add
+    #      it to the excluded task names below, or raise cooldownPeriod, if you would
+    #      rather trade watchdog latency for longer idle periods.
+    query: >-
+      SELECT
+      (SELECT COUNT(*) FROM scans
+      WHERE (state IN ('executing', 'available') AND updated_at > NOW() - INTERVAL '24 hours')
+      OR (state = 'scheduled' AND scheduled_at < NOW()))
+      + (SELECT COUNT(*) FROM django_celery_results_taskresult
+      WHERE task_name IN ('scan-perform', 'scan-perform-scheduled')
+      AND status IN ('PENDING', 'RECEIVED', 'STARTED')
+      AND date_created > NOW() - INTERVAL '48 hours')
+      + (SELECT COUNT(*) FROM django_celery_results_taskresult
+      WHERE task_name NOT IN ('scan-perform', 'scan-perform-scheduled')
+      AND status IN ('PENDING', 'RECEIVED', 'STARTED')
+      AND date_created > NOW() - INTERVAL '1 hour')
 
 worker_beat:
   # This will set the replicaset count more information can be found here: https://kubernetes.io/docs/concepts/workloads/controllers/replicaset/

docker-compose-dev.yml

@@ -64,7 +64,7 @@ services:
         condition: service_healthy
 
   postgres:
-    image: postgres:16.3-alpine3.20@sha256:36ed71227ae36305d26382657c0b96cbaf298427b3f1eaeb10d77a6dea3eec41
+    image: postgres:16-alpine@sha256:57c72fd2a128e416c7fcc499958864df5301e940bca0a56f58fddf30ffc07777
     hostname: "postgres-db"
     volumes:
       - ./_data/postgres:/var/lib/postgresql/data
@@ -88,7 +88,7 @@ services:
       retries: 5
 
   valkey:
-    image: valkey/valkey:7-alpine3.19@sha256:4054fe7fc607b9326ac7c4691ed26e9670d2ff17a9fb28c2577adecf928acbcc
+    image: valkey/valkey:8-alpine@sha256:a038175878d66b9d274fbf8be73c0305e93798b83917647f167e18cef3c71eec
     hostname: "valkey"
     volumes:
       - ./_data/valkey:/data
@@ -104,7 +104,7 @@ services:
       retries: 3
 
   neo4j:
-    image: graphstack/dozerdb:5.26.3.0@sha256:a77526ea3918fdc46d1fff70c4aea7d71d3874a26ecec059179d6775845b1247
+    image: graphstack/dozerdb:5.26.27.0@sha256:9b54d6b3a98a76c00bd23e8e78d8c82081ff168162aebd47b25c234e092cb0a0
     hostname: "neo4j"
     volumes:
       - ./_data/neo4j:/data

docker-compose.yml

@@ -60,7 +60,7 @@ services:
       start_period: 60s
 
   postgres:
-    image: postgres:16.3-alpine3.20@sha256:36ed71227ae36305d26382657c0b96cbaf298427b3f1eaeb10d77a6dea3eec41
+    image: postgres:16-alpine@sha256:57c72fd2a128e416c7fcc499958864df5301e940bca0a56f58fddf30ffc07777
     hostname: "postgres-db"
     volumes:
       - ./_data/postgres:/var/lib/postgresql/data
@@ -80,7 +80,7 @@ services:
       retries: 5
 
   valkey:
-    image: valkey/valkey:7-alpine3.19@sha256:4054fe7fc607b9326ac7c4691ed26e9670d2ff17a9fb28c2577adecf928acbcc
+    image: valkey/valkey:8-alpine@sha256:a038175878d66b9d274fbf8be73c0305e93798b83917647f167e18cef3c71eec
     hostname: "valkey"
     volumes:
       - ./_data/valkey:/data
@@ -96,7 +96,7 @@ services:
       retries: 3
 
   neo4j:
-    image: graphstack/dozerdb:5.26.3.0@sha256:a77526ea3918fdc46d1fff70c4aea7d71d3874a26ecec059179d6775845b1247
+    image: graphstack/dozerdb:5.26.27.0@sha256:9b54d6b3a98a76c00bd23e8e78d8c82081ff168162aebd47b25c234e092cb0a0
     hostname: "neo4j"
     volumes:
       - ./_data/neo4j:/data

