docs(ui): trim the comments on the dropped Slack check

- Compress the rationale to one-liners, as the rest of the stack reads

.env

@@ -158,7 +158,7 @@ SENTRY_RELEASE=local
 # REO_DEV_CLIENT_ID=
 
 #### Prowler release version ####
-NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.38.0
+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/setup-python-uv/action.yml

@@ -18,10 +18,6 @@ inputs:
     description: 'Install Python dependencies with uv'
     required: false
     default: 'true'
-  update-sdk-lock:
-    description: 'Rewrite uv.lock to pin the latest prowler SDK commit on master'
-    required: false
-    default: 'true'
 
 runs:
   using: 'composite'
@@ -44,7 +40,7 @@ runs:
         fi
 
     - name: Update uv.lock with latest Prowler commit
-      if: inputs.update-sdk-lock == 'true' && github.repository_owner == 'prowler-cloud' && github.repository != 'prowler-cloud/prowler'
+      if: github.repository_owner == 'prowler-cloud' && github.repository != 'prowler-cloud/prowler'
       shell: bash
       working-directory: ${{ inputs.working-directory }}
       env:
@@ -64,7 +60,7 @@ runs:
         grep "prowler-cloud/prowler" uv.lock
 
     - name: Update uv.lock SDK commit (prowler repo on push)
-      if: inputs.update-sdk-lock == 'true' && github.event_name == 'push' && github.ref == 'refs/heads/master' && github.repository == 'prowler-cloud/prowler'
+      if: github.event_name == 'push' && github.ref == 'refs/heads/master' && github.repository == 'prowler-cloud/prowler'
       shell: bash
       working-directory: ${{ inputs.working-directory }}
       env:

.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
@@ -62,8 +62,9 @@ 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'
@@ -78,8 +79,9 @@ 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'
@@ -169,13 +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/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/workflows/api-container-build-push.yml

@@ -162,6 +162,9 @@ 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 }}
@@ -207,9 +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 }}
 
@@ -217,10 +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 }}
 
@@ -260,9 +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
@@ -107,7 +111,11 @@ jobs:
         with:
           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
@@ -145,5 +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/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

@@ -50,7 +50,7 @@ jobs:
           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

@@ -144,6 +144,9 @@ 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 }}
@@ -190,9 +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 }}
 
@@ -200,10 +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 }}
 
@@ -243,9 +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
@@ -100,7 +103,11 @@ jobs:
         with:
           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
@@ -127,5 +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

@@ -85,7 +85,6 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
           working-directory: ./mcp_server
-          update-sdk-lock: 'false'
 
       - name: Run tests with pytest
         if: steps.check-changes.outputs.any_changed == 'true'

.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

@@ -77,7 +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: '$PROWLER_VERSION' (must be N.N.N)" >&2
           exit 1
@@ -107,7 +107,8 @@ jobs:
           if [ -f "$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 ""
@@ -178,55 +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

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

@@ -200,6 +200,9 @@ 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 }}
@@ -262,10 +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 }}
 
@@ -273,12 +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 }}
@@ -303,7 +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:
@@ -353,9 +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
@@ -112,8 +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/**
@@ -140,5 +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

@@ -147,6 +147,9 @@ 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 }}
@@ -193,9 +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 }}
 
@@ -203,10 +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 }}
 
@@ -246,9 +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
@@ -101,7 +104,11 @@ jobs:
         with:
           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/**
@@ -132,5 +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

@@ -108,14 +108,14 @@ 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 }}
 
@@ -233,7 +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: |
@@ -267,7 +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
@@ -301,7 +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
@@ -387,7 +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
@@ -444,12 +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 }}
 

.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.yaml

@@ -9,6 +9,11 @@
 #
 # `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
@@ -61,3 +66,101 @@ vulnerabilities:
     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

@@ -8,16 +8,25 @@ ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 # Opt out of PowerShell telemetry (Application Insights -> dc.services.visualstudio.com)
 ENV POWERSHELL_TELEMETRY_OPTOUT=1
 
-ARG TRIVY_VERSION=0.72.0
+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 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 && \

README.md

@@ -126,12 +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 |
@@ -147,7 +147,7 @@ Every AWS provider scan will enqueue an Attack Paths ingestion job automatically
 | 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 +4,62 @@ 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

api/Dockerfile

@@ -7,12 +7,20 @@ ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 # Opt out of PowerShell telemetry (Application Insights -> dc.services.visualstudio.com)
 ENV POWERSHELL_TELEMETRY_OPTOUT=1
 
-ARG TRIVY_VERSION=0.72.0
+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 \
@@ -28,6 +36,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     libtool \
     libxslt1-dev \
     python3-dev \
+    && apt-get install -y --no-install-recommends --only-upgrade util-linux \
     && rm -rf /var/lib/apt/lists/*
 
 # Install PowerShell
@@ -39,6 +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 "$EXPECT  /tmp/powershell.tar.gz" > /tmp/powershell.sha256 && \
+    sha256sum -c /tmp/powershell.sha256 && rm /tmp/powershell.sha256 && \
     mkdir -p /opt/microsoft/powershell/7 && \
     tar zxf /tmp/powershell.tar.gz -C /opt/microsoft/powershell/7 && \
     chmod +x /opt/microsoft/powershell/7/pwsh && \
@@ -55,6 +67,9 @@ RUN ARCH=$(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 && \
@@ -73,6 +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 && \

api/changelog.d/api-restore-sdk-master-pin.fixed.md

@@ -1 +0,0 @@
-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

api/changelog.d/pathfinding-attack-paths-service-queries.added.md

@@ -1 +0,0 @@
-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

api/pyproject.toml

@@ -71,7 +71,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.39.0"
+version = "1.41.0"
 