docs/changelog.mdx

@@ -0,0 +1,989 @@
+---
+title: "Changelog"
+description: "New features and improvements in each Prowler release"
+rss: true
+---
+
+<Update label="v5.39.0" description="August 13, 2026">
+  ### 🤖 Lighthouse AI — Finding Skills
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Lighthouse AI now embeds a Skills menu on every finding, answering the questions an analyst actually asks. **Contextual Fix** produces the fix for the finding, **Triage Decision** judges whether it is real and closes it out when it is not, and **Systemic Scope** determines whether the problem is a one-off or everywhere. A free-form "Ask Lighthouse anything" prompt sits in the same menu, and each run shows its progress and offers follow-up actions such as creating a Jira issue or muting the finding.
+
+  ![Lighthouse AI Skills menu on a finding resource](/images/changelog/v5.39.0-lighthouse-finding-skills.png)
+
+  Read more in the [Lighthouse AI documentation](https://docs.prowler.com/getting-started/products/prowler-cloud-lighthouse).
+
+  ### ☁️ Azure Management Group Onboarding
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Azure subscriptions no longer onboard one at a time. Choose "Add Multiple Subscriptions With Azure Management Group" in the add-provider wizard, enter the Microsoft Entra tenant ID, and authenticate once with a single tenant-wide service principal: Prowler discovers the entire management-group hierarchy under the tenant root, lets you select the subscriptions to onboard, and creates their providers with the management-group structure preserved. Azure now matches the one-step onboarding that AWS Organizations and GCP organizations already have.
+
+  ![Azure onboarding method selector with the Management Group option](/images/changelog/v5.39.0-azure-mg-selector.png)
+
+  Read more in the [Azure Management Groups documentation](https://docs.prowler.com/user-guide/tutorials/prowler-cloud-azure-management-groups).
+
+  ### ✅ Findings Triage — Verify MANUAL Findings as PASS
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Checks that require human judgment report `MANUAL` findings. For these findings, and only for them, the triage status selector now offers **Resolved**: choosing it asks for the required written evidence and verifies the finding as passing. The finding then reports an effective `PASS` while preserving the raw `MANUAL` scan result, across findings, finding groups, compliance reports, and scans, with the attestation's author, evidence, and validity always visible. Attestations expire automatically after 90 days, or as soon as a new scan reports a real failure, returning the finding to the review queue.
+
+  ![Triage status selector offering Resolved on a MANUAL finding](/images/changelog/v5.39.0-manual-pass-selector.png)
+
+  ![Manual Pass details showing evidence, author, and validity](/images/changelog/v5.39.0-manual-pass-details.png)
+
+  Read more in the [Findings Triage documentation](https://docs.prowler.com/user-guide/tutorials/prowler-app-findings-triage#verify-a-manual-finding-as-pass).
+
+  ### ☁️ Prowler Cloud MCP — Organizations Management and Grouped Jira Dispatch
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  The hosted Prowler Cloud MCP server adds eight organization tools, so an agent can onboard and manage entire cloud organizations end to end: create the organization, discover its accounts, subscriptions, and projects, apply the selection, and manage the resulting providers. The tools cover AWS Organizations, GCP organizations, and Azure tenant root management groups, and they are available to Lighthouse AI.
+
+  `prowler_send_findings_to_jira` also gains Cloud-only dispatch capabilities: select failed findings by check IDs against the latest completed scan, and send them in grouped mode, one Jira work item per check listing up to 50 affected resources, with per-group error reporting.
+
+  Read more in the [Prowler MCP tools documentation](https://docs.prowler.com/getting-started/basic-usage/prowler-mcp-tools) and its [Jira operations reference](https://docs.prowler.com/getting-started/basic-usage/prowler-mcp-tools#jira-operations).
+
+  ### 🕸️ Attack Paths — Grouped Graph with Outcome Destinations
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  The Attack Paths graph now reads from source to destination. Resources of the same class collapse into a single expandable node with a count, clicking reveals its members, and every path terminates in an explicit outcome node naming the destination impact: code execution, privilege escalation, public exposure, or resource inventory. The per-account hub node is gone, and the clicked resource stays highlighted while its findings are expanded.
+
+  ![Attack Paths graph from the Internet to a public exposure outcome node](/images/changelog/v5.39.0-attack-paths-graph.png)
+
+  Explore the full Attack Paths query catalog at [Prowler Hub](https://hub.prowler.com/attack-paths).
+
+  Read more in the [Attack Paths documentation](https://docs.prowler.com/user-guide/tutorials/prowler-app-attack-paths).
+
+  ### 📚 New Compliance Framework — CMMC 2.0
+
+  The Cybersecurity Maturity Model Certification (CMMC) is the certification the US Department of Defense requires from contractors and suppliers that handle federal contract data. Prowler now includes CMMC 2.0 as a universal framework with all 149 requirements defined by the CMMC Program rule (32 CFR Part 170), organized in its three levels:
+
+  - **Level 1 (Foundational):** 15 requirements for the basic safeguarding of Federal Contract Information, from FAR 52.204-21.
+  - **Level 2 (Advanced):** 110 requirements from NIST SP 800-171 Rev 2, protecting Controlled Unclassified Information.
+  - **Level 3 (Expert):** 24 enhanced requirements from NIST SP 800-172 for the most sensitive programs.
+
+  Requirements map to Prowler checks across AWS, Azure, GCP, Alibaba Cloud, Oracle Cloud, and Microsoft 365, so one framework reports the compliance posture of the whole estate.
+
+  Read more in the [Compliance documentation](https://docs.prowler.com/user-guide/compliance/tutorials/compliance).
+
+  ### 🔍 Checks
+
+  #### Microsoft 365
+
+  Twenty new Entra ID checks expand the coverage of CIS Microsoft 365 Foundations Benchmark v7.0.0:
+
+  - **Password protection:** custom banned password list, on-premises enforcement, and lockout threshold and duration.
+  - **Default user permissions:** security group and Microsoft 365 group creation restricted, and guest invitations limited to allowed domains.
+  - **Conditional Access:** high and medium sign-in risk blocked, authentication transfer blocked, untrusted locations blocked, trusted named locations defined, sign-in frequency enforced, and token protection enforced.
+  - **Sessions and authentication methods:** idle session timeout configured, email one-time passcodes disabled, and Microsoft Authenticator context shown.
+  - **PIM and access reviews:** approval required to activate the Global Administrator and Privileged Role Administrator roles, and access reviews configured for guest users and privileged roles.
+
+  Explore all Microsoft 365 checks at [Prowler Hub](https://hub.prowler.com/check?provider=m365).
+
+  #### AWS
+
+  Two new checks detect hardcoded secrets:
+
+  - `batch_job_definition_no_secrets` scans Batch job definition environment variables and command parameters. Thanks to @praneetrajv!
+  - `awslambda_layer_no_secrets_in_content` scans Lambda layer package content. Thanks to @ganiganesh25!
+
+  Explore all AWS checks at [Prowler Hub](https://hub.prowler.com/check?provider=aws).
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @praneetrajv: AWS `batch_job_definition_no_secrets` check ([#12117](https://github.com/prowler-cloud/prowler/pull/12117))
+  - @ganiganesh25: AWS `awslambda_layer_no_secrets_in_content` check ([#12233](https://github.com/prowler-cloud/prowler/pull/12233))
+  - @andoniaf: GitHub `organization_repository_creation_limited` now reports low severity when repository creation is limited to private or internal visibility ([#12164](https://github.com/prowler-cloud/prowler/pull/12164))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.39.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.38.0" description="August 6, 2026">
+  ### 📌 Compliance Watchlist
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Compliance Watchlist keeps the frameworks an organization tracks in one shared list. Pin frameworks from any compliance view, manage several at once through a searchable catalog, and filter the Compliance section to show only the pinned frameworks.
+
+  The Overview page now reports the latest score for every pinned framework, while finding details highlight the watched frameworks associated with each check. Universal frameworks remain a single watchlist entry across provider views, keeping the organization's priorities consistent everywhere.
+
+  ![Compliance Watchlist editor](/images/compliance/prowler-app-compliance-watchlist-editor.png)
+
+  Read more in the [Compliance Watchlist documentation](https://docs.prowler.com/user-guide/compliance/tutorials/compliance#tracking-frameworks-with-the-compliance-watchlist).
+
+  ### 🔐 SAML SSO - Multiple Email Domains
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  One SAML configuration can now authorize a primary email domain and up to 19 additional domains through the same Identity Provider. Every domain shares one stable Assertion Consumer Service (ACS) URL based on the primary domain, so subsidiaries, acquired companies, regional domains, and multiple brands no longer require separate tenants or duplicated SAML applications.
+
+  Domain ownership remains tenant-bound throughout the authentication flow. During service provider-initiated sign-in, the discovery domain and the domain asserted by the Identity Provider must resolve to the same tenant before provisioning continues.
+
+  ![SAML configuration with multiple email domains](/images/prowler-app/saml/saml-multiple-domains.png)
+
+  Read more in the [SAML SSO documentation](https://docs.prowler.com/user-guide/tutorials/prowler-app-sso#add-multiple-saml-domains).
+
+  ### 👥 User Sign-In Methods
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  The Users table now shows each account's sign-in methods as tags, including email/password, Google, GitHub, SAML with linked domains, and Partner SSO. Accounts without a reported method display a placeholder.
+
+  ![Users table showing sign-in method tags](/images/changelog/v5.38.0-user-sign-in-methods.png)
+
+  ### 🕸️ Attack Paths - Expanded AWS Privilege-Escalation Coverage
+
+  Attack Paths adds 20 AWS privilege-escalation queries from [pathfinding.cloud](https://pathfinding.cloud), while `iam_policy_allows_privilege_escalation` gains 22 additional escalation combinations.
+
+  The new coverage includes service `iam:PassRole` paths across AWS Batch, Braket, Cognito Identity, ECS, EMR, EMR Serverless, GameLift, Glue, EC2 Image Builder, Kinesis Analytics, HealthOmics, EventBridge Scheduler, Systems Manager, and Step Functions. It also covers existing-resource abuse, permissions-boundary removal, role assumption, and IAM Identity Center permission-set policy injection.
+
+  The query catalog now exposes each AWS query's outcome category, distinguishing code execution, privilege escalation, public exposure, and resource inventory.
+
+  Explore the full Attack Paths query catalog at [Prowler Hub](https://hub.prowler.com/attack-paths).
+
+  Read more in the [Attack Paths documentation](https://docs.prowler.com/user-guide/tutorials/prowler-app-attack-paths).
+
+  ### 🔍 Checks
+
+  #### Microsoft 365
+
+  Twelve new checks expand the coverage of CIS Microsoft 365 Foundations Benchmark v7.0.0:
+
+  - **Admin Center:** Shared Bookings is disabled.
+  - **Defender:** Priority account protection and strict preset security policies are enabled.
+  - **Entra ID:** Six checks cover device registration restrictions, local administrator behavior, device limits, LAPS, and BitLocker key visibility.
+  - **Exchange Online:** Personal accounts in Outlook on the web are disabled and Direct Send is rejected.
+  - **Microsoft Teams:** External access from trial-only tenants is blocked.
+
+  Explore all Microsoft 365 checks at [Prowler Hub](https://hub.prowler.com/check?provider=m365).
+
+  ### 🔐 Security
+
+  - Prowler API, UI, SDK, and MCP container images now publish per-architecture Software Bills of Materials (SBOMs) and build-provenance attestations. Prowler Cloud production and Prowler Private Cloud images carry the same attestations.
+  - SDK and API container builds verify the checksums of downloaded PowerShell, Trivy, and zizmor binaries before installation.
+  - Grype now complements Trivy across the container-image security gates, detecting components and vulnerabilities that manifest-based scanners can miss and blocking fixable high and critical findings.
+  - `aiohttp` was upgraded to 3.14.3 to address CVE-2026-69244. `cryptography` was upgraded to 50.0.0 to address CVE-2026-69247 and CVE-2026-69249.
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.38.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.37.0" description="August 3, 2026">
+  ### 💬 Lighthouse AI — Context-Aware Chat and a Bigger Toolbox
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Lighthouse AI is now aware of your working context when in Prowler Cloud. Messages carry page-aware context — the page you are on, the finding or resource open in the side panel, and its metadata — so "explain this" just works, and each page offers concise contextual suggestions to start from.
+
+  ![Lighthouse AI answering "explain this finding" from the side panel, with the page context chip highlighted in the composer](/images/prowler-app/lighthouse/prowler-cloud/side-panel-context-aware.png)
+
+  Lighthouse also gained access to every tool family the Prowler MCP server advertises: scan configurations, scan scheduling, finding triage, alert rules and recipients, integrations, users, and roles. Every action remains gated by RBAC: Lighthouse AI can only do what the user asking could do themselves.
+
+  Read more in the [Lighthouse AI documentation](/getting-started/products/prowler-cloud-lighthouse).
+
+  ### 🔌 Prowler MCP — Integrations, Users, and Roles
+
+  Prowler MCP gained three tool families, available on both the Cloud and the self-hosted Local MCP Server:
+
+  - **[Integrations](/getting-started/basic-usage/prowler-mcp-tools#integrations-management)** — manage where Prowler sends its results, with the full lifecycle for Amazon S3, AWS Security Hub, and Jira: create them, update credentials, configuration and attached providers, re-check connections, and delete them — plus turning findings into Jira work items directly from a conversation.
+  - **[Users](/getting-started/basic-usage/prowler-mcp-tools#user-management)** — read-only tools to list the tenant users with their emails and identify the authenticated user.
+  - **[Roles](/getting-started/basic-usage/prowler-mcp-tools#role-management)** — browse the RBAC roles defined in the tenant, inspect the capabilities each one grants, and set the role a user holds.
+
+  ### ☁️ Prowler MCP — Cloud-Only Tools
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing). These tools are exposed only by the Cloud MCP Server at `https://mcp.prowler.com/mcp`; the self-hosted Local MCP Server **does not** include them.
+  </Note>
+
+  A new `prowler_cloud_*` namespace adds 32 tools so your AI assistant can run Prowler Cloud workflows end to end instead of only reading from them:
+
+  - **[Alerts](/getting-started/basic-usage/prowler-mcp-tools#alerts)** — create and manage alert rules and email recipients, and browse the fired-alert history. Rule conditions can be dry-run before saving, so you can see what a rule would match without persisting anything.
+  - **[Findings Triage](/getting-started/basic-usage/prowler-mcp-tools#findings-triage)** — set a finding's triage status and attach notes documenting the decision. Unlike muting, the finding stays visible.
+  - **[Scan Scheduling](/getting-started/basic-usage/prowler-mcp-tools#scan-scheduling)** — configure daily, interval, weekly, or monthly recurring scans, one provider at a time or applied across many at once.
+  - **[Scan Configurations](/getting-started/basic-usage/prowler-mcp-tools#scan-configurations)** — build reusable check and compliance selections and attach them to providers.
+
+  Read more in the [Prowler MCP tools reference](/getting-started/basic-usage/prowler-mcp-tools#prowler-cloud-tools).
+
+  ### 🧭 Compliance — Grouped by provider of the same type
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  One framework, every provider, a single answer. Building on the cross-provider-type roll-up, the Compliance section now groups compliance for all providers of the same type: a **single-provider framework** — CIS AWS, CIS GCP, ENS for Azure — is aggregated across the latest completed scan of every provider of that type. Each framework card rolls up into a consolidated posture with a per-provider breakdown, a findings drill-down, and a combined executive PDF report. Requirement status follows the same strict precedence (FAIL over PASS over MANUAL), so one failing provider flags the requirement for the whole estate.
+
+  ![Across providers compliance section](/images/compliance/prowler-app-across-providers-expanded.png)