 # Shared ruff baseline (kept in sync with mcp_server/pyproject.toml).
 # target-version tracks this project's lowest supported Python.
@@ -92,8 +92,7 @@ extend-select = [
 
 [tool.uv]
 # Transitive pins matching master to avoid silent drift; bump deliberately.
-# workos and pyopenssl run ahead of master: the versions master pins cap cryptography
-# below 48, so both were bumped to versions that allow it (PROWLER-2310).
+# workos is api-only; pyopenssl matches master (PROWLER-2310).
 constraint-dependencies = [
   "about-time==4.2.1",
   "adal==1.2.7",
@@ -101,7 +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",
@@ -130,7 +129,7 @@ constraint-dependencies = [
   "alibabacloud-sls20201230==5.9.0",
   "alibabacloud-sts20150401==1.1.6",
   "alibabacloud-tea==0.4.3",
-  "alibabacloud-tea-openapi==0.4.5",
+  "alibabacloud-tea-openapi==0.4.6",
   "alibabacloud-tea-util==0.3.14",
   "alibabacloud-tea-xml==0.0.3",
   "alibabacloud-vpc20160428==6.13.0",
@@ -212,7 +211,7 @@ constraint-dependencies = [
   "coverage==7.5.4",
   "cron-descriptor==1.4.5",
   "crowdstrike-falconpy==1.6.0",
-  "cryptography==48.0.1",
+  "cryptography==50.0.0",
   "cycler==0.12.1",
   "darabonba-core==1.0.8",
   "dash==3.1.1",
@@ -339,7 +338,7 @@ constraint-dependencies = [
   "nltk==3.9.4",
   "numpy==2.2.6",
   "oauthlib==3.3.1",
-  "oci==2.183.0",
+  "oci==2.184.1",
   "openai==1.109.1",
   "openstacksdk==4.2.0",
   "opentelemetry-api==1.39.1",
@@ -380,7 +379,7 @@ constraint-dependencies = [
   "pylint==3.2.5",
   "pymsalruntime==0.18.1",
   "pynacl==1.6.2",
-  "pyopenssl==26.2.0",
+  "pyopenssl==26.4.0",
   "pyparsing==3.3.2",
   "pyreadline3==3.5.4",
   "pysocks==1.7.1",
@@ -458,7 +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
@@ -485,6 +484,13 @@ 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==1.9.10",
   "microsoft-kiota-authentication-azure==1.9.10",

api/src/backend/api/adapters.py

@@ -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:
@@ -116,11 +142,8 @@ class ProwlerSocialAccountAdapter(DefaultSocialAccountAdapter):
 
             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/aws.py

@@ -1,6 +1,7 @@
 from api.attack_paths.queries.types import (
     AttackPathsQueryAttribution,
     AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
     AttackPathsQueryParameterDefinition,
 )
 from tasks.jobs.attack_paths.config import PROWLER_FINDING_LABEL
@@ -13,6 +14,7 @@ AWS_INTERNET_EXPOSED_EC2_SENSITIVE_S3_ACCESS = AttackPathsQueryDefinition(
     short_description="Find SSH-exposed EC2 instances that can assume roles to read tagged sensitive S3 buckets.",
     description="Detect EC2 instances with SSH exposed to the internet that can assume higher-privileged roles to read tagged sensitive S3 buckets despite bucket-level public access blocks.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path_s3 = (aws:AWSAccount {{id: $provider_uid}})--(s3:S3Bucket)--(t:AWSTag)
         WHERE toLower(t.key) = toLower($tag_key) AND toLower(t.value) = toLower($tag_value)
@@ -69,6 +71,7 @@ AWS_RDS_INSTANCES = AttackPathsQueryDefinition(
     short_description="List all provisioned RDS database instances in the account.",
     description="List the selected AWS account alongside the RDS instances it owns.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(rds:RDSInstance)
 