+
+  The Compliance tabs were also renamed to say what they aggregate: "Per Scan" is now **Single Scan**, "Cross-Provider" is now **Multiple Scans**, and Compliance lands on Multiple Scans by default.
+
+  ![Cross-provider compliance detail across providers](/images/compliance/prowler-app-across-providers-detail.png)
+
+  Read more in the [Cross-Provider Compliance documentation](/user-guide/compliance/tutorials/cross-provider-compliance).
+
+  ### ☁️ GCP Organization Onboarding
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Onboarding an entire Google Cloud organization is now a single guided flow. Provide an organization-level credential and Prowler discovers the full hierarchy, every folder and project. Pick the folders and projects to onboard from a selection tree, set custom aliases, test the connection, and launch: each selected project is registered as a provider, with no need to add them one by one. Post-onboarding management is covered too, including credential replacement and organization-wide deletion.
+
+  Read more in the [GCP Organizations documentation](/user-guide/tutorials/prowler-cloud-gcp-organizations).
+
+  ### 🕸️ Attack Paths — More Privilege Escalation Queries
+
+  Attack Paths adds four AWS privilege-escalation detection queries from [pathfinding.cloud](https://pathfinding.cloud). Thanks to @paramanandmallik!
+
+  - **[STS-002](https://hub.prowler.com/attack-paths/aws-sts-privesc-cross-account-trust)** — cross-account role trust
+  - **[STS-003](https://hub.prowler.com/attack-paths/aws-sts-privesc-wildcard-trust)** — wildcard role trust
+  - **[IAM-022](https://hub.prowler.com/attack-paths/aws-iam-privesc-delete-user-permissions-boundary)** — user permissions-boundary removal
+  - **[SSO-001](https://hub.prowler.com/attack-paths/aws-sso-privesc-permission-set-escalation)** — IAM Identity Center permission-set escalation
+
+  The query info panel now links every query to its page on [Prowler Hub](https://hub.prowler.com), and the IAM privilege-escalation queries were reworked to run efficiently on accounts with many IAM roles, users, or groups, fixing runtime errors and timeouts on large graphs.
+
+  Read more in the [Attack Paths documentation](/user-guide/tutorials/prowler-app-attack-paths).
+
+  ### 🛡️ AWS Confidential Computing — Nitro Enclaves Checks
+
+  Prowler adds the first CSPM coverage for confidential computing workloads on AWS, with **11 new checks** for [Nitro Enclaves](https://aws.amazon.com/ec2/nitro/nitro-enclaves/), developed together with [Guillermo Ruiz](https://www.linkedin.com/in/gruizesteban/) from AWS.
+
+  - **Workload host environment (EC2)** — five `ec2_confidential_workload_host_*` checks for the parent instance: IMDSv2 not enforced, public IP exposure, unrestricted ingress, exposed vsock proxy ports, and hosts not running.
+  - **KMS attestation policy** — six `kms_key_enclave_*` checks for the key policies gating enclave secrets: attestation not enforced or bypassable, missing deployment binding, debug-mode attestations, PCR mismatches, and unknown enclave images.
+
+  All checks are fully passive, using AWS APIs and CloudTrail with no instance access or SSM agent required, and are mapped across 23 compliance frameworks, including NIST 800-53 Rev 5, PCI-DSS v4.0, ISO 27001:2022, SOC 2, HIPAA, and MITRE ATT&CK.
+
+  Read more about it this [blog post](https://prowler.com/blog/your-llm-runs-in-a-nitro-enclave-who-is-checking-the-enclave).
+
+  Try them out now at [cloud.prowler.com](https://cloud.prowler.com/sign-up)!
+
+  ### 🏢 New Provider — Huawei Cloud
+
+  Prowler now scans [**Huawei Cloud**](https://www.huaweicloud.com/), with **25 checks** across ten services: CTS, ECS, ELB, EVS, IAM, KMS, OBS, RDS, VPC, and WAF, plus the CIS Huawei Cloud Foundations Benchmark 1.0 compliance framework. Thanks to @tomitobio for their 1st provider in Prowler!
+
+  To scan a Huawei Cloud account, export the IAM user's access key credentials and run Prowler CLI:
+
+  ```bash
+  export HUAWEICLOUD_ACCESS_KEY_ID="your-access-key-id"
+  export HUAWEICLOUD_SECRET_ACCESS_KEY="your-secret-access-key"
+
+  prowler huaweicloud
+  ```
+
+  Read more in the [Huawei Cloud documentation](/user-guide/providers/huaweicloud/getting-started-huaweicloud). Explore all Huawei Cloud checks at [Prowler Hub](https://hub.prowler.com/check?provider=huaweicloud).
+
+  ### 🔍 Checks
+
+  #### AWS
+
+  - `codecommit_repository_no_secrets`, alongside the new `codecommit` service, scans files tracked at the tip of each repository's default branch for hardcoded secrets. Thanks to @Sid-0602!
+  - `glue_catalog_connection_no_secrets` detects secrets in Glue Data Catalog connection properties. Thanks to @l46983284-cpu, @Rishi943, and @UTKARSH698!
+  - `ec2_instance_stopped_older_than_specific_days` detects EC2 instances stopped longer than a configurable number of days (default 30). Thanks to @Nithin078!
+  - `sagemaker_endpoint_config_kms_encryption_enabled` verifies SageMaker endpoint configurations use a KMS key for storage volume encryption. Thanks to @Nithin078 and @l46983284-cpu!
+
+  Read more in the [AWS documentation](/user-guide/providers/aws/getting-started-aws). Explore all AWS checks at [Prowler Hub](https://hub.prowler.com/check?provider=aws).
+
+  ### 📤 OCSF Output — MITRE ATT&CK Enrichment
+
+  OCSF detection finding output now populates `finding_info.analytic` with the Prowler check rule and `finding_info.attacks` with MITRE ATT&CK technique and tactic objects for findings with MITRE ATT&CK compliance metadata. Thanks to @AlexanderSanin!
+
+  ### 🐞 Fixed
+
+  - AWS Security Hub integrations now persist successful recovery checks during finding delivery, keeping connection status and the last-checked time accurate.
+  - Social sign-up now creates authentication, tenant, and membership records in a single transaction, fully rolling back failed provisioning to prevent incomplete accounts.
+  - The SAML configuration form keeps the ACS URL field stable while generating the callback URL and exposes the copy action only after a valid URL is available.
+  - SAML users without a `userType` attribute and without an existing role now receive a least-privilege `read_only` fallback role, so role-dependent operations continue to work without granting management permissions.
+
+  ### 🔐 Security
+
+  - Provider deletion, connection checks, scan creation, provider secrets, provider groups, and daily schedules now respect role provider-group visibility.
+  - HTML reports escape provider-originated finding fields, preventing stored cross-site scripting through malicious cloud resource tags. https://github.com/prowler-cloud/prowler/security/advisories/GHSA-c2jg-2778-ggm4
+  - Authentication with an API key whose owning user was deleted now returns `401`, and user deletion revokes the user's API keys across all their tenants.
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @tomitobio: Huawei Cloud provider with CIS 1.0 benchmark ([#11950](https://github.com/prowler-cloud/prowler/pull/11950))
+  - @paramanandmallik: four AWS privilege-escalation Attack Paths queries ([#11460](https://github.com/prowler-cloud/prowler/pull/11460))
+  - @Sid-0602: AWS `codecommit` service and `codecommit_repository_no_secrets` check ([#11846](https://github.com/prowler-cloud/prowler/pull/11846))
+  - @l46983284-cpu, @Rishi943, and @UTKARSH698: AWS `glue_catalog_connection_no_secrets` check ([#11963](https://github.com/prowler-cloud/prowler/pull/11963))
+  - @Nithin078: AWS `ec2_instance_stopped_older_than_specific_days` ([#12076](https://github.com/prowler-cloud/prowler/pull/12076)) and `sagemaker_endpoint_config_kms_encryption_enabled` ([#12118](https://github.com/prowler-cloud/prowler/pull/12118), co-authored with @l46983284-cpu) checks
+  - @AlexanderSanin: MITRE ATT&CK enrichment in OCSF detection finding output ([#11492](https://github.com/prowler-cloud/prowler/pull/11492))
+  - @stefanobaldo: GCP gen2 Cloud Functions IAM policy retrieval is now thread-safe ([#12107](https://github.com/prowler-cloud/prowler/pull/12107))
+  - @rayair250-droid: GCP SSH and RDP firewall checks now detect exposed ports in any position within multi-port rules ([#12115](https://github.com/prowler-cloud/prowler/pull/12115))
+  - @jbchief-dev: secret ignore patterns now use Kingfisher-compatible LF line indexing ([#12141](https://github.com/prowler-cloud/prowler/pull/12141))
+  - @bmbferreira: Helm chart improvements — immutable chart versions on release ([#12056](https://github.com/prowler-cloud/prowler/pull/12056)) and capped Celery worker concurrency ([#12054](https://github.com/prowler-cloud/prowler/pull/12054))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.37.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.36.0" description="July 24, 2026">
+  ### 🎫 Finding Groups - Jira
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Selected Findings, Finding Groups, and mixed selections can now be sent to Jira. When you select multiple findings, choose between one grouped issue or separate issues. Generated issues keep their Prowler context with deep links and filter details, while the UI provides clear dispatch and failure feedback.
+
+  ![Send findings to Jira](/images/changelog/v5.36.0-finding-groups-jira.png)
+
+  Read more in the [Jira integration documentation](/user-guide/tutorials/prowler-app-jira-integration).
+
+  ### 🕸️ Attack Paths - Queries
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Prowler Cloud now records which built-in Attack Paths queries returned data at the end of each scan. The query selector hides confirmed-empty queries for the selected scan, so you can focus on paths that exist without opening blank graph views. Errored, unknown, and parameterized queries remain available when they still require investigation or input.
+
+  All Attack Paths queries are now published on [Prowler Hub](https://hub.prowler.com), where you can browse the full catalog.
+
+  ![Attack Paths query selector](/images/changelog/v5.36.0-attack-paths-queries.png)
+
+  Read more in the [Attack Paths documentation](/user-guide/tutorials/prowler-app-attack-paths).
+
+  ### 🧑‍🏫 New Tutorials: Connect Your AI Agents to Prowler Cloud
+
+  <Note>
+  This feature needs a Prowler Cloud API key, so it is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  New tutorials walk you through connecting your own AI agents to Prowler Cloud, so they can query your security posture and act on it programmatically.
+
+  Read more in the [AI agents documentation](/user-guide/ai-agents/index).
+
+  ### ☁️ Region-less Oracle Cloud Infrastructure Setup
+
+  Oracle Cloud Infrastructure (OCI) provider credentials no longer require a region. Existing clients can still send the legacy `region` field for compatibility, but the API ignores it before storing credentials or starting a scan. This removes an unnecessary step from OCI onboarding.
+
+  Read more in the [OCI documentation](/user-guide/providers/oci/getting-started-oci).
+
+  ### 🔍 Checks
+
+  #### AWS
+
+  - `sagemaker_notebook_instance_no_secrets` scans the `OnCreate` and `OnStart` lifecycle scripts of SageMaker notebook instances for hardcoded API keys, passwords, tokens, connection strings, and other secrets. Thanks to @kiranrajsg!
+
+  Read more in the [AWS documentation](/user-guide/providers/aws/getting-started-aws). Explore all AWS checks at [Prowler Hub](https://hub.prowler.com/check?provider=aws).
+
+  ### 🔐 Security
+
+  - Integration responses and operations now respect provider visibility, preventing hidden-provider disclosure and blocking unauthorized attachment, connection checks, Jira dispatches, edits, and deletion.
+  - Next.js was updated from 16.2.9 to 16.2.11, patching four high-severity and five medium-severity vulnerabilities.
+  - The unused `npm` CLI was removed from the UI container image, eliminating the bundled `node-tar` CVE-2026-59873 and reducing exposure to future bundled npm vulnerabilities.
+  - Vitest and its browser packages were updated from 4.1.8 to 4.1.10, resolving the critical `@vitest/browser` file-access permission bypass. These are development dependencies and have no runtime impact.
+  - Kubernetes kubeconfig validation now blocks legacy `auth-provider.config.cmd-path` command authentication, closing a command-execution bypass.
+  - `next-auth` was updated from 5.0.0-beta.30 to 5.0.0-beta.32, patching two critical Auth.js advisories: existence-based authorization checks that could fail open when a provider is misconfigured, and a homoglyph `@` bypass in email address normalization. The bump also pulls in the patched `@auth/core` 0.41.3 transitively.
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @kiranrajsg: AWS `sagemaker_notebook_instance_no_secrets` check ([#11843](https://github.com/prowler-cloud/prowler/pull/11843))
+  - @owenchenxy: Alibaba Cloud SSH and RDP security group checks now handle capitalized `Policy="Accept"` values correctly ([#12049](https://github.com/prowler-cloud/prowler/pull/12049))
+  - @rsaladra: S3 bucket name validation no longer raises an invalid escape sequence `SyntaxWarning` at startup ([#12041](https://github.com/prowler-cloud/prowler/pull/12041))
+  - @SujayKulkarni-2211: Updated the AWS check count in the README ([#12011](https://github.com/prowler-cloud/prowler/pull/12011))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.36.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.35.0" description="July 17, 2026">
+  ### 💬 Lighthouse AI - Side Chat
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Lighthouse AI now lives in a side panel you can open from anywhere in the app. Ask about the findings you are looking at without leaving the page, and expand to the full-page chat at any time: your draft, messages, and streaming response come along. Finding and resource details share the same panel, with tabs to switch between Details and Lighthouse AI.
+
+  ![Lighthouse AI side chat](/images/changelog/v5.35.0-lighthouse-ai-side-chat.png)
+
+  Read more in the [Lighthouse AI documentation](/getting-started/products/prowler-cloud-lighthouse#side-panel).
+
+  ### 🤖 Lighthouse AI - Take Action
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Lighthouse AI is no longer read-only. Ask it to do things and it will: connect or remove providers, trigger a scan, schedule daily scans, update scan settings, and manage your mutelist and mute rules, straight from the chat. Every action is gated by RBAC: Lighthouse can only do what the user asking could do themselves.
+
+  Read more in the [Lighthouse AI capabilities](/getting-started/products/prowler-cloud-lighthouse#capabilities).
+
+  ### ☁️ One-step AWS Organizations onboarding
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Onboarding an entire AWS Organization is now a single step. One CloudFormation quick-create link deploys the management account role and a service-managed StackSet that rolls the role out to every member account, replacing the manual StackSet console setup. Target the whole organization or a specific Organizational Unit or Root ID, and deploy from the management account or a delegated administrator. The S3 integration quick-create link also pre-fills the bucket owner account ID, preventing a stack validation error.
+
+  ![AWS Organizations onboarding wizard](/images/changelog/v5.35.0-aws-orgs-wizard.png)
+
+  Built on the full-organization CloudFormation template contributed by @jchrisfarris — thanks!
+
+  Read more in the [AWS Organizations documentation](/user-guide/tutorials/prowler-cloud-aws-organizations).
+
+  ### 🎯 Scan configurations: exclude checks and services
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Scan configurations now accept `excluded_checks` and `excluded_services` to narrow the execution scope. Skip individual checks or entire services per provider, and the scan does not run them at all: less noise, faster scans, and no findings you would mute anyway.
+
+  Read more in the [Scan Configuration documentation](/user-guide/tutorials/prowler-app-scan-configuration#limiting-the-scan-scope).
+
+  ### 🧭 Redesigned sidebar navigation
+
+  The sidebar was redesigned around how you actually work: grouped sections for security, settings, and help, a Home/Chat switch at the top, collapsible configuration entries, clearer active states, and a responsive mobile overlay.
+
+  ![Redesigned sidebar](/images/changelog/v5.35.0-new-menu.png)
+
+  ### 🔌 Prowler MCP tools renamed to `prowler_*`
+
+  Core Prowler tools in Prowler MCP moved from the `prowler_app_*` prefix to the shorter `prowler_*` namespace, and the MCP documentation was restructured around it. Legacy `prowler_app_*` names keep working in Lighthouse AI, so existing setups are not broken.
+
+  Read more in the [Prowler MCP tools reference](/getting-started/basic-usage/prowler-mcp-tools).
+
+  ### 🔐 Security
+
+  - Jira integration credentials now only accept bare Atlassian site names (letters, numbers, and hyphens), and Jira tenant information requests validate site names and no longer follow redirects.
+  - Social account linking now requires a verified matching email from both the identity provider and the existing user account, and account connection notification emails are disabled.
+  - 13 advisories reported by `pnpm audit` on the UI (3 high, 9 moderate, 1 low) are resolved with patched versions of `hono`, `ws`, `vite`, `dompurify`, `js-yaml`, `@opentelemetry/core`, and `@babel/core`, including `hono` CVE-2026-59896.