@@ -91,6 +94,7 @@ AWS_RDS_UNENCRYPTED_STORAGE = AttackPathsQueryDefinition(
     short_description="Find RDS instances with storage encryption disabled.",
     description="Find RDS instances with storage encryption disabled within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(rds:RDSInstance)
         WHERE rds.storage_encrypted = false
@@ -114,6 +118,7 @@ AWS_S3_ANONYMOUS_ACCESS_BUCKETS = AttackPathsQueryDefinition(
     short_description="Find S3 buckets that allow anonymous access.",
     description="Find S3 buckets that allow anonymous access within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(s3:S3Bucket)
         WHERE s3.anonymous_access = true
@@ -137,6 +142,7 @@ AWS_IAM_STATEMENTS_ALLOW_ALL_ACTIONS = AttackPathsQueryDefinition(
     short_description="Find IAM policy statements that allow all actions via wildcard (*).",
     description="Find IAM policy statements that allow all actions via '*' within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(pol:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
         MATCH (stmt)-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -162,6 +168,7 @@ AWS_IAM_STATEMENTS_ALLOW_DELETE_POLICY = AttackPathsQueryDefinition(
     short_description="Find IAM policy statements that allow iam:DeletePolicy.",
     description="Find IAM policy statements that allow the iam:DeletePolicy action within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(pol:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
         MATCH (stmt)-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -187,6 +194,7 @@ AWS_IAM_STATEMENTS_ALLOW_CREATE_ACTIONS = AttackPathsQueryDefinition(
     short_description="Find IAM policy statements that allow any create action.",
     description="Find IAM policy statements that allow actions containing 'create' within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.RESOURCE_INVENTORY,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(pol:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
         MATCH (stmt)-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -215,6 +223,7 @@ AWS_EC2_INSTANCES_INTERNET_EXPOSED = AttackPathsQueryDefinition(
     short_description="Find EC2 instances flagged as exposed to the internet.",
     description="Find EC2 instances flagged as exposed to the internet within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(ec2:EC2Instance)
         WHERE ec2.exposed_internet = true
@@ -240,6 +249,7 @@ AWS_SECURITY_GROUPS_OPEN_INTERNET_FACING = AttackPathsQueryDefinition(
     short_description="Find internet-facing resources with security groups allowing inbound from 0.0.0.0/0.",
     description="Find internet-facing resources associated with security groups that allow inbound access from '0.0.0.0/0'.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(ec2:EC2Instance)--(sg:EC2SecurityGroup)--(ipi:IpPermissionInbound)--(ir:IpRange)
         WHERE ec2.exposed_internet = true
@@ -266,6 +276,7 @@ AWS_CLASSIC_ELB_INTERNET_EXPOSED = AttackPathsQueryDefinition(
     short_description="Find Classic Load Balancers exposed to the internet with their listeners.",
     description="Find Classic Load Balancers exposed to the internet along with their listeners.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(elb:LoadBalancer)--(listener:ELBListener)
         WHERE elb.exposed_internet = true
@@ -291,6 +302,7 @@ AWS_ELBV2_INTERNET_EXPOSED = AttackPathsQueryDefinition(
     short_description="Find ELBv2 (ALB/NLB) load balancers exposed to the internet with their listeners.",
     description="Find ELBv2 load balancers exposed to the internet along with their listeners.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(elbv2:LoadBalancerV2)--(listener:ELBV2Listener)
         WHERE elbv2.exposed_internet = true
@@ -316,6 +328,7 @@ AWS_PUBLIC_IP_RESOURCE_LOOKUP = AttackPathsQueryDefinition(
     short_description="Find the AWS resource associated with a given public IP address.",
     description="Given a public IP address, find the related AWS resource and its adjacent node within the selected account.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PUBLIC_EXPOSURE,
     cypher=f"""
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})-[r]-(x)-[q]-(y)
         WHERE (x:EC2PrivateIp AND x.public_ip = $ip)
@@ -359,6 +372,7 @@ AWS_APPRUNNER_PRIVESC_PASSROLE_CREATE_SERVICE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/apprunner-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -407,6 +421,7 @@ AWS_APPRUNNER_PRIVESC_UPDATE_SERVICE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/apprunner-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with apprunner:UpdateService permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(update_policy:AWSPolicy)-[:STATEMENT]->(stmt_update:AWSPolicyStatement {{effect: 'Allow'}})
@@ -444,6 +459,7 @@ AWS_BATCH_PRIVESC_PASSROLE_SUBMIT_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/batch-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -502,6 +518,7 @@ AWS_BATCH_PRIVESC_SUBMIT_EXISTING_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/batch-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with batch:submitjob permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(:AWSPolicy)-[:STATEMENT]->(:AWSPolicyStatement {{effect: 'Allow'}})-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -538,6 +555,7 @@ AWS_BEDROCK_PRIVESC_PASSROLE_CODE_INTERPRETER = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/bedrock-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -600,6 +618,7 @@ AWS_BEDROCK_PRIVESC_INVOKE_CODE_INTERPRETER = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/bedrock-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with bedrock-agentcore:StartCodeInterpreterSession permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(session_policy:AWSPolicy)-[:STATEMENT]->(stmt_session:AWSPolicyStatement {{effect: 'Allow'}})
@@ -644,6 +663,7 @@ AWS_BRAKET_PRIVESC_PASSROLE_CREATE_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/braket-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -696,6 +716,7 @@ AWS_CLOUDFORMATION_PRIVESC_PASSROLE_CREATE_STACK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/cloudformation-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -744,6 +765,7 @@ AWS_CLOUDFORMATION_PRIVESC_UPDATE_STACK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/cloudformation-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with cloudformation:UpdateStack permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(update_policy:AWSPolicy)-[:STATEMENT]->(stmt_update:AWSPolicyStatement {{effect: 'Allow'}})
@@ -781,6 +803,7 @@ AWS_CLOUDFORMATION_PRIVESC_PASSROLE_CREATE_STACKSET = AttackPathsQueryDefinition
         link="https://pathfinding.cloud/paths/cloudformation-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -836,6 +859,7 @@ AWS_CLOUDFORMATION_PRIVESC_PASSROLE_UPDATE_STACKSET = AttackPathsQueryDefinition
         link="https://pathfinding.cloud/paths/cloudformation-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -884,6 +908,7 @@ AWS_CLOUDFORMATION_PRIVESC_CHANGESET = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/cloudformation-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with cloudformation:CreateChangeSet permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(create_policy:AWSPolicy)-[:STATEMENT]->(stmt_create:AWSPolicyStatement {{effect: 'Allow'}})
@@ -928,6 +953,7 @@ AWS_CODEBUILD_PRIVESC_PASSROLE_CREATE_PROJECT = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/codebuild-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -983,6 +1009,7 @@ AWS_CODEBUILD_PRIVESC_START_BUILD = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/codebuild-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with codebuild:StartBuild permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(build_policy:AWSPolicy)-[:STATEMENT]->(stmt_build:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1020,6 +1047,7 @@ AWS_CODEBUILD_PRIVESC_START_BUILD_BATCH = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/codebuild-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with codebuild:StartBuildBatch permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(build_policy:AWSPolicy)-[:STATEMENT]->(stmt_build:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1057,6 +1085,7 @@ AWS_CODEBUILD_PRIVESC_PASSROLE_CREATE_PROJECT_BATCH = AttackPathsQueryDefinition
         link="https://pathfinding.cloud/paths/codebuild-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1112,6 +1141,7 @@ AWS_CODEDEPLOY_PRIVESC_CREATE_DEPLOYMENT = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/codedeploy-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with codedeploy:createdeployment permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(:AWSPolicy)-[:STATEMENT]->(:AWSPolicyStatement {{effect: 'Allow'}})-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -1160,6 +1190,7 @@ AWS_COGNITO_PRIVESC_PASSROLE_SET_IDENTITY_POOL_ROLES = AttackPathsQueryDefinitio
         link="https://pathfinding.cloud/paths/cognitoidentity-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1212,6 +1243,7 @@ AWS_DATAPIPELINE_PRIVESC_PASSROLE_CREATE_PIPELINE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/datapipeline-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1275,6 +1307,7 @@ AWS_EC2_PRIVESC_PASSROLE_IAM = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ec2-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1323,6 +1356,7 @@ AWS_EC2_PRIVESC_MODIFY_INSTANCE_ATTRIBUTE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ec2-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ec2:ModifyInstanceAttribute permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(modify_policy:AWSPolicy)-[:STATEMENT]->(stmt_modify:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1374,6 +1408,7 @@ AWS_EC2_PRIVESC_PASSROLE_SPOT_INSTANCES = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ec2-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1422,6 +1457,7 @@ AWS_EC2_PRIVESC_LAUNCH_TEMPLATE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ec2-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ec2:CreateLaunchTemplateVersion permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(create_policy:AWSPolicy)-[:STATEMENT]->(stmt_create:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1466,6 +1502,7 @@ AWS_EC2INSTANCECONNECT_PRIVESC_SEND_SSH_PUBLIC_KEY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ec2instanceconnect-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ec2-instance-connect:SendSSHPublicKey permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(connect_policy:AWSPolicy)-[:STATEMENT]->(stmt_connect:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1499,6 +1536,7 @@ AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE = AttackPathsQueryDefinition(
     short_description="Create an ECS cluster and service with a privileged Fargate task role to execute arbitrary code.",
     description="Detect principals who can pass IAM roles, create ECS clusters, register task definitions, and create services. This allows creating a Fargate task with a privileged role attached, gaining that role's permissions to execute arbitrary code via the container.",
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     attribution=AttackPathsQueryAttribution(
         text="pathfinding.cloud - ECS-001 - iam:PassRole + ecs:CreateCluster + ecs:RegisterTaskDefinition + ecs:CreateService",
         link="https://pathfinding.cloud/paths/ecs-001",
@@ -1561,6 +1599,7 @@ AWS_ECS_PRIVESC_PASSROLE_RUN_TASK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ecs-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1621,6 +1660,7 @@ AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE_EXISTING_CLUSTER = AttackPathsQueryDefin
         link="https://pathfinding.cloud/paths/ecs-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1673,6 +1713,7 @@ AWS_ECS_PRIVESC_PASSROLE_RUN_TASK_EXISTING_CLUSTER = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ecs-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1725,6 +1766,7 @@ AWS_ECS_PRIVESC_PASSROLE_START_TASK_EXISTING_CLUSTER = AttackPathsQueryDefinitio
         link="https://pathfinding.cloud/paths/ecs-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1777,6 +1819,7 @@ AWS_ECS_PRIVESC_EXECUTE_COMMAND = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ecs-006",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ecs:ExecuteCommand permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(exec_policy:AWSPolicy)-[:STATEMENT]->(stmt_exec:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1819,6 +1862,7 @@ AWS_ECS_PRIVESC_PASSROLE_START_EXISTING_TASK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ecs-009",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1871,6 +1915,7 @@ AWS_EMR_PRIVESC_PASSROLE_RUN_JOB_FLOW = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/emr-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1923,6 +1968,7 @@ AWS_EMRSERVERLESS_PRIVESC_PASSROLE_START_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/emrserverless-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -1981,6 +2027,7 @@ AWS_GAMELIFT_PRIVESC_PASSROLE_CREATE_FLEET = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/gamelift-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2045,6 +2092,7 @@ AWS_GLUE_PRIVESC_PASSROLE_DEV_ENDPOINT = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2093,6 +2141,7 @@ AWS_GLUE_PRIVESC_UPDATE_DEV_ENDPOINT = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with glue:UpdateDevEndpoint permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2130,6 +2179,7 @@ AWS_GLUE_PRIVESC_PASSROLE_CREATE_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2185,6 +2235,7 @@ AWS_GLUE_PRIVESC_PASSROLE_CREATE_JOB_TRIGGER = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2240,6 +2291,7 @@ AWS_GLUE_PRIVESC_PASSROLE_UPDATE_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2295,6 +2347,7 @@ AWS_GLUE_PRIVESC_PASSROLE_UPDATE_JOB_TRIGGER = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-006",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2350,6 +2403,7 @@ AWS_GLUE_PRIVESC_PASSROLE_CREATE_SESSION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/glue-007",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2408,6 +2462,7 @@ AWS_IAM_PRIVESC_CREATE_POLICY_VERSION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreatePolicyVersion permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2449,6 +2504,7 @@ AWS_IAM_PRIVESC_CREATE_ACCESS_KEY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreateAccessKey permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2498,6 +2554,7 @@ AWS_IAM_PRIVESC_DELETE_CREATE_ACCESS_KEY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreateAccessKey permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2557,6 +2614,7 @@ AWS_IAM_PRIVESC_CREATE_LOGIN_PROFILE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreateLoginProfile permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2606,6 +2664,7 @@ AWS_IAM_PRIVESC_PUT_ROLE_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find roles with iam:PutRolePolicy permission scoped to themselves
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(role:AWSRole)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2643,6 +2702,7 @@ AWS_IAM_PRIVESC_UPDATE_LOGIN_PROFILE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-006",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:UpdateLoginProfile permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2692,6 +2752,7 @@ AWS_IAM_PRIVESC_PUT_USER_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-007",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find users with iam:PutUserPolicy permission scoped to themselves
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(user:AWSUser)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2729,6 +2790,7 @@ AWS_IAM_PRIVESC_ATTACH_USER_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-008",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find users with iam:AttachUserPolicy permission scoped to themselves
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(user:AWSUser)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2766,6 +2828,7 @@ AWS_IAM_PRIVESC_ATTACH_ROLE_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-009",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find roles with iam:AttachRolePolicy permission scoped to themselves
         MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(role:AWSRole)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2803,6 +2866,7 @@ AWS_IAM_PRIVESC_ATTACH_GROUP_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-010",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find users with iam:AttachGroupPolicy permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(user:AWSUser)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2844,6 +2908,7 @@ AWS_IAM_PRIVESC_PUT_GROUP_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-011",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find users with iam:PutGroupPolicy permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(user:AWSUser)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2885,6 +2950,7 @@ AWS_IAM_PRIVESC_UPDATE_ASSUME_ROLE_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-012",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:UpdateAssumeRolePolicy permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2936,6 +3002,7 @@ AWS_IAM_PRIVESC_ADD_USER_TO_GROUP = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-013",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:AddUserToGroup permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -2985,6 +3052,7 @@ AWS_IAM_PRIVESC_ATTACH_ROLE_POLICY_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-014",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:AttachRolePolicy permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3026,6 +3094,7 @@ AWS_IAM_PRIVESC_ATTACH_USER_POLICY_CREATE_ACCESS_KEY = AttackPathsQueryDefinitio