+
+  ### 🙌 External Contributors
+
+  No external contributors in this release.
+
+  Special mention to @jchrisfarris, whose full-organization CloudFormation template from v5.34.0 powers the new one-step AWS Organizations onboarding ([#10403](https://github.com/prowler-cloud/prowler/pull/10403)).
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.35.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.34.0" description="July 15, 2026">
+  ### 🏷️ New product names
+
+  The Prowler family has grown, and the names now say what each product is. Same products, clearer names:
+
+  **Prowler products:**
+
+  - **Prowler Cloud** — the managed cloud security platform operated by the Prowler team.
+  - **Prowler Private Cloud** (formerly *Prowler Enterprise*) — the self-hosted deployment of Prowler Cloud in your own environment.
+  - **Prowler Hub** — the free public library of versioned checks, cloud service artifacts, and compliance frameworks.
+  - **Prowler Lighthouse AI** — The Agentic Cloud Defender in Prowler Cloud and Prowler Private Cloud.
+  - **Prowler MCP** — the MCP server that connects AI assistants and agents to Prowler, including the IDE plugins.
+
+  **Open source projects:**
+
+  - **Prowler CLI** — the command-line scanner for all supported providers.
+  - **Prowler Local Server** (formerly *Prowler App*) — the self-hosted web application and API to run scans, visualize findings, and manage providers.
+  - **Prowler Local Dashboard** — the web dashboard for visualizing Prowler CLI scan results, distributed with the CLI.
+  - **Prowler SDK** — the Python library behind Prowler CLI and Prowler Local Server.
+
+  See the full family in the [Prowler products documentation](/getting-started/products).
+
+  ### 🧭 Cross-Provider Compliance
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  One framework, every cloud, a single answer. The new **Cross-provider** tab in Compliance takes the most recent completed scan of every compatible provider and rolls them up into a single compliance posture per framework, with a per-provider breakdown and a combined executive PDF report. Requirement status follows strict precedence (FAIL over PASS over MANUAL), so one failing provider is enough to flag a requirement across your whole estate.
+
+  ![Cross-provider compliance overview](/images/changelog/v5.34.0-cross-provider-compliance-overview.png)
+
+  Three universal frameworks support it today:
+
+  - **CIS Controls 8.1** — AWS, Azure, Google Cloud, Microsoft 365, Kubernetes, GitHub, Google Workspace, Okta, Oracle Cloud, Alibaba Cloud, Cloudflare, MongoDB Atlas, OpenStack, and Vercel.
+  - **CSA CCM 4.0** — AWS, Azure, Google Cloud, Alibaba Cloud, and Oracle Cloud.
+  - **DORA 2022/2554** — AWS, Azure, Google Cloud, Alibaba Cloud, and Cloudflare.
+
+  Filter by provider type, account, or provider group, drill into each framework's requirements, and export the combined PDF.
+
+  ![Cross-provider compliance detail](/images/changelog/v5.34.0-cross-provider-compliance-detail.png)
+
+  Read more in the [Cross-Provider Compliance documentation](/user-guide/compliance/tutorials/cross-provider-compliance).
+
+  ### 🏢 New Provider — E2E Networks
+
+  Prowler now scans [**E2E Networks**](https://www.e2enetworks.com/), with **27 checks** spanning compute nodes, networking, security groups, load balancers, block and file storage, and managed databases. Thanks to @deepak7093 for their 1st provider in Prowler!
+
+  Available in the Prowler CLI:
+
+  ```bash
+  export E2E_NETWORKS_API_KEY="your-api-key"
+  export E2E_NETWORKS_AUTH_TOKEN="your-auth-token"
+  export E2E_NETWORKS_PROJECT_ID="your-project-id"
+  prowler e2enetworks
+  ```
+
+  Read more in the [E2E Networks documentation](/user-guide/providers/e2enetworks/getting-started-e2enetworks). Explore all E2E Networks checks at [Prowler Hub](https://hub.prowler.com/check?provider=e2enetworks).
+
+  ### 🔐 Security
+
+  User role relationship updates in the API are now limited to the active tenant, preserving the role assignments the same user holds in other tenants.
+
+  ### 🔍 Checks
+
+  #### AWS
+
+  - `ec2_ami_account_block_public_access` — verifies AMI block public access is enabled at the account level in each Region, so AMIs cannot be shared publicly. Thanks to @goutham-hari!
+  - `datapipeline_pipeline_no_secrets_in_definition` — scans Data Pipeline object fields, parameter objects, and parameter values for hardcoded secrets with Kingfisher. Thanks to @YinkaMetrics!
+  - `elbv2_listener_pqc_tls_enabled` — verifies ELBv2 HTTPS/TLS listeners use post-quantum TLS security policies with TLS 1.2 or higher, helping reduce harvest-now-decrypt-later exposure.
+  - `amplify_app_no_secrets_in_environment` — scans Amplify app and branch environment variables and build settings (buildSpec) for hardcoded secrets with Kingfisher. Thanks to @Deep070203!
+
+  #### Azure
+
+  - `app_function_ensure_http_is_redirected_to_https` — verifies that Function Apps enforce HTTPS-only traffic. Thanks to @amandalal007!
+
+  #### Kubernetes
+
+  - `core_minimize_hostpath_volume_mounts` — detects Pods that use `hostPath` volumes. Thanks to @0xTaoZ!
+  - `core_readonly_root_filesystem_enabled` — verifies that every container in each Pod explicitly sets `readOnlyRootFilesystem: true` in its security context. Thanks to @Weedle02!
+
+  #### STACKIT
+
+  - `iaas_server_public_ip_attached` — flags IaaS servers that have a public IP address directly attached to a network interface. Thanks to @johannes-engler-mw!
+
+  Explore all checks at [Prowler Hub](https://hub.prowler.com/check).
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @jchrisfarris — Deploy AWS Organizations with the CloudFormation template in one step ([#10403](https://github.com/prowler-cloud/prowler/pull/10403))
+  - @deepak7093 — New E2E Networks provider: 27 checks across compute nodes, networking, security groups, load balancers, block/file storage, and managed databases ([#11654](https://github.com/prowler-cloud/prowler/pull/11654))
+  - @goutham-hari — AWS `ec2_ami_account_block_public_access` check ([#11828](https://github.com/prowler-cloud/prowler/pull/11828))
+  - @YinkaMetrics — AWS `datapipeline_pipeline_no_secrets_in_definition` check ([#11821](https://github.com/prowler-cloud/prowler/pull/11821))
+  - @amandalal007 — Azure `app_function_ensure_http_is_redirected_to_https` check ([#11929](https://github.com/prowler-cloud/prowler/pull/11929))
+  - @0xTaoZ — Kubernetes `core_minimize_hostpath_volume_mounts` check ([#11837](https://github.com/prowler-cloud/prowler/pull/11837))
+  - @Weedle02 — Kubernetes `core_readonly_root_filesystem_enabled` check ([#11835](https://github.com/prowler-cloud/prowler/pull/11835))
+  - @johannes-engler-mw — STACKIT `iaas_server_public_ip_attached` check ([#11549](https://github.com/prowler-cloud/prowler/pull/11549))
+  - @janderik — Trailing newlines added to compliance, region, and fixture data files for POSIX compliance ([#11765](https://github.com/prowler-cloud/prowler/pull/11765))
+  - @Deep070203 — AWS `amplify_app_no_secrets_in_environment` check ([#11825](https://github.com/prowler-cloud/prowler/pull/11825))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.34.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.33.0" description="July 7, 2026">
+  ### 🤖 Lighthouse AI — The Agentic Cloud Defender
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Lighthouse AI is now a full agentic assistant wired to the Prowler Cloud backend. Ask it about your findings, your compliance posture, or your riskiest resources, and watch it work: the agent discovers and runs the Prowler tools it needs to answer, with every tool call visible in the new agentic view. It reads your security data through read-only tools, so it can never touch secrets or modify your tenant.
+
+  ![Lighthouse AI agentic view](/images/changelog/v5.33.0-lighthouse-ai-1.webp)
+
+  The chat experience is rebuilt around **persistent sessions**: conversations stream in real time, stay in your session history, can be archived, and a **sidebar chat mode** lets you ask questions from any page in the app without losing your place.
+
+  ![Lighthouse AI sessions](/images/changelog/v5.33.0-lighthouse-ai-2.webp)
+
+  You control the brain behind it. Configure one or more LLM providers — **OpenAI**, **Amazon Bedrock**, or any **OpenAI-compatible** endpoint (OpenRouter, Ollama) — with connection testing built into the setup and per-provider model selection. Add a shared **business context** (your security goals, compliance needs, organizational priorities) and every session uses it to give answers that fit your environment.
+
+  ![Lighthouse AI LLM providers](/images/changelog/v5.33.0-lighthouse-ai-3.webp)
+
+  Read more in the [Lighthouse AI documentation](/getting-started/products/prowler-cloud-lighthouse) and the [multiple LLM providers guide](/user-guide/tutorials/prowler-cloud-lighthouse-multi-llm).
+
+  ### 📄 Compliance PDF Reports Without Credentials
+
+  Compliance PDF reports no longer require the provider's credentials to be present. Findings are now enriched from the provider metadata stored in the database, so a report still generates even after the provider secret has been deleted or its credentials have become invalid.
+
+  Read more in the [compliance documentation](/user-guide/compliance/tutorials/compliance).
+
+  ### ⏳ Scan Queueing
+
+  Overlapping scans for the same provider now queue behind the active one instead of dispatching concurrent scan workers. Launch a manual scan while a scheduled one is running and it waits its turn. No more duplicated work or racing scans.
+
+  ### 🔐 Security
+
+  The Kubernetes provider credentials now reject kubeconfigs using `exec` authentication in Prowler Cloud, at the API and in the credential form, preventing user-supplied commands from running on Cloud workers.
+
+  Read more in the [Kubernetes provider authentication documentation](/user-guide/providers/kubernetes/getting-started-k8s#step-2-configure-kubernetes-authentication).
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @kratos0718 — Azure `postgresql_flexible_server_log_retention_days_greater_3` Flexible Server log retention fix ([#11761](https://github.com/prowler-cloud/prowler/pull/11761))
+  - @Sanjays2402 — `KeyError: 'MANUAL'` crash fix in the compliance summary table, shipped early in v5.32.1 ([#11823](https://github.com/prowler-cloud/prowler/pull/11823))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.33.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.32.0" description="July 2, 2026">
+  ### 🔎 Findings Triage
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Triage findings straight from the Findings view. Each finding gets a triage status you can move through its lifecycle:
+
+  **Open → Under Review → Remediating → Risk Accepted → False Positive → Resolved**
+
+  Add a triage note to record the decision, mute a finding, all from the row's actions menu. The current status shows inline on every finding row, so you keep track of what has been reviewed and stop re-checking the same issues scan after scan.
+
+  ![Findings triage statuses](/images/changelog/v5.32.0-triage-1.png)
+
+  The status also follows the finding automatically across scans: when a finding flips from `FAIL` to `PASS` on the next scan it moves to **Resolved**, and when it flips from `PASS` back to `FAIL` it moves to **Reopened**. You always know whether an issue is genuinely fixed or has regressed, without touching it by hand.
+
+  ![Findings triage lifecycle](/images/changelog/v5.32.0-triage-2.png)
+
+  Read more in the [Findings Triage documentation](/user-guide/tutorials/prowler-app-findings-triage).
+
+  ### ⚙️ Scan Configuration
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Create named, reusable scan configurations from a dedicated **Scans / Configuration** page. Each configuration is YAML that follows the structure of [`prowler/config/config.yaml`](https://github.com/prowler-cloud/prowler/blob/master/prowler/config/config.yaml), so you only include the keys you want to override; the rest fall back to the built-in defaults. Values are validated on save against a per-provider, type-safe configuration schema that range-checks each field and rejects unknown keys, so a malformed config is caught before it ever reaches a scan. Attach a configuration to one or more providers so it applies on their next scan, or save it now and attach providers later.
+
+  ![Scan configuration editor](/images/changelog/v5.32.0-config-1.png)
+
+  From the Providers view you can pick which configuration a provider uses (`Default` or any of your saved ones) without leaving the page. No more passing config files around by hand.
+
+  ![Scan configuration per provider](/images/changelog/v5.32.0-config-2.png)
+
+  Read more in the [Scan Configuration documentation](/user-guide/tutorials/prowler-app-scan-configuration).
+
+  ### ✅ Per-Requirement Configuration Validation
+
+  <Note>
+  This feature is available exclusively in **Prowler Cloud** and **Prowler Private Cloud** with a [subscription](https://prowler.com/pricing).
+  </Note>
+
+  Compliance frameworks can now declare `ConfigRequirements` on a requirement, so it's reported as **FAIL** when its mapped checks ran under a configuration too loose to satisfy it. Even if every individual finding PASSed. This applies across all compliance outputs: CSV, OCSF, and console tables, and is the engine behind Scan Configuration's "marked as FAIL" behavior described above.
+
+  ![Per-requirement configuration validation](/images/changelog/v5.32.0-per-requirement-validation.png)
+
+  Read more in the [Configuration File documentation](/user-guide/cli/tutorials/configuration_file).
+
+  ### ⏱️ Okta — Request Throttling & Retries
+
+  Prowler now proactively throttles Okta API requests to stay under rate limits, with reactive retries on HTTP 429 as a safety net. Both are set in the scan configuration (or their equivalent CLI flags):
+
+  - `okta_requests_per_second` (config file) / `--okta-requests-per-second` (CLI) — cap the request rate. Default: 4 req/s.
+  - `okta_max_retries` (config file) / `--okta-retries-max-attempts` (CLI) — bound retry attempts. Default: 5.
+
+  This makes large Okta scans more reliable and less likely to be rate-limited.
+
+  Read more in the [Okta rate limit documentation](/user-guide/providers/okta/retry-configuration#request-throttling-requests-per-second).
+
+  ### 📉 AWS — Cap Resources Scanned per Service
+
+  Large AWS accounts can now cap how many resources Prowler analyzes for the highest-volume services, keeping scan time and cost under control. Set a global limit with `max_scanned_resources_per_service`, or override it per service:
+
+  - EBS snapshots (`max_ebs_snapshots`)
+  - Backup recovery points (`max_backup_recovery_points`)
+  - CloudWatch log groups (`max_cloudwatch_log_groups`)
+  - Lambda functions (`max_lambda_functions`)
+  - ECS task definitions (`max_ecs_task_definitions`)
+  - CodeArtifact packages (`max_codeartifact_packages`)
+
+  Limits are **disabled by default** (`0` = unlimited); only positive values cap the analyzed resources.
+
+  <Warning>
+  When a positive limit is set, compliance results reflect only the sampled resources, not every matching resource in the account.
+  </Warning>
+
+  Read more in the [configuration file documentation](/user-guide/cli/tutorials/configuration_file#supported-aws-resource-limits).
+
+  ### 🏷️ Azure — Filter by Resource Group
+
+  Azure scans can now be scoped to one or more resource groups with the new `--azure-resource-group` / `--azure-resource-groups` option. This lets you run focused assessments against specific environments, teams, or workloads instead of scanning every accessible resource in the subscription. Thanks to @Legin-ML for contributing this feature!
+
+  ```bash
+  # Single resource group
+  prowler azure --az-cli-auth --azure-resource-group rg-prod
+
+  # Multiple resource groups
+  prowler azure --az-cli-auth --azure-resource-group rg-prod1 rg-prod2
+  ```
+
+  Read more in the [Azure Resource Groups documentation](/user-guide/providers/azure/resource-groups).
+
+  ### 🧭 Provider Group Filter
+
+  Filter the **Overview, Findings, Resources, Scans, and Providers** views by provider group. Scope the whole app to a team, an environment, or a business unit in one click instead of filtering provider by provider.
+
+  ![Provider group filter](/images/changelog/v5.32.0-provider-group-filter.png)
+
+  Read more about managing provider groups in the [RBAC documentation](/user-guide/tutorials/prowler-app-rbac).
+
+  ### 🔬 API — Timestamp Precision in Findings Filters
+
+  The `/api/v1/findings` endpoint now accepts full timestamps on the `inserted_at` and `updated_at` filters (`filter[inserted_at__gte]`, `filter[inserted_at__lte]`, and the `updated_at` variants), so you can query narrow time windows instead of whole days. Date-only filtering keeps working, so existing integrations are unaffected.
+
+  ```bash
+  # Findings inserted within a precise timestamp window
+  curl --globoff \
+    'http://localhost:8080/api/v1/findings?filter[inserted_at__gte]=2026-07-01T06:12:18Z&filter[inserted_at__lte]=2026-07-02T19:25:55Z' \
+    -H 'Authorization: Bearer <YOUR_TOKEN>' \
+    -H 'Accept: application/vnd.api+json'