         link="https://pathfinding.cloud/paths/iam-015",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:AttachUserPolicy permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3085,6 +3154,7 @@ AWS_IAM_PRIVESC_CREATE_POLICY_VERSION_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-016",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreatePolicyVersion permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3127,6 +3197,7 @@ AWS_IAM_PRIVESC_PUT_ROLE_POLICY_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-017",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PutRolePolicy permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3168,6 +3239,7 @@ AWS_IAM_PRIVESC_PUT_USER_POLICY_CREATE_ACCESS_KEY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-018",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PutUserPolicy permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3227,6 +3299,7 @@ AWS_IAM_PRIVESC_ATTACH_ROLE_POLICY_UPDATE_ASSUME_ROLE = AttackPathsQueryDefiniti
         link="https://pathfinding.cloud/paths/iam-019",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:AttachRolePolicy permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3286,6 +3359,7 @@ AWS_IAM_PRIVESC_CREATE_POLICY_VERSION_UPDATE_ASSUME_ROLE = AttackPathsQueryDefin
         link="https://pathfinding.cloud/paths/iam-020",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:CreatePolicyVersion permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3352,6 +3426,7 @@ AWS_IAM_PRIVESC_PUT_ROLE_POLICY_UPDATE_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-021",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PutRolePolicy permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3411,6 +3486,7 @@ AWS_IAM_PRIVESC_DELETE_USER_PERMISSIONS_BOUNDARY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-022",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find IAM users with iam:DeleteUserPermissionsBoundary permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSUser)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3451,6 +3527,7 @@ AWS_IAM_PRIVESC_DELETE_ROLE_BOUNDARY_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/iam-023",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:DeleteRolePermissionsBoundary permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -3499,6 +3576,7 @@ AWS_IMAGEBUILDER_PRIVESC_PASSROLE_CREATE_IMAGE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/imagebuilder-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3569,6 +3647,7 @@ AWS_KINESISANALYTICS_PRIVESC_PASSROLE_CREATE_APP = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/kinesisanalytics-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3627,6 +3706,7 @@ AWS_LAMBDA_PRIVESC_PASSROLE_CREATE_FUNCTION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/lambda-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3682,6 +3762,7 @@ AWS_LAMBDA_PRIVESC_PASSROLE_CREATE_FUNCTION_EVENT_SOURCE = AttackPathsQueryDefin
         link="https://pathfinding.cloud/paths/lambda-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3737,6 +3818,7 @@ AWS_LAMBDA_PRIVESC_UPDATE_FUNCTION_CODE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/lambda-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with lambda:UpdateFunctionCode permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3778,6 +3860,7 @@ AWS_LAMBDA_PRIVESC_UPDATE_FUNCTION_CODE_INVOKE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/lambda-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with lambda:UpdateFunctionCode permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3829,6 +3912,7 @@ AWS_LAMBDA_PRIVESC_UPDATE_FUNCTION_CODE_ADD_PERMISSION = AttackPathsQueryDefinit
         link="https://pathfinding.cloud/paths/lambda-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with lambda:UpdateFunctionCode permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3880,6 +3964,7 @@ AWS_LAMBDA_PRIVESC_PASSROLE_CREATE_FUNCTION_ADD_PERMISSION = AttackPathsQueryDef
         link="https://pathfinding.cloud/paths/lambda-006",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3935,6 +4020,7 @@ AWS_OMICS_PRIVESC_PASSROLE_START_RUN = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/omics-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -3999,6 +4085,7 @@ AWS_SAGEMAKER_PRIVESC_PASSROLE_CREATE_NOTEBOOK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sagemaker-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4047,6 +4134,7 @@ AWS_SAGEMAKER_PRIVESC_PASSROLE_CREATE_TRAINING_JOB = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sagemaker-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4095,6 +4183,7 @@ AWS_SAGEMAKER_PRIVESC_PASSROLE_CREATE_PROCESSING_JOB = AttackPathsQueryDefinitio
         link="https://pathfinding.cloud/paths/sagemaker-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4143,6 +4232,7 @@ AWS_SAGEMAKER_PRIVESC_PRESIGNED_NOTEBOOK_URL = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sagemaker-004",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with sagemaker:CreatePresignedNotebookInstanceUrl permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4184,6 +4274,7 @@ AWS_SAGEMAKER_PRIVESC_LIFECYCLE_CONFIG_NOTEBOOK = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sagemaker-005",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with sagemaker:CreateNotebookInstanceLifecycleConfig permission (this IS path_principal)
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4242,6 +4333,7 @@ AWS_SCHEDULER_PRIVESC_PASSROLE_CREATE_SCHEDULE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/scheduler-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4294,6 +4386,7 @@ AWS_SSM_PRIVESC_START_SESSION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ssm-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ssm:StartSession permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4331,6 +4424,7 @@ AWS_SSM_PRIVESC_SEND_COMMAND = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ssm-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with ssm:SendCommand permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4368,6 +4462,7 @@ AWS_SSM_PRIVESC_PASSROLE_AUTOMATION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/ssm-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.CODE_EXECUTION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4426,6 +4521,7 @@ AWS_SSO_PRIVESC_PERMISSION_SET_ESCALATION = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sso-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with sso:CreatePermissionSet permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4477,6 +4573,7 @@ AWS_SSO_PRIVESC_ATTACH_MANAGED_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sso-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with sso:attachmanagedpolicytopermissionset permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4514,6 +4611,7 @@ AWS_SSO_PRIVESC_PUT_INLINE_POLICY = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sso-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with sso:putinlinepolicytopermissionset permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4552,6 +4650,7 @@ AWS_STEPFUNCTIONS_PRIVESC_PASSROLE_CREATE_STATE_MACHINE = AttackPathsQueryDefini
         link="https://pathfinding.cloud/paths/stepfunctions-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with iam:PassRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(passrole_policy:AWSPolicy)-[:STATEMENT]->(stmt_passrole:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4610,6 +4709,7 @@ AWS_STEPFUNCTIONS_PRIVESC_UPDATE_STATE_MACHINE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/stepfunctions-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with states:updatestatemachine permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(:AWSPolicy)-[:STATEMENT]->(:AWSPolicyStatement {{effect: 'Allow'}})-[:HAS_ACTION]->(act:AWSPolicyStatementActionItem)
@@ -4652,6 +4752,7 @@ AWS_STS_PRIVESC_ASSUME_ROLE = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sts-001",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find principals with sts:AssumeRole permission
         MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)-[:POLICY]->(policy:AWSPolicy)-[:STATEMENT]->(stmt:AWSPolicyStatement {{effect: 'Allow'}})
@@ -4693,6 +4794,7 @@ AWS_STS_PRIVESC_CROSS_ACCOUNT_TRUST = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sts-002",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find roles that trust an external account's root principal (cross-account trust)
         MATCH path_target = (aws:AWSAccount {{id: $provider_uid}})--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(trusted:AWSRootPrincipal)
@@ -4725,6 +4827,7 @@ AWS_STS_PRIVESC_WILDCARD_TRUST = AttackPathsQueryDefinition(
         link="https://pathfinding.cloud/paths/sts-003",
     ),
     provider="aws",
+    outcome=AttackPathsQueryOutcome.PRIVILEGE_ESCALATION,
     cypher=f"""
         // Find roles linked to a wildcard principal for manual review
         MATCH path_target = (aws:AWSAccount {{id: $provider_uid}})--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(trusted:AWSPrincipal)

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/specs/v1.yaml

@@ -1,7 +1,7 @@
 openapi: 3.0.3
 info:
   title: Prowler API
-  version: 1.39.0
+  version: 1.41.0
   description: |-
     Prowler API specification.
 

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

@@ -1590,8 +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,
@@ -1646,6 +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

@@ -111,6 +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):

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

@@ -22,7 +22,10 @@ from api.attack_paths.queries.aws import (
     AWS_STS_PRIVESC_CROSS_ACCOUNT_TRUST,
     AWS_STS_PRIVESC_WILDCARD_TRUST,
 )
-from api.attack_paths.queries.types import AttackPathsQueryDefinition
+from api.attack_paths.queries.types import (
+    AttackPathsQueryDefinition,
+    AttackPathsQueryOutcome,
+)
 
 # The pathfinding.cloud privilege-escalation queries added for PROWLER-2278.
 NEW_PATHFINDING_QUERIES = [
@@ -238,6 +241,50 @@ class TestAllQueriesUniqueIds:
         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(

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_views.py

@@ -19,6 +19,7 @@ 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
@@ -77,8 +78,9 @@ from conftest import (
     today_after_n_days,
 )
 from django.conf import settings
-from django.db import close_old_connections, 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
@@ -518,6 +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
@@ -5388,6 +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,
@@ -14561,6 +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):

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

@@ -329,6 +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.
@@ -390,6 +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
@@ -1315,6 +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"

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

@@ -238,6 +238,7 @@ from api.v1.serializers import (
     TokenSocialLoginSerializer,
     TokenSwitchTenantSerializer,
     UserCreateSerializer,
+    UserMeSerializer,
     UserRoleRelationshipSerializer,
     UserSerializer,
     UserUpdateSerializer,
@@ -1113,6 +1114,8 @@ class UserViewSet(BaseUserViewset):
             return UserCreateSerializer
         elif self.action == "partial_update":
             return UserUpdateSerializer
+        elif self.action == "me":
+            return UserMeSerializer
         else:
             return UserSerializer
 
@@ -1130,7 +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,
@@ -1442,7 +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)

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/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_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 = "==0.4.5" },
+    { 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" },
@@ -127,7 +127,7 @@ constraints = [
     { name = "coverage", specifier = "==7.5.4" },
     { name = "cron-descriptor", specifier = "==1.4.5" },
     { name = "crowdstrike-falconpy", specifier = "==1.6.0" },
-    { name = "cryptography", specifier = "==48.0.1" },
+    { name = "cryptography", specifier = "==50.0.0" },
     { name = "cycler", specifier = "==0.12.1" },
     { name = "darabonba-core", specifier = "==1.0.8" },
     { name = "dash", specifier = "==3.1.1" },
@@ -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 = "==2.183.0" },
+    { 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" },
@@ -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 = "==26.2.0" },
+    { name = "pyopenssl", specifier = "==26.4.0" },
     { name = "pyparsing", specifier = "==3.3.2" },
     { name = "pyreadline3", specifier = "==3.5.4" },
     { name = "pysocks", specifier = "==1.7.1" },
@@ -373,10 +373,11 @@ 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 = "==1.9.10" },
     { name = "microsoft-kiota-authentication-azure", specifier = "==1.9.10" },
@@ -478,7 +479,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.14.0"
+version = "3.14.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -490,44 +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" },
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docs/changelog.mdx