+  ```
+
+  ### 🕸️ Attack Paths — Neptune as a persistent sink
+
+  Attack Paths can now persist its graph in **AWS Neptune** in addition to Neo4j, selectable via `ATTACK_PATHS_SINK_DATABASE=neptune` (default `neo4j`). Cartography's per-scan ingest database stays on Neo4j. The scan task preflights the ingest database and the configured sink before ingestion, and provider graph cleanup now deletes relationships in directed batches before deleting nodes.
+
+  This is the groundwork for scale: a managed graph database lets Attack Paths hold much larger graphs, extend coverage to more providers, and link resources across them so an attack path can cross provider boundaries instead of stopping at one cloud's edge.
+
+  Read more in the [Attack Paths documentation](/user-guide/tutorials/prowler-app-attack-paths).
+
+  ### 🔐 New Secret-Scanning Engine — Kingfisher
+
+  Prowler's secret-scanning checks now run on [Kingfisher](https://github.com/mongodb/kingfisher) instead of `detect-secrets`. Scans run **fully offline by default**, and obvious placeholder values (e.g. `password123`, `changeme`) are no longer reported, cutting down false positives.
+
+  Opt in to **live validation** with the new `--scan-secrets-validate` flag (or the `aws.secrets_validate` config option): Prowler checks discovered secrets against the provider APIs, and any secret confirmed to be **live is reported as critical**, so you can prioritize the credentials that actually work.
+
+  <Note>
+  The `detect_secrets_plugins` configuration option has been removed, as it is no longer used by the new engine.
+  </Note>
+
+  Read more in the [secret detection documentation](/user-guide/cli/tutorials/pentesting#detect-secrets).
+
+  ### 🔍 Checks
+
+  #### AWS
+
+  - `stepfunctions_statemachine_encrypted_with_cmk` — Step Functions state machines use a customer-managed KMS key for encryption at rest instead of the default AWS-owned key. Thanks to @Sid-0602!
+  - `waf_regional_webacl_logging_enabled` — AWS WAF Classic Regional Web ACLs have logging enabled to a Kinesis Data Firehose stream. Thanks to @Sid-0602!
+  - **IAM privilege escalation** — the privesc checks now cover **AWS Bedrock AgentCore** paths across Runtime, Harness, Code Interpreter, and Custom Browser. Thanks to @MrCloudSec!
+  - `apigateway_restapi_no_secrets_in_stage_variables` — scans API Gateway REST API stage variables for hardcoded passwords, API keys, and tokens. Thanks to @chirag1206!
+  - `awslambda_function_no_secrets_in_code` — this check now supports a `secrets_ignore_files` audit-config option to skip files inside the deployment package by glob pattern (e.g. `*.deps.json`), suppressing .NET dependency-manifest false positives without masking real secrets.
+  - `s3_bucket_object_public` — spot-checks a configurable sample of object ACLs in each bucket and flags objects granted to the `AllUsers` or `AuthenticatedUsers` groups. Disabled by default; opt in via the `s3_bucket_object_public_enabled` configuration option. Thanks to @Synchx00!
+
+  #### Microsoft 365
+
+  New **Conditional Access** hardening checks:
+
+  - `entra_conditional_access_policy_explicitly_targets_azure_devops` — at least one enabled policy explicitly includes the Azure DevOps cloud application, rather than relying on a broad "All cloud apps" policy. Thanks to @mzl2233!
+  - `entra_conditional_access_policy_no_exclusion_gaps` — every user, group, role, or application excluded from an enabled policy stays in scope of another enabled policy. Thanks to @UTKARSH698 with @arieleli01212 as co-author!
+  - `entra_conditional_access_policy_groups_management_restricted` — every security group referenced by an enabled or report-only policy is management-restricted or role-assignable. Thanks to @SAMurai-16!
+  - `exchange_application_access_policy_restricts_mailbox_apps` — every service principal with Microsoft Graph application-level Exchange mailbox permissions is restricted by an Exchange Online Application Access Policy. Thanks to @VasistAcharya!
+
+  ### 📚 Compliance
+
+  #### CIS Benchmark Refresh — Six New Versions
+
+  Prowler ships a coordinated refresh of the CIS Benchmarks across six providers:
+
+  - **AWS** — CIS Amazon Web Services Foundations Benchmark v7.0.0, adding the new Organizations section (2.1.1-2.1.6), resource policy (2.21), web front-end access logging (4.10), and VPC Endpoints (6.8) recommendations.
+  - **Azure** — CIS Microsoft Azure Foundations Benchmark v6.0.0.
+  - **GCP** — CIS Google Cloud Platform Foundation Benchmark v5.0.0.
+  - **Kubernetes** — CIS Kubernetes Benchmark v2.0.1.
+  - **GitHub** — CIS GitHub Benchmark v1.2.0.
+  - **Microsoft 365** — CIS Microsoft 365 Foundations Benchmark v7.0.0.
+
+  #### CIS Controls v8.1 — Universal Framework
+
+  A new **universal** (cross-provider) compliance framework mapping existing checks across 18 providers — AWS, Azure, GCP, Kubernetes, M365, GitHub, AlibabaCloud, OracleCloud, GoogleWorkspace, Okta, Cloudflare, Vercel, MongoDB Atlas, OpenStack, Linode, StackIT, NHN, and Scaleway — to the 18 CIS Critical Security Controls and their Safeguards. Ships with a dedicated detail view and report mapping in the UI.
+
+  Read more in the [compliance documentation](/user-guide/compliance/tutorials/compliance). Explore the full compliance catalog at [Prowler Hub](https://hub.prowler.com/compliance).
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @chirag1206 — `apigateway_restapi_no_secrets_in_stage_variables` check ([#11188](https://github.com/prowler-cloud/prowler/pull/11188))
+  - @MrCloudSec — AWS Bedrock AgentCore privilege escalation paths in the IAM privesc checks ([#11726](https://github.com/prowler-cloud/prowler/pull/11726))
+  - @Sid-0602 — `stepfunctions_statemachine_encrypted_with_cmk` ([#11538](https://github.com/prowler-cloud/prowler/pull/11538)) and `waf_regional_webacl_logging_enabled` ([#11539](https://github.com/prowler-cloud/prowler/pull/11539)) checks
+  - @mzl2233 — `entra_conditional_access_policy_explicitly_targets_azure_devops` check ([#11182](https://github.com/prowler-cloud/prowler/pull/11182))
+  - @UTKARSH698 with @arieleli01212 as co-author — `entra_conditional_access_policy_no_exclusion_gaps` check ([#11577](https://github.com/prowler-cloud/prowler/pull/11577))
+  - @SAMurai-16 — `entra_conditional_access_policy_groups_management_restricted` check ([#11342](https://github.com/prowler-cloud/prowler/pull/11342))
+  - @vahidg — Azure PostgreSQL flexible server collection resilience fix ([#11595](https://github.com/prowler-cloud/prowler/pull/11595))
+  - @davletd — Azure `keyvault_logging_enabled` `AuditEvent` category fix ([#11660](https://github.com/prowler-cloud/prowler/pull/11660))
+  - @VasistAcharya — `exchange_application_access_policy_restricts_mailbox_apps` ([#11247](https://github.com/prowler-cloud/prowler/pull/11247))
+  - @Legin-ML — Filter scans at Resource Group level ([#10657](https://github.com/prowler-cloud/prowler/pull/10657))
+  - @Synchx00 — `s3_bucket_object_public` check ([#9517](https://github.com/prowler-cloud/prowler/pull/9517))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.32.0) for the complete list of changes.
+</Update>
+
+<Update label="v5.31.0" description="June 23, 2026">
+  ### 🗓️ Flexible Scan Scheduling
+
+  <Note>
+  Available exclusively in **Prowler Cloud**. Prowler Local Server supports daily scans only.
+  </Note>
+
+  ![Scan scheduling from the Providers page](/images/changelog/v5.31.0-schedule-1.png)
+
+  You can now set a per-provider scan schedule from the Providers page. Pick a **scan time** and a **repeat cadence**: Daily, Every 48 hours, Weekly (with a day-of-week selector), or Monthly. Schedules can be edited or removed at any time, and a new scan never interrupts access to existing data.
+
+  ![Schedule editor](/images/changelog/v5.31.0-schedule-2.png)
+
+  All schedules are listed in one place under the **Scheduled** tab in **Scan Jobs**, showing each provider's cadence, next scan, and last scan at a glance.
+
+  ![Scheduled tab in Scan Jobs](/images/changelog/v5.31.0-schedule-3.png)
+
+  Read more in the [scan scheduling documentation](/user-guide/tutorials/prowler-scan-scheduling).
+
+  ### 📚 DORA — Expanded Provider Coverage
+
+  Prowler extends [**DORA**](https://www.eiopa.europa.eu/digital-operational-resilience-act-dora_en) (Digital Operational Resilience Act, Regulation (EU) 2022/2554) coverage to **Azure**, **GCP**, **Cloudflare**, and **Alibaba Cloud**, mapping each provider's existing checks across the five DORA pillars.
+
+  ![DORA compliance for Alibaba Cloud](/images/changelog/v5.31.0-dora-alibaba.png)
+
+  <Note>
+  The framework follows the `<name>_<version>` naming convention as `DORA_2022_2554`.
+  </Note>
+
+  Read more in the [compliance documentation](/user-guide/compliance/tutorials/compliance).
+
+  ### 🚀 Guided Onboarding
+
+  <Note>
+  Available exclusively in **Prowler Cloud**.
+  </Note>
+
+  New accounts now get a guided first-run experience. The Overview greets you with an **"Add your first provider"** prompt: connect a provider so Prowler has something to scan and assess, then get started in one click (or skip for now).
+
+  ![Guided onboarding prompt](/images/changelog/v5.31.0-onboarding-1.png)
+
+  From there, contextual empty states across the product point you to the next action rather than leaving you stuck. Attack Paths, for example, explains that you need a completed scan before it can build a graph and links straight to **Scan Jobs**, with a **"See how it works"** affordance for first-timers.
+
+  ![Contextual empty states](/images/changelog/v5.31.0-onboarding-2.png)
+
+  ### 🔐 Optional SAML SSO `userType`
+
+  The SAML `userType` attribute is now optional. If your IdP does not send it, or sends it blank, Prowler keeps the user's existing roles unchanged instead of replacing them with a fallback role.
+
+  When `userType` is provided, Prowler still maps the user to the matching role. If that role does not exist yet, Prowler creates it with read-only access: visibility over all providers, with no management permissions.
+
+  Read more in the [SAML SSO documentation](/user-guide/tutorials/prowler-app-sso).
+
+  ### 🏢 New Provider — Linode
+
+  Prowler now scans [**Linode**](https://www.linode.com/) (Akamai Cloud), covering its administration, compute, and networking services. Thanks to @varunmamillapalli for their 1st provider in Prowler!
+
+  <Note>
+  Linode is not officially supported. For more information, [contact us](https://prowler.com/contact).
+  </Note>
+
+  Read more in the [Linode documentation](/user-guide/providers/linode/getting-started-linode). Explore all Linode checks at [Prowler Hub](https://hub.prowler.com/check?provider=linode).
+
+  ### 🔍 Checks
+
+  #### AWS
+
+  **Post-Quantum Cryptography readiness** — get ahead of the migration to quantum-resistant cryptography:
+
+  - `cloudfront_distributions_pqc_tls_enabled` — CloudFront distributions enforce a post-quantum TLS 1.3 security policy.
+  - `apigateway_domain_name_pqc_tls_enabled` — API Gateway custom domain names use a post-quantum TLS security policy.
+  - `transfer_server_pqc_ssh_kex_enabled` — Transfer Family servers use a post-quantum hybrid SSH key exchange.
+  - `acmpca_certificate_authority_pqc_key_algorithm` — Private CA authorities use a post-quantum (ML-DSA) key algorithm (new `acmpca` service).
+  - `rolesanywhere_trust_anchor_pqc_pki` — IAM Roles Anywhere trust anchors are backed by a post-quantum (ML-DSA) PKI (new `rolesanywhere` service).
+
+  **Organization-wide governance:**
+
+  - `securityhub_delegated_admin_enabled_all_regions` — Security Hub has a delegated administrator, active in all opted-in regions, with organization auto-enable on. Thanks to @ernestprovo23!
+  - `config_delegated_admin_and_org_aggregator_all_regions` — AWS Config has a delegated administrator and an organization aggregator covering all regions. Thanks to @ernestprovo23!
+
+  **Machine learning:**
+
+  - `sagemaker_clarify_exists` — verifies at least one SageMaker Clarify processing job exists per scanned region, so bias-detection and model-explainability controls are in place. Thanks to @AlexanderSanin!
+
+  #### Azure
+
+  A large batch of new Azure checks spanning data, compute, identity, and networking:
+
+  - **Cosmos DB** — automatic failover, continuous backup policy, minimum TLS 1.2, and public network access disabled.
+  - **MySQL & PostgreSQL Flexible Servers** — geo-redundant backup and high availability.
+  - **AKS** — auto-upgrade, Azure Monitor (Container Insights), local accounts disabled, and Microsoft Defender enabled.
+  - **Databricks** — public network access disabled and secure cluster connectivity (no public IP).
+  - **Defender** — CSPM on the Standard tier.
+  - **Networking** — NSG association on subnets and DDoS Network Protection on VNets.
+  - **Entra ID** — app registration credential expiry, users with recent sign-in and strong authentication enforcement.
+  - **Recovery Services** — vaults with at least one protected backup item and vaults with adequate backup policy.
+
+  Thanks to @s1ns3nz0 for all these contributions!
+
+  #### GCP
+
+  New coverage for high availability and public-exposure detection:
+
+  - `cloudsql_instance_high_availability_enabled` — Cloud SQL primary instances use `REGIONAL` availability for automatic zone failover.
+  - `cloudfunction_function_inside_vpc` — Cloud Functions use a Serverless VPC Access connector for private egress.
+  - `cloudfunction_function_not_publicly_accessible` — detects `allUsers` / `allAuthenticatedUsers` IAM invocation bindings.
+  - `secretmanager_secret_not_publicly_accessible` — detects Secret Manager secrets with public IAM bindings.
+  - `secretmanager_secret_rotation_enabled` — verifies Secret Manager secrets have automatic rotation configured with a period of 90 days or less and no missed rotation.
+
+  Thanks to @s1ns3nz0 for all these contributions!
+
+  #### Kubernetes
+
+  New core checks for container resource governance and reliability: CPU limits, CPU requests, memory limits, memory requests, fixed image tags, liveness probes, and readiness probes. Thanks to @Nikhilkumar2311 for all these contributions!
+
+  #### Microsoft 365
+
+  - `entra_directory_sync_object_takeover_blocked` — hybrid Entra tenants block cloud object takeover through soft-match and hard-match directory synchronization. Thanks to @PrettyFox0 and @omobolajiadeyan!
+  - `entra_conditional_access_policy_no_deleted_object_references` — flags Conditional Access policies that reference user, group, or role objects that no longer resolve in the directory. Thanks to @ernestprovo23!
+
+  #### Oracle Cloud Infrastructure
+
+  - `identity_storage_service_level_admins_scoped` — CIS 3.1 control 1.15, ensuring storage service-level administrators exclude delete permissions.
+
+  Explore all checks at [Prowler Hub](https://hub.prowler.com/check).
+
+  ### 🐍 Python 3.13 Support
+
+  The Prowler SDK now supports **Python 3.13**. Thanks to @branchv!
+
+  ### 🔐 Security Updates
+
+  - **SDK** — `pytest` 8.3.5 → 9.0.3, `black` 25.1.0 → 26.3.1, `microsoft-kiota-*` → 1.9.9, and `aiohttp` → 3.14.0, patching known CVEs.
+  - **API** — `aiohttp` → 3.14.0 and `idna` → 3.15, patching known CVEs.
+  - **UI** — bumped vulnerable `Next.js`, React, AI SDK, `postcss`, `hono`, `qs`, `esbuild`, and Alpine OpenSSL packages; `dompurify` 3.4.2 → 3.4.10, patching XSS sanitization bypass advisories.
+  - **Containers** — base image bumped to `python:3.12.13-slim-bookworm` (patches `libgnutls30` CVE-2026-33845 and CVE-2026-42010) and `trivy` to 0.71.0 (patches embedded `golang.org/x/crypto` and Go stdlib CVEs).
+
+  ### 🙌 External Contributors
+
+  Thank you to our community contributors for this release!
+
+  - @varunmamillapalli — New Linode provider: administration, compute, and networking services ([#11633](https://github.com/prowler-cloud/prowler/pull/11633))
+  - @s1ns3nz0 — 20+ Azure & GCP checks across Cosmos DB, AKS, Databricks, Flexible Servers, Entra, networking, and GCP public-exposure
+  - @Nikhilkumar2311 — Kubernetes resource limits, requests, image tag, and probe checks ([#11373](https://github.com/prowler-cloud/prowler/pull/11373))
+  - @ernestprovo23 — AWS Security Hub/Config org-wide delegated admin checks ([#11259](https://github.com/prowler-cloud/prowler/pull/11259)) and M365 conditional access check ([#11236](https://github.com/prowler-cloud/prowler/pull/11236))
+  - @AlexanderSanin — `sagemaker_clarify_exists` check ([#11211](https://github.com/prowler-cloud/prowler/pull/11211))
+  - @PrettyFox0 with @omobolajiadeyan as co-author — M365 directory sync object takeover check ([#11098](https://github.com/prowler-cloud/prowler/pull/11098))
+  - @branchv — Python 3.13 support ([#9293](https://github.com/prowler-cloud/prowler/pull/9293))
+  - @alinealfa — GCP audit-filtered aggregated sinks fix ([#11575](https://github.com/prowler-cloud/prowler/pull/11575))
+  - @b-abderrahmane — Configurable Celery worker concurrency ([#11075](https://github.com/prowler-cloud/prowler/pull/11075))
+
+  See the [full release notes on GitHub](https://github.com/prowler-cloud/prowler/releases/tag/5.31.0) for the complete list of changes.
+</Update>
+
+<Update label="Earlier releases">
+  Release notes for v5.30.0 and earlier, along with every patch release, are on [GitHub Releases](https://github.com/prowler-cloud/prowler/releases).
+</Update>