@@ -4,6 +4,192 @@ 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
 

docs/developer-guide/checks.mdx

@@ -224,9 +224,9 @@ Each check **must** populate the report with a unique identifier for the audited
             - `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/provider.mdx

@@ -107,7 +107,7 @@ Once you have decided the provider you want or need to add to Prowler, the next
 - **SDK Providers**: Low complexity. You have mature examples like AWS, Azure, GCP, Kubernetes, etc. that you can leverage to implement your provider.
 - **API Providers**: Medium complexity. You need to implement the authentication and session management, and the API calls to the provider. You now have NHN and MongoDB Atlas as example to follow.
 - **Tool/Wrapper Providers**: High complexity. You need to implement the argument/output mapping to the provider and handle problems that the tool/wrapper may have. You now have IAC and the PowerShell wrapper as example to follow.
-- **Hybrid Providers**: High complexity. You need to "customize" your provider, mixing the other types of providers in order to achieve the desired result. You have M365 (msgraph SDK + PowerShell wrapper) and Github (PyGithub SDK + graphql API requests) as examples.
+- **Hybrid Providers**: High complexity. You need to "customize" your provider, mixing the other types of providers in order to achieve the desired result. You have M365 (msgraph SDK + PowerShell wrapper) and GitHub (PyGithub SDK + graphql API requests) as examples.
 
 ### Determining Regional vs Non-Regional Architecture
 
@@ -814,7 +814,7 @@ class YourProviderMutelist(Mutelist):
 Region management is essential for cloud providers that operate across multiple geographic locations. This component handles region validation and provides region-specific functionality.
 
 <Note>
-Regions are optional, only if the provider has regions, for example Github does not have regions, but AWS does.
+Regions are optional, only if the provider has regions, for example GitHub does not have regions, but AWS does.
 </Note>
 
 **File:** `prowler/providers/<provider_name>/lib/regions/<provider_name>_regions.py`
@@ -1773,7 +1773,7 @@ The implementation of the mutelist is the same as the [SDK providers](#step-5-im
 Region management is essential for cloud providers that operate across multiple geographic locations. This component handles region validation and provides region-specific functionality.
 
 <Note>
-Regions are optional, only if the provider has regions, for example Github does not have regions, but AWS does.
+Regions are optional, only if the provider has regions, for example GitHub does not have regions, but AWS does.
 </Note>
 