docs/developer-guide/attack-paths-queries.mdx

@@ -0,0 +1,467 @@
+---
+title: "Attack Paths Queries"
+---
+
+This guide explains how to write and maintain Prowler Attack Paths queries: the read-only openCypher queries that traverse the Cartography-ingested cloud graph to detect privilege escalation chains, network exposure, and other graph-shaped security risks.
+
+<Info>
+**New to Attack Paths?** Start with the user documentation:
+- [Attack Paths](/user-guide/tutorials/prowler-app-attack-paths) - What Attack Paths detects, how to run built-in queries, and how to explore the resulting graph.
+- [Writing Custom openCypher Queries](/user-guide/tutorials/prowler-app-attack-paths#writing-custom-opencypher-queries) - Run ad-hoc read-only queries from the Prowler App.
+</Info>
+
+## Introduction
+
+Attack Paths queries run against a property graph populated by [Cartography](https://github.com/cartography-cncf/cartography), an open-source graph ingestion framework, and enriched with Prowler findings. Every query is read-only openCypher (Version 9) so it runs on both the Neo4j and Amazon Neptune sinks.
+
+Two categories of query exist, each with a different isolation model:
+
+|                    | Predefined queries                                          | Custom queries                                                        |
+| ------------------ | ----------------------------------------------------------- | --------------------------------------------------------------------- |
+| Where they live    | `api/src/backend/api/attack_paths/queries/{provider}.py`    | User-supplied through the custom query API endpoint                   |
+| Provider isolation | `AWSAccount {id: $provider_uid}` anchor plus path connectivity | Automatic `_Provider_{uuid}` label injection by `cypher_sanitizer.py` |
+| What to write      | Chain every `MATCH` from the `aws` variable                 | Plain Cypher, no isolation boilerplate                                |
+| Internal labels    | Never use                                                   | Never use (system-injected)                                           |
+
+For **predefined queries**, every node must be reachable from the `AWSAccount` root through graph traversal. That reachability is the isolation boundary.
+
+For **custom queries**, the runner injects a `_Provider_{uuid}` label into every node pattern, and a post-query filter handles edge cases, so query authors write natural Cypher without isolation boilerplate.
+
+The rest of this guide focuses on predefined queries, though the graph model, list-property handling, and compatibility rules apply to both.
+
+## The Graph Model
+
+### Cartography Schema
+
+Node labels, relationship types, and properties follow the upstream Cartography schema for each provider. Do not guess them, fetch the schema for the pinned Cartography version:
+
+```bash
+grep cartography api/pyproject.toml
+```
+
+Then read the schema for that exact tag:
+
+```text
+# Git pin (prowler-cloud/cartography@<TAG>):
+https://raw.githubusercontent.com/prowler-cloud/cartography/refs/tags/<TAG>/docs/root/modules/{provider}/schema.md
+
+# PyPI pin (cartography==<TAG>):
+https://raw.githubusercontent.com/cartography-cncf/cartography/refs/tags/<TAG>/docs/root/modules/{provider}/schema.md
+```
+
+The public schema reference for AWS is available at [Cartography AWS Schema](https://cartography-cncf.github.io/cartography/modules/aws/schema.html).
+
+### Prowler-Specific Additions
+
+The Prowler sync task enriches the Cartography graph with the following labels and relationships. These are not part of the upstream schema:
+
+| Label / Relationship   | Description                                                 |
+| ---------------------- | ----------------------------------------------------------- |
+| `ProwlerFinding`       | Finding node (`status`, `severity`, `check_id`)             |
+| `Internet`             | Internet sentinel node used to model public exposure        |
+| `CAN_ACCESS`           | `(Internet)-[:CAN_ACCESS]->(resource)` exposure edge        |
+| `HAS_FINDING`          | `(resource)-[:HAS_FINDING]->(:ProwlerFinding)` finding link |
+| `TRUSTS_AWS_PRINCIPAL` | Role trust relationship                                     |
+| `STS_ASSUMEROLE_ALLOW` | Principal can assume a role                                 |
+
+### Internal Isolation Labels
+
+The sync layer also adds internal labels used only for tenant and provider isolation: `_ProviderResource`, `_AWSResource`, `_Tenant_*`, and `_Provider_*`. These must never appear in query text, predefined or custom. The runner applies isolation automatically.
+
+## Query Structure
+
+### Provider Scoping Parameter
+
+| Parameter       | Property | Used on      | Purpose                                |
+| --------------- | -------- | ------------ | -------------------------------------- |
+| `$provider_uid` | `id`     | `AWSAccount` | Scopes the query to a specific account |
+
+The runner binds `$provider_uid` automatically. Every other node is isolated by path connectivity from the `AWSAccount` anchor.
+
+### Imports
+
+```python
+from api.attack_paths.queries.types import (
+    AttackPathsQueryAttribution,
+    AttackPathsQueryDefinition,
+    AttackPathsQueryParameterDefinition,
+)
+from tasks.jobs.attack_paths.config import PROWLER_FINDING_LABEL
+```
+
+Always reference `PROWLER_FINDING_LABEL` through f-string interpolation, never hardcode `"ProwlerFinding"`.
+
+### Definition Fields
+
+- **id**: kebab-case `{provider}-{category}-{description}`, e.g. `aws-ec2-privesc-passrole-iam`.
+- **name**: short, human-friendly label. Sourced queries append the reference ID: `"EC2 Instance Launch with Privileged Role (EC2-001)"`.
+- **short_description**: one sentence, no technical permissions.
+- **description**: full technical explanation, plain text.
+- **provider**: `aws`, `azure`, `gcp`, `kubernetes`, or `github`.
+- **cypher**: f-string Cypher body. Literal `{` and `}` are escaped as `{{` and `}}`.
+- **parameters**: `parameters=[]` when the query takes no input.
+- **attribution**: optional `AttackPathsQueryAttribution(text, link)` for sourced queries. The `link` uses the lowercase ID.
+
+Append the constant to the `{PROVIDER}_QUERIES` list at the bottom of the provider file.
+
+## The Predefined Query Template
+
+The canonical shape combines a principal walk, an optional target walk, deduplicated nodes, and a typed finding overlay:
+
+```python
+AWS_QUERY_NAME = AttackPathsQueryDefinition(
+    id="aws-kebab-case-name",
+    name="Label (REFERENCE_ID)",
+    short_description="One sentence.",
+    description="Full technical explanation.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - REFERENCE_ID - permission",
+        link="https://pathfinding.cloud/paths/reference_id_lowercase",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with the source permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
+        MATCH (stmt)-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
+        WHERE toLower(act.value) IN ['permission_lowercase', 'service:*']
+           OR act.value = '*'
+        WITH DISTINCT aws, principal, stmt, path_principal
+
+        // Pre-aggregate the statement's resource values (see "Avoiding Cartesian Products")
+        MATCH (stmt)-[:HAS_RESOURCE]->(res:AWSPolicyStatementResourceItem)
+        WITH aws, path_principal, collect(DISTINCT res.value) AS res_values
+        WITH aws, path_principal, res_values, ('*' IN res_values) AS res_wildcard
+
+        // Match each target once against the in-memory resource list
+        MATCH path_target = (aws)--(target_role:AWSRole)
+        WITH path_principal, path_target, res_values, res_wildcard,
+             target_role.name AS rname, target_role.arn AS rarn
+        WHERE res_wildcard
+           OR size([rv IN res_values WHERE rv CONTAINS rname OR rarn CONTAINS rv]) > 0
+
+        WITH DISTINCT path_principal, path_target
+        WITH collect(path_principal) + collect(path_target) AS paths
+        UNWIND paths AS p
+        UNWIND nodes(p) AS n
+
+        WITH paths, collect(DISTINCT n) AS unique_nodes
+        UNWIND unique_nodes AS n
+        OPTIONAL MATCH (n)-[pfr:HAS_FINDING]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})
+
+        RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+```
+
+Key points:
+
+- The principal walk types the `POLICY` and `STATEMENT` hops. Both are low-fan-out (each principal has a handful of policies; each policy a handful of statements), so the typed edge lets the planner cost a cheap inline filter.
+- The `(aws)--` hub hops stay anonymous. `AWSAccount` is a high-degree node that fans out to every principal, role, policy, and resource in the account; typing those edges forces the planner to enumerate from the hub and collapses performance on multi-tenant Neptune.
+- Other relationship types appear only where the file's existing queries already use one (`TRUSTS_AWS_PRINCIPAL`, `STS_ASSUMEROLE_ALLOW`, `MEMBER_AWS_GROUP`, `HAS_EXECUTION_ROLE`).
+- The finding probe is typed `:HAS_FINDING` and left undirected. The type lets Neptune apply an inline edge filter; the missing direction matches the convention of the rest of the file.
+- Collapse duplicate rows after each permission gate with `WITH DISTINCT`, carrying only the variables needed by later clauses.
+- The `RETURN` shape `paths, dpf, dpfr` is the contract the serializer and visualizer depend on. Do not change it.
+
+## Avoiding Cartesian Products
+
+The most common performance defect in Attack Paths queries is a Cartesian product between a target set and a policy statement's resource items. When the two are written as independent `MATCH` clauses, the planner pairs every target with every resource item before any filter runs. On accounts with many IAM principals, that multiplies into hundreds of thousands of rows and the query errors or times out.
+
+### The Pattern That Causes It
+
+```cypher
+// One row per (target_role x resource_item): a Cartesian product
+MATCH path_target = (aws)--(target_role:AWSRole)
+MATCH (stmt)-[:HAS_RESOURCE]->(res:AWSPolicyStatementResourceItem)
+WHERE res.value = '*'
+   OR res.value CONTAINS target_role.name
+   OR target_role.arn CONTAINS res.value
+```
+
+The two `MATCH` clauses share no relationship, so the engine enumerates all targets multiplied by all resource items, applies a non-indexable `CONTAINS` to each pair, then expands the finding overlay for every surviving row. Cost grows with `targets × resources`, and a second constrained statement (`stmt2`) multiplies it again.
+
+### The Pattern That Avoids It
+
+Collect the statement's resource values into a list once, then match each target a single time against that in-memory list:
+
+```cypher
+// Pre-aggregate the statement's resource values into a list
+MATCH (stmt)-[:HAS_RESOURCE]->(res:AWSPolicyStatementResourceItem)
+WITH aws, path_principal, collect(DISTINCT res.value) AS res_values
+WITH aws, path_principal, res_values, ('*' IN res_values) AS res_wildcard
+
+// Match each target once; bind name/arn to locals so the predicate reads them once
+MATCH path_target = (aws)--(target_role:AWSRole)
+WITH path_principal, path_target, res_values, res_wildcard,
+     target_role.name AS rname, target_role.arn AS rarn
+WHERE res_wildcard
+   OR size([rv IN res_values WHERE rv CONTAINS rname OR rarn CONTAINS rv]) > 0
+```
+
+Cost now grows with `targets + resources` (linear) rather than `targets × resources`. The rewrite is a pure algebraic identity: the result set is unchanged.
+
+Guidelines:
+
+- **Aggregate resources before matching targets, not after.** `collect(DISTINCT res.value)` reduces the resource items to a single list per statement.
+- **Short-circuit the wildcard grant** with `('*' IN res_values)`. When a statement grants `*`, every target matches, so the list scan is skipped entirely.
+- **Bind `target.name` and `target.arn` to local variables** in a `WITH` before the predicate. The list comprehension then reads each once per target instead of re-reading the property store once per resource value.
+- **Use `size([... ]) > 0`, not `any(...)`.** The `any()`, `all()`, and `none()` predicate functions are not part of the openCypher specification and fail on Amazon Neptune. See [openCypher Compatibility](#opencypher-compatibility).
+- **For two-statement queries**, aggregate each statement's resources into its own list (`res_values`, `res2_values`) and combine the two `size([... ]) > 0` checks with `AND`.
+
+Every IAM privilege escalation query in `aws.py` uses this pattern. The lateral-movement variants that constrain the target with a relationship (`STS_ASSUMEROLE_ALLOW`, `TRUSTS_AWS_PRINCIPAL`) already limit the target set before the resource filter, which keeps them efficient without further aggregation.
+
+## Privilege Escalation Sub-Patterns
+
+Four `path_target` shapes cover the common escalation types. Each shares the canonical template's `path_principal`, the resource pre-aggregation, the deduplication tail, and the `RETURN`; only the `path_target` `MATCH` and its resource predicate differ.
+
+| Sub-pattern         | Target                   | `path_target` shape                                                                                     | Example |
+| ------------------- | ------------------------ | ------------------------------------------------------------------------------------------------------- | ------- |
+| Self-escalation     | Principal's own policies | `(aws)--(target_policy:AWSPolicy)--(principal)`                                                         | IAM-001 |
+| Lateral to user     | Other IAM users          | `(aws)--(target_user:AWSUser)`                                                                          | IAM-002 |
+| Assume-role lateral | Assumable roles          | `(aws)--(target_role:AWSRole)-[:STS_ASSUMEROLE_ALLOW]-(principal)`                                      | IAM-014 |
+| PassRole plus service  | Service-trusting roles   | `(aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]-(:AWSPrincipal {arn: '{service}.amazonaws.com'})` | EC2-001 |
+
+**Multi-permission queries** (for example PassRole plus a service-create action) add permission gates before `path_target`. Reuse the per-query counter for new variables (`act2`, `policy2`, `stmt2`) and collapse rows after each gate:
+
+```cypher
+MATCH (principal)-[:POLICY]->(policy2:AWSPolicy)-[:STATEMENT]->(stmt2:AWSPolicyStatement {effect: 'Allow'})
+MATCH (stmt2)-[:HAS_ACTION]->(act2:AWSPolicyStatementActionItem)
+WHERE toLower(act2.value) IN ['service:*', 'service:createsomething']
+   OR act2.value = '*'
+WITH DISTINCT aws, principal, stmt, stmt2, path_principal
+```
+
+When a permission is an existence-only gate whose statement resource is not checked later, keep the policy and statement anonymous and carry only the variables still needed:
+
+```cypher
+MATCH (principal)-[:POLICY]->(:AWSPolicy)-[:STATEMENT]->(:AWSPolicyStatement {effect: 'Allow'})-[:HAS_ACTION]->(act3:AWSPolicyStatementActionItem)
+WHERE toLower(act3.value) IN ['service:*', 'service:othersomething']
+   OR act3.value = '*'
+WITH DISTINCT aws, principal, stmt, path_principal
+```
+
+## Network Exposure Pattern
+
+The Internet node is reached through `CAN_ACCESS` from an already-scoped resource, never as a standalone lookup:
+
+```python
+cypher=f"""
+    // Resource scoped through the account anchor
+    MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(resource:EC2Instance)
+    WHERE resource.exposed_internet = true
+
+    // Internet node reached through path connectivity from the resource
+    OPTIONAL MATCH (internet:Internet)-[can_access:CAN_ACCESS]->(resource)
+
+    WITH collect(path) AS paths, head(collect(internet)) AS internet, collect(can_access) AS can_access
+    UNWIND paths AS p
+    UNWIND nodes(p) AS n
+
+    WITH paths, internet, can_access, collect(DISTINCT n) AS unique_nodes
+    UNWIND unique_nodes AS n
+    OPTIONAL MATCH (n)-[pfr:HAS_FINDING]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})
+
+    RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr,
+        internet, can_access
+"""
+```
+
+The `CAN_ACCESS` edge stays typed and directed (`-[:CAN_ACCESS]->`); that is its canonical sync-time orientation. Network-exposure queries extend the `RETURN` contract with `internet, can_access`.
+
+## Working with List-Typed Properties
+
+Some Cartography node properties carry a list of values: `AWSPolicyStatement.action`, `AWSPolicyStatement.resource`, `AWSPolicyStatement.notaction`, `AWSPolicyStatement.notresource`, `KMSKey.encryption_algorithms`, `CloudFrontDistribution.aliases`, the container-definition lists on `ECSContainerDefinition`, and many others. The graph models each such property as a set of child item nodes connected to the parent by a typed edge. Queries reach the values by traversing the edge; the parent does not carry the list as a single field.
+
+### Naming Convention
+
+For a list-typed parent property the sink stores:
+
+- **Child label**: `<ParentLabel><PropertyPascal>Item`. Example: `AWSPolicyStatement.resource` becomes `AWSPolicyStatementResourceItem`.
+- **Edge type**: `HAS_<PROPERTY_UPPER>`. Example: `resource` becomes `HAS_RESOURCE`.
+- **Child property**: `value`, a single scalar string per list element. For list-of-dict properties (rare; for example `SecretsManagerSecretVersion.tags`) the child carries the original dict keys as named fields per the catalog's `field_map`.
+
+### Variable Naming for Child-Item Matches
+
+`aws.py` uses a per-query counter for each `HAS_*` traversal so chained matches stay unambiguous. The counter resets at the top of every query.
+
+| Edge              | First  | Second  | Third   |
+| ----------------- | ------ | ------- | ------- |
+| `HAS_ACTION`      | `act`  | `act2`  | `act3`  |
+| `HAS_RESOURCE`    | `res`  | `res2`  | `res3`  |
+| `HAS_NOTACTION`   | `nact` | `nact2` | `nact3` |
+| `HAS_NOTRESOURCE` | `nres` | `nres2` | `nres3` |
+
+### Matching an Action
+
+To find statements that grant `iam:PassRole`, `iam:*`, or `*`, traverse the `HAS_ACTION` edge in its own `MATCH` clause and apply the predicate in the attached `WHERE`:
+
+```cypher
+MATCH (stmt:AWSPolicyStatement {effect: 'Allow'})
+MATCH (stmt)-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
+WHERE toLower(act.value) IN ['iam:passrole', 'iam:*']
+   OR act.value = '*'
+```
+
+The literal-action list is case-folded with `toLower(act.value)` because IAM authors mix case (`iam:PassRole`, `iam:passrole`); the `*` wildcard never lower-cases.
+
+### Matching a Resource Against a Target
+
+To find statements whose resource can target a specific node, pre-aggregate the resource values and test the target against the list once (see [Avoiding Cartesian Products](#avoiding-cartesian-products)):
+
+```cypher
+MATCH (stmt)-[:HAS_RESOURCE]->(res:AWSPolicyStatementResourceItem)
+WITH aws, path_principal, collect(DISTINCT res.value) AS res_values
+WITH aws, path_principal, res_values, ('*' IN res_values) AS res_wildcard
+
+MATCH path_target = (aws)--(target_role:AWSRole)
+WITH path_principal, path_target, res_values, res_wildcard,
+     target_role.name AS rname, target_role.arn AS rarn
+WHERE res_wildcard
+   OR size([rv IN res_values WHERE rv CONTAINS rname OR rarn CONTAINS rv]) > 0
+```
+
+Three predicates cover the resource cases: full wildcard (`*`), a pattern containing the target name (`arn:aws:iam::*:role/admin*`), and a pattern that is a prefix or component of the actual ARN.
+
+### Every-Item and Any-Item Predicates on a Custom Query
+
+Custom queries can express list predicates directly with pattern comprehensions. To check whether *every* item satisfies a predicate, count the counter-examples and require zero, together with a guard that ensures at least one item is attached:
+
+```cypher
+MATCH (stmt:AWSPolicyStatement)
+WHERE size([
+    (stmt)-[:HAS_ACTION]->(a:AWSPolicyStatementActionItem)
+    WHERE NOT toLower(a.value) STARTS WITH 's3:'
+    | a
+  ]) = 0
+  AND size([(stmt)-[:HAS_ACTION]->(a:AWSPolicyStatementActionItem) | a]) > 0
+RETURN stmt
+LIMIT 25
+```
+
+To return the list of values directly, collect them from the child items:
+
+```cypher
+MATCH (stmt:AWSPolicyStatement {effect: 'Allow'})
+OPTIONAL MATCH (stmt)-[:HAS_ACTION]->(a:AWSPolicyStatementActionItem)
+RETURN stmt, collect(a.value) AS actions
+LIMIT 25
+```
+
+### Catalog of List Properties
+
+The provider catalog lives in `api/src/backend/tasks/jobs/attack_paths/provider_config.py` (`AWS_NORMALIZED_LISTS`). Beyond policy statements it includes KMS algorithms, ECS container-definition lists (`entry_point`, `command`, `links`, `dns_servers`, and others), CloudFront aliases, Inspector finding URL and vulnerability lists, and RDS event-subscription categories. To query a list property that is not in the catalog, add an entry there first so the sync layer materializes it. Properties absent from the catalog are serialized to a comma-delimited string and emit a one-time warning during sync.
+
+## Working with JSON-Encoded Properties
+
+Some Cartography properties represent nested objects, most notably `condition` on `AWSPolicyStatement` and `S3PolicyStatement` nodes. To keep the schema portable across graph backends, object-typed properties are stored as JSON-encoded strings:
+
+```
+'{"StringEquals":{"aws:SourceAccount":"123456789012"}}'
+```
+
+No JSON parser is available at query time, so use `CONTAINS` for substring checks against keys or known values:
+
+```cypher
+MATCH (stmt:AWSPolicyStatement)
+WHERE stmt.effect = 'Allow'
+  AND stmt.condition CONTAINS '"aws:SourceAccount"'
+RETURN stmt
+LIMIT 25
+```
+
+When a query needs to inspect the structured members of a condition (for example, to evaluate every operator and key), fetch the rows first and parse the JSON in application code. Cypher cannot navigate JSON object keys or values.
+
+## openCypher Compatibility
+
+Queries must run on both Neo4j and Amazon Neptune. Neptune implements a subset of Cypher, so several convenient constructs are unavailable. Avoid the following:
+
+| Feature                                 | Use instead                                                                                                                                 |
+| --------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------- |
+| APOC procedures (`apoc.*`)              | Real nodes and relationships in the graph                                                                                                   |
+| Neptune extensions                      | Standard openCypher                                                                                                                         |
+| `any(x IN list ...)`                    | `size([x IN list WHERE pred]) > 0`                                                                                                          |
+| `all(x IN list ...)`                    | `size([x IN list WHERE pred]) = size(list)`                                                                                                 |
+| `none(x IN list ...)`                   | `size([x IN list WHERE pred]) = 0`                                                                                                          |
+| `reduce()`                              | `UNWIND` plus `collect()`                                                                                                                    |
+| `FOREACH`                               | `WITH` plus `UNWIND` plus `SET`                                                                                                              |
+| Regex `=~`                              | `toLower()` plus exact match, or `STARTS WITH` / `CONTAINS`                                                                                 |
+| `CALL () { UNION }`                     | Multi-label `OR` in `WHERE`                                                                                                                  |
+| Carried value plus aggregate expression | Project the aggregate first (`WITH principal_paths, collect(...) AS target_paths`), then combine lists in the next `WITH`                    |
+| `EXISTS { MATCH (pattern) WHERE pred }` | Standalone `MATCH (pattern)` plus `WHERE pred`; precede the downstream `collect(path...)` with `WITH DISTINCT <path-vars>` to dedupe the joins |
+
+The carried-value-plus-aggregate rule is worth calling out because it is easy to hit. Neo4j 5.x rejects an expression that concatenates a carried list variable with an aggregate in the same projection:
+
+```cypher
+// Rejected: "Aggregation column contains implicit grouping expressions"
+WITH principal_paths + collect(DISTINCT path_target) AS paths
+```
+
+Split it into two `WITH` clauses so the aggregation resolves before the concatenation:
+
+```cypher
+WITH principal_paths, collect(DISTINCT path_target) AS target_paths
+WITH principal_paths + target_paths AS paths
+```
+
+For list-typed properties in the catalog (action, resource, and so on), traverse the `HAS_*` edges to the child item nodes rather than reading a single field; `split(...)` and comma-string predicates do not apply.
+
+## Best Practices
+
+1. **Chain every MATCH from the account anchor.** An unanchored `MATCH (role:AWSRole)` returns roles from every provider in the graph; `MATCH (aws)--(role:AWSRole)` is scoped. A second-permission `MATCH` such as `MATCH (principal)--(policy2:AWSPolicy)--(stmt2:AWSPolicyStatement)` is safe because `principal` is already bound to the account subgraph.
+2. **Pre-aggregate resource lists before matching targets** to avoid Cartesian products (see [Avoiding Cartesian Products](#avoiding-cartesian-products)).
+3. **Type the finding probe.** Always `OPTIONAL MATCH (n)-[pfr:HAS_FINDING]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})`. The type lets Neptune apply an inline edge filter; an untyped probe scans every incident edge of high-degree nodes.
+4. **Comment each MATCH.** One inline `// ...` line per clause explaining its role.
+5. **Never use internal labels.** `_ProviderResource`, `_AWSResource`, `_Tenant_*`, and `_Provider_*` are system isolation labels and must not appear in query text.
+6. **Reach the Internet node through path connectivity** with `(internet:Internet)-[:CAN_ACCESS]->(resource)`, never as a standalone match.
+7. **Preserve the RETURN contract.** `paths, dpf, dpfr` for the standard shape; add `internet, can_access` for network-exposure queries. The serializer and visualizer depend on these names.
+
+## Naming Conventions
+
+- **ID**: kebab-case `{provider}-{category}-{description}`, e.g. `aws-ec2-privesc-passrole-iam`.
+- **Constant**: `UPPER_SNAKE_CASE` `{PROVIDER}_{CATEGORY}_{DESCRIPTION}`, e.g. `AWS_EC2_PRIVESC_PASSROLE_IAM`.
+
+## Creating a New Query
+
+New queries come from one of two input sources: a [pathfinding.cloud](https://github.com/DataDog/pathfinding.cloud) research ID (for example `ECS-001`, `GLUE-001`) or a natural-language description from the requester. The aggregated `paths.json` is too large to fetch whole; query a single path by ID:
+
+```bash
+# Fetch a single path by ID
+curl -s https://raw.githubusercontent.com/DataDog/pathfinding.cloud/main/docs/paths.json \
+  | jq '.[] | select(.id == "ecs-002")'
+
+# List all path IDs and names
+curl -s https://raw.githubusercontent.com/DataDog/pathfinding.cloud/main/docs/paths.json \
+  | jq -r '.[] | "\(.id): \(.name)"'
+```
+
+Then follow these steps:
+
+1. **Read the queries module first** to match the existing style:
+
+   ```text
+   api/src/backend/api/attack_paths/queries/
+   ├── __init__.py
+   ├── types.py         # dataclass definitions
+   ├── registry.py
+   └── {provider}.py
+   ```
+
+2. **Fetch the Cartography schema for the pinned version.** Do not guess labels, properties, or relationships. See [The Graph Model](#the-graph-model).
+
+3. **Build the query** from the canonical template plus the appropriate sub-pattern (privilege escalation or network exposure). Pre-aggregate resource lists, traverse `HAS_*` edges for list-typed properties, and keep the `RETURN` contract.
+
+4. **Register** the constant in the `{PROVIDER}_QUERIES` list at the bottom of the provider file.
+
+5. **Verify compatibility** against the [openCypher Compatibility](#opencypher-compatibility) rules, and confirm the query parses and runs on Neo4j before it reaches Neptune.
+
+<Note>
+AI assistants connected through Prowler MCP Server can fetch the exact Cartography schema for the active scan with the `prowler_get_attack_paths_cartography_schema` tool, which guarantees that generated queries match the schema version pinned by the running Prowler release.
+</Note>
+
+## Reference
+
+- **pathfinding.cloud**: [github.com/DataDog/pathfinding.cloud](https://github.com/DataDog/pathfinding.cloud) (use `curl | jq`; the aggregated `paths.json` is too large for a single fetch).
+- **Cartography AWS schema**: [cartography-cncf.github.io/cartography/modules/aws/schema.html](https://cartography-cncf.github.io/cartography/modules/aws/schema.html).
+- **Neptune openCypher compliance**: [docs.aws.amazon.com/neptune/latest/userguide/feature-opencypher-compliance.html](https://docs.aws.amazon.com/neptune/latest/userguide/feature-opencypher-compliance.html).
+- **Neptune openCypher rewrites**: [docs.aws.amazon.com/neptune/latest/userguide/migration-opencypher-rewrites.html](https://docs.aws.amazon.com/neptune/latest/userguide/migration-opencypher-rewrites.html).
+- **openCypher specification**: [github.com/opencypher/openCypher](https://github.com/opencypher/openCypher).

docs/developer-guide/aws-details.mdx

@@ -39,7 +39,7 @@ The AWS provider implementation follows the general [Provider structure](/develo
 - **Key AWS Responsibilities:**
     - Receives an `AwsProvider` instance to access session, identity, and configuration.
     - Manages clients for all services by regions.
-    - Provides `__threading_call__` method to make boto3 calls in parallel. By default, this calls are made by region, but it can be overridden with the first parameter of the method and use by resource.
+    - Provides `__threading_call__` method to make boto3 calls in parallel. By default, these calls are made by region, but it can be overridden with the first parameter of the method and use by resource.
     - Exposes common audit context (`audited_account`, `audited_account_arn`, `audited_partition`, `audited_resources`) to subclasses.
 
 ### Exception Handling
@@ -59,7 +59,7 @@ The generic service pattern is described in [service page](/developer-guide/serv
 - Directly in the code, in location [`prowler/providers/aws/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/aws/services)
 - In the [Prowler Hub](https://hub.prowler.com/). For a more human-readable view.
 
-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all AWS services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used across all AWS services.
 
 ### AWS Service Common Patterns
 
@@ -68,7 +68,7 @@ The best reference to understand how to implement a new service is following the
 - The constructor (`__init__`) always calls `super().__init__` with the service name and provider (e.g. `super().__init__(__class__.__name__, provider))`). Ensure that the service name in boto3 is the same that you use in the constructor. Usually is used the `__class__.__name__` to get the service name because it is the same as the class name.
 - Resource containers **must** be initialized in the constructor. They should be dictionaries, with the key being the resource ARN or equivalent unique identifier and the value being the resource object.
 - Resource discovery and attribute collection are parallelized using `self.__threading_call__`, typically by region or resource, for performance. The first parameter of the method is the iterator, if not provided, it will be the region; but if present indicate an array of the resources to be processed.
-- Resource filtering is consistently enforced using `self.audit_resources` attribute and `is_resource_filtered` function, it is used to see if user has provided some resource that is not in the audit scope, so we can skip it in the service logic. Normally it is used befor storing the resource in the service container as follows: `if not self.audit_resources or (is_resource_filtered(resource["arn"], self.audit_resources)):`.
+- Resource filtering is consistently enforced using `self.audit_resources` attribute and `is_resource_filtered` function, it is used to see if user has provided some resource that is not in the audit scope, so we can skip it in the service logic. Normally it is used before storing the resource in the service container as follows: `if not self.audit_resources or (is_resource_filtered(resource["arn"], self.audit_resources)):`.
 - All AWS resources are represented as Pydantic `BaseModel` classes, providing type safety and structured access to resource attributes.
 - AWS API calls are wrapped in try/except blocks, with specific handling for `ClientError` and generic exceptions, always logging errors.
 - If ARN is not present for some resource, it can be constructed using string interpolation, always including partition, service, region, account, and resource ID.
@@ -162,7 +162,7 @@ When you instantiate `Check_Report_AWS`, you must provide the check metadata and
 
 If the resource object does not contain the required attributes, you must set them manually in the check logic.
 
-Other attributes are inherited from the `Check_Report` class, from that ones you **always** have to set the `status` and `status_extended` attributes in the check logic.
+Other attributes are inherited from the `Check_Report` class, from those you **always** have to set the `status` and `status_extended` attributes in the check logic.
 
 #### Example Usage
 

docs/developer-guide/azure-details.mdx

@@ -57,7 +57,7 @@ The generic service pattern is described in [service page](/developer-guide/serv
 - Directly in the code, in location [`prowler/providers/azure/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/azure/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.
 
-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all Azure services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used across all Azure services.
 
 ### Azure Service Common Patterns
 

docs/developer-guide/checks.mdx

@@ -172,7 +172,7 @@ else:
 
 ### Resource Identification in Prowler
 
-Each check **must** populate the report with an unique identifier for the audited resource. This identifier or identifiers are going to depend on the provider and the resource that is being audited. Here are the criteria for each provider:
+Each check **must** populate the report with a unique identifier for the audited resource. This identifier or identifiers are going to depend on the provider and the resource that is being audited. Here are the criteria for each provider:
 
 - AWS
     - Amazon Resource ID — `report.resource_id`.
@@ -224,9 +224,9 @@ Each check **must** populate the report with an unique identifier for the audite
             - `resource_name`: Description of the configuration (e.g., "SharePoint Settings")
 - GitHub
     - Resource ID — `report.resource_id`.
-        - The ID of the Github resource. This is a system-generated integer that uniquely identifies the resource within the Github platform.
+        - The ID of the GitHub resource. This is a system-generated integer that uniquely identifies the resource within the GitHub platform.
     - Resource Name — `report.resource_name`.
-        - The name of the Github resource. In the case of a repository, this is just the repository name. For full repository names use the resource `full_name`.
+        - The name of the GitHub resource. In the case of a repository, this is just the repository name. For full repository names use the resource `full_name`.
 
 ### Configurable Checks in Prowler
 

docs/developer-guide/configurable-checks.mdx

@@ -133,6 +133,7 @@ Only fields with a numeric range, a fixed value set, or a length cap are listed.
 | `max_unused_sagemaker_access_days` | `7..180` days | |
 | `max_security_group_rules` | `1..1000` | AWS hard limit is 1000 rules per security group |
 | `max_ec2_instance_age_in_days` | `1..1095` days | 3 years |
+| `max_ec2_instance_stopped_days` | `1..1095` days | 3 years |
 | `ec2_high_risk_ports` | each port `1..65535` | port 0 is reserved |
 | `max_idle_disconnect_timeout_in_seconds` | `60..1800` s | NIST AC-12: cap at 30 min |
 | `max_disconnect_timeout_in_seconds` | `60..3600` s | |

docs/developer-guide/gcp-details.mdx

@@ -102,7 +102,7 @@ The generic service pattern is described in [service page](/developer-guide/serv
 - Directly in the code, in location [`prowler/providers/gcp/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/gcp/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.
 
-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all GCP services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used across all GCP services.
 
 ### GCP Service Common Patterns
 
@@ -113,7 +113,7 @@ The best reference to understand how to implement a new service is following the
 - Only projects with the API enabled are included in the audit scope.
 - Resource discovery and attribute collection can be parallelized using `self.__threading_call__`, typically by region/zone or resource.
 - All GCP resources are represented as Pydantic `BaseModel` classes, providing type safety and structured access to resource attributes.
-- Each GCP API calls are wrapped in try/except blocks, always logging errors.
+- Each GCP API call is wrapped in try/except blocks, always logging errors.
 - **Retry Configuration**: All `request.execute()` calls must include `num_retries=DEFAULT_RETRY_ATTEMPTS` for automatic retry on rate limiting errors (HTTP 429).
 - Tags and additional attributes that cannot be retrieved from the default call should be collected and stored for each resource using dedicated methods and threading.
 
@@ -161,7 +161,7 @@ When you instantiate `Check_Report_GCP`, you must provide the check metadata and
     - Defaults to "global" if none are available.
 
 All these attributes can be overridden by passing the corresponding argument to the constructor. If the resource object does not contain the required attributes, you must set them manually.
-Others attributes are inherited from the `Check_Report` class, from that ones you **always** have to set the `status` and `status_extended` attributes in the check logic.
+Other attributes are inherited from the `Check_Report` class, from those you **always** have to set the `status` and `status_extended` attributes in the check logic.
 
 #### Example Usage
 

docs/developer-guide/introduction.mdx

@@ -45,6 +45,9 @@ Prowler is constantly evolving. Contributions to checks, services, or integratio
   <Card title="Adding New Integrations" icon="link" href="/developer-guide/integrations">
     Prowler can work with other tools and platforms through integrations.
   </Card>
+  <Card title="Adding New Attack Paths Queries" icon="diagram-project" href="/developer-guide/attack-paths-queries">
+    Want to detect new privilege escalation or exposure patterns? Contribute read-only openCypher queries that traverse the cloud graph.
+  </Card>
   <Card title="Proposing or Implementing Features" icon="lightbulb" href="https://github.com/prowler-cloud/prowler/issues/new?template=feature-request.yml">
     Propose brand-new features or enhancements to existing ones, or help implement community-requested improvements.
   </Card>
@@ -72,7 +75,7 @@ Remember, our community is here to help! If you need guidance, do not hesitate t
 
 
 
-## Setting up your development environment
+## Setting Up Your Development Environment
 
 ### Prerequisites
 

docs/developer-guide/mcp-server.mdx

@@ -352,7 +352,7 @@ result = await self.api_client.poll_task_until_complete(
 
 ### Tool Docstrings
 
-Tool docstrings become description that is going to be read by the LLM. Provide clear usage instructions and common workflows:
+Tool docstrings become the description that is going to be read by the LLM. Provide clear usage instructions and common workflows:
 
 ```python
 async def search_items(self, status: str = Field(...)) -> dict:
@@ -426,6 +426,150 @@ For complete installation and deployment options, see:
 
 For development I recommend to use the [Model Context Protocol Inspector](https://github.com/modelcontextprotocol/inspector) as MCP client to test and debug your tools.
 
+## Testing
+
+Tests live in `mcp_server/tests/`, mirroring the source tree, and use the `test_*.py`
+prefix (the same convention as the API, not the SDK's `*_test.py` suffix).
+
+From `mcp_server/`:
+
+```bash
+cd mcp_server
+
+uv run pytest                              # Whole suite
+uv run pytest tests/prowler_app/models     # One area
+uv run pytest --cov=./prowler_mcp_server   # With coverage
+```
+
+From the repository root:
+
+```bash
+make test-mcp   # Runs the MCP suite exactly as CI does
+```
+
+Async tests need no marker — `asyncio_mode` is set to `auto`.
+
+### Reading the Coverage Numbers
+
+<Warning>
+Coverage here has a high floor that means nothing. `coverage.py` measures
+*statements*, and in a Pydantic model module nearly every statement is a class-body
+field declaration that runs at **import** time. `prowler_app/server.py` imports
+every tool module — and therefore every model module — when it is first imported,
+so all of those declarations execute and count as covered before a single test runs.
+
+Importing the package and executing no tests at all already reports **36% overall**,
+with individual model modules between 54% and 84%. A model module sitting at ~68%
+with no tests written for it has **none** of its behaviour covered: the covered lines
+are its imports, `class` statements and `Field(...)` declarations, and the missing
+ranges are its `from_api_response()` bodies.
+
+Judge a module against that import-only floor, not against zero, and do not set a
+Codecov target from the raw total.
+</Warning>
+
+### Shared Fixtures
+
+All fixtures live in `mcp_server/tests/conftest.py`. Three are autouse and apply to
+every test: the environment is pinned to deterministic values, real socket
+connections are blocked, and the API client singleton registry is snapshotted and
+restored.
+
+| Fixture | What it gives you |
+|---------|-------------------|
+| `mock_api_client` | The API client singleton with its transport mocked. The workhorse. |
+| `mock_router` | Route registry and request recorder |
+| `mcp_root_server` | The mounted root server, for in-memory client tests |
+| `health_client` | Starlette `TestClient` for the `/health` route |
+| `http_request_headers` | Injects request headers for HTTP-transport auth tests |
+| `hub_router` / `docs_router` | Mock the Hub and Docs sub-servers' sync HTTP clients |
+| `api_client` / `isolated_api_client` | The live singleton / a freshly-constructed one |
+
+Helpers live in `mcp_server/tests/helpers/`: JSON:API document builders
+(`jsonapi.py`), the `MockRouter` (`http.py`), tool-contract assertions
+(`assertions.py`) and fake credentials (`tokens.py`).
+
+### Writing a Tool Test
+
+Drive tools through an in-memory MCP client, and open the client inside the test —
+FastMCP warns that holding a client in a fixture causes event-loop problems.
+
+```python
+from fastmcp import Client
+
+from tests.helpers.jsonapi import jsonapi_collection, jsonapi_resource
+
+FINDING_ATTRIBUTES = {
+    "uid": "prowler-aws-s3_bucket_public_access-123456789012-us-east-1-my-bucket",
+    "status": "FAIL",
+    "severity": "high",
+    "status_extended": "S3 bucket my-bucket is publicly accessible.",
+    "delta": "new",
+    "muted": False,
+    "muted_reason": None,
+    "check_metadata": {"checkid": "s3_bucket_public_access"},
+}
+
+
+async def test_search_without_dates_queries_the_latest_scan_endpoint(
+    mcp_root_server, mock_api_client, mock_router
+):
+    """With no date range the tool targets the cheaper `/findings/latest`."""
+    mock_router.add(
+        "GET",
+        "/api/v1/findings/latest",
+        json=jsonapi_collection(
+            [jsonapi_resource("findings", "f1", FINDING_ATTRIBUTES)]
+        ),
+    )
+
+    async with Client(mcp_root_server) as client:
+        result = await client.call_tool("prowler_search_security_findings", {})
+
+    assert result.data["findings"][0]["check_id"] == "s3_bucket_public_access"
+    assert mock_router.paths() == ["GET /api/v1/findings/latest"]
+```
+
+The exemplar suite covers `findings` end to end — `tests/prowler_app/models/test_findings.py`
+and `tests/prowler_app/tools/test_findings.py`. It is deliberately one feature
+across both layers rather than a scattering of unrelated samples, and `findings`
+is the feature that exercises the whole foundation: two-tier models, nested
+sub-models, both relationship shapes, endpoint switching on a date range,
+list-to-CSV filter encoding, and a tool that returns prose instead of a model.
+
+Note the two files share a name. That is why `__init__.py` is required in every
+`tests/` subdirectory here — without it they would collide on import.
+
+<Warning>
+Tool parameters are declared with pydantic `Field(default=...)`, and only FastMCP's
+tool wrapper resolves those defaults. Calling a tool method directly with an
+argument omitted leaves it as a raw `FieldInfo` object, which is truthy — so a
+filter such as `if email:` silently builds a query out of the `FieldInfo` repr.
+Call tools through the client, or pass every argument explicitly.
+</Warning>
+
+### Why the API Key Is Pinned, Not Stripped
+
+`prowler_app/server.py` builds every tool at import time. Constructing a tool
+reaches `ProwlerAppAuth`, which raises when `PROWLER_API_KEY` is missing, and
+`load_all_tools` swallows that error per tool class. The result is that the whole
+`prowler_*` namespace registers **zero** tools while the server still logs
+"Successfully mounted Prowler tools server".
+
+The suite therefore pins a fake key in `[tool.pytest_env]`, which is applied before
+any test module is imported, and `tests/test_server.py` asserts each namespace is
+non-empty so this failure can never return silently.
+
+<Note>
+`ProwlerAppAuth` resolves `PROWLER_MCP_TRANSPORT_MODE` and `API_BASE_URL` in its
+default arguments, which Python evaluates once at module import. `monkeypatch.setenv`
+cannot change them — pass `mode=` and `base_url=` explicitly in auth tests.
+</Note>
+
+For the full set of rules and templates, see the
+[`prowler-test-mcp` skill](https://github.com/prowler-cloud/prowler/blob/master/skills/prowler-test-mcp/SKILL.md)
+and the [official FastMCP testing guide](https://gofastmcp.com/development/tests).
+
 ## Related Documentation
 
 <CardGroup cols={2}>