 **File:** `prowler/providers/<provider_name>/lib/regions/<provider_name>_regions.py`

docs/dockerhub/README.md

@@ -0,0 +1,123 @@
+<p align="center">
+  <img src="https://raw.githubusercontent.com/prowler-cloud/prowler/master/docs/dockerhub/prowler-logo.svg" width="252" alt="Prowler">
+</p>
+<p align="center">
+  <b>Prowler</b> is the Open Cloud Security platform trusted by thousands to automate security and compliance in any cloud environment — AWS, Azure, Google Cloud, Kubernetes, M365, GitHub and more.
+</p>
+<p align="center">
+  <b>Learn more at <a href="https://prowler.com">prowler.com</a> · <a href="https://goto.prowler.com/slack">Join our Slack community</a></b>
+</p>
+
+<p align="center">
+  <a href="https://github.com/prowler-cloud/prowler"><img alt="GitHub" src="https://img.shields.io/github/stars/prowler-cloud/prowler?style=social"></a>
+  <a href="https://github.com/prowler-cloud/prowler/releases"><img alt="Version" src="https://img.shields.io/github/v/release/prowler-cloud/prowler"></a>
+  <a href="https://pypi.org/project/prowler/"><img alt="PyPI" src="https://img.shields.io/pypi/v/prowler.svg"></a>
+  <a href="https://github.com/prowler-cloud/prowler"><img alt="License" src="https://img.shields.io/github/license/prowler-cloud/prowler"></a>
+</p>
+
+---
+
+# Prowler container images
+
+All Prowler images are built from a single repository — [github.com/prowler-cloud/prowler](https://github.com/prowler-cloud/prowler) — and published together on every release.
+
+| Image | What it is | Dockerfile |
+|---|---|---|
+| [`prowlercloud/prowler`](https://hub.docker.com/r/prowlercloud/prowler) | **Prowler CLI.** Runs scans from your terminal, a CI job, a Kubernetes Job or any container platform. | [`Dockerfile`](https://github.com/prowler-cloud/prowler/blob/master/Dockerfile) |
+| [`prowlercloud/prowler-api`](https://hub.docker.com/r/prowlercloud/prowler-api) | **Prowler Local Server — API.** Django REST backend plus the Celery worker and scheduler that run scans and store results. | [`api/Dockerfile`](https://github.com/prowler-cloud/prowler/blob/master/api/Dockerfile) |
+| [`prowlercloud/prowler-ui`](https://hub.docker.com/r/prowlercloud/prowler-ui) | **Prowler Local Server — UI.** Next.js web interface for launching scans and exploring findings. | [`ui/Dockerfile`](https://github.com/prowler-cloud/prowler/blob/master/ui/Dockerfile) |
+| [`prowlercloud/prowler-mcp`](https://hub.docker.com/r/prowlercloud/prowler-mcp) | **Prowler MCP.** Gives AI assistants access to the Prowler ecosystem over the Model Context Protocol. | [`mcp_server/Dockerfile`](https://github.com/prowler-cloud/prowler/blob/master/mcp_server/Dockerfile) |
+| [`toniblyx/prowler`](https://hub.docker.com/r/toniblyx/prowler) | **Legacy home of the Prowler CLI image.** Still mirrored on every release for backwards compatibility. New deployments should use `prowlercloud/prowler`. | [`Dockerfile`](https://github.com/prowler-cloud/prowler/blob/master/Dockerfile) |
+
+All images are published for `linux/amd64` and `linux/arm64`.
+
+## Tags
+
+| Tag | Meaning |
+|---|---|
+| `stable` | Always points to the latest stable release. **Recommended for production.** |
+| `<x.y.z>` | A specific release, e.g. `5.14.0`. Immutable. |
+| `latest` | Built from the `master` branch on every merge. Not a stable version. |
+| `<short-sha>` | A specific `master` commit (`prowler-api`, `prowler-ui` and `prowler-mcp` only). |
+
+`v3-*` and `v4-*` tags on `prowlercloud/prowler` are frozen historical artifacts of Prowler v3/v4 and no longer receive updates.
+
+## Other registries
+
+The Prowler CLI image is also available on AWS Public ECR: [`public.ecr.aws/prowler-cloud/prowler`](https://gallery.ecr.aws/prowler-cloud/prowler).
+
+---
+
+# Quick start
+
+## Prowler Local Server (UI + API)
+
+```console
+curl -LO https://raw.githubusercontent.com/prowler-cloud/prowler/refs/heads/master/docker-compose.yml
+curl -LO https://raw.githubusercontent.com/prowler-cloud/prowler/refs/heads/master/.env
+docker compose up -d
+```
+
+Then open http://localhost:3000 and sign up with your email and password.
+
+Full guide: [Prowler Local Server installation](https://docs.prowler.com/getting-started/installation/prowler-app)
+
+## Prowler CLI
+
+```console
+docker run -ti --rm \
+  -v /your/local/dir/prowler-output:/home/prowler/output \
+  --name prowler \
+  --env AWS_ACCESS_KEY_ID \
+  --env AWS_SECRET_ACCESS_KEY \
+  --env AWS_SESSION_TOKEN \
+  prowlercloud/prowler:stable aws
+```
+
+Swap `aws` for `azure`, `gcp`, `kubernetes`, `m365` or `github` to scan another provider. The CLI is also on PyPI: `pip install prowler`.
+
+Full guide: [Prowler CLI installation](https://docs.prowler.com/getting-started/installation/prowler-cli)
+
+## Prowler MCP
+
+```console
+# STDIO mode (for local MCP clients)
+docker run --rm -i prowlercloud/prowler-mcp
+
+# HTTP mode (for remote access)
+docker run --rm -p 8000:8000 prowlercloud/prowler-mcp \
+  --transport http --host 0.0.0.0 --port 8000
+```
+
+Full guide: [Prowler MCP installation](https://docs.prowler.com/getting-started/installation/prowler-mcp)
+
+> **Note on architecture:** if your workstation's architecture is incompatible, set `DOCKER_DEFAULT_PLATFORM=linux/amd64` or pass `--platform linux/amd64` to your Docker command.
+
+---
+
+# What Prowler covers
+
+Hundreds of built-in checks mapped to the frameworks you get audited against — CIS, NIST 800 / CSF, CISA, PCI-DSS, GDPR, HIPAA, FFIEC, SOC2, GXP, FedRAMP, RBI, AWS Well-Architected (Security Pillar), AWS FTR, ENS — plus your own custom frameworks.
+
+For live check, service, framework and category counts, see [**Prowler Hub**](https://hub.prowler.com).
+
+List what's available for any provider:
+
+```console
+prowler <provider> --list-checks
+prowler <provider> --list-services
+prowler <provider> --list-compliance
+prowler <provider> --list-categories
+```
+
+# Documentation and support
+
+- **Documentation:** [docs.prowler.com](https://docs.prowler.com/)
+- **Source:** [github.com/prowler-cloud/prowler](https://github.com/prowler-cloud/prowler)
+- **Issues:** [github.com/prowler-cloud/prowler/issues](https://github.com/prowler-cloud/prowler/issues)
+- **Community:** [Prowler Slack](https://goto.prowler.com/slack)
+- **Troubleshooting:** [docs.prowler.com/troubleshooting](https://docs.prowler.com/troubleshooting)
+
+# License
+
+Prowler is licensed under the Apache License 2.0. A copy is available at http://www.apache.org/licenses/LICENSE-2.0.

docs/dockerhub/prowler-logo.svg

@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="252" height="78.2" viewBox="0 0 252 78.2" role="img" aria-label="Prowler">
+  <title>Prowler</title>
+  <rect width="252" height="78.2" rx="10" fill="#0C0A09"/>
+  <g transform="translate(26 22.5) scale(0.1621179084)" fill="#ffffff">
+    <path d="M1169.38,132.04c20.76-12.21,34.44-34.9,34.44-59.79,0-38.18-31.06-69.25-69.25-69.25l-216.9.23v145.17h-64.8V3h-79.95s-47.14,95.97-47.14,95.97V3h-52.09s-47.14,95.97-47.14,95.97V3h-53.48v69.6C560.37,30.64,521.34,0,475.28,0c-42.63,0-79.24,26.25-94.54,63.43-4.35-34.03-33.48-60.43-68.67-60.43h-100.01v47.43C202.9,22.91,176.91,3,146.35,3H0s46.34,46.33,46.34,46.33v151.64h53.47v-76.68l17.21,17.21h29.33c30.56,0,56.54-19.91,65.71-47.43v106.91h53.48v-81.51l76.01,81.51h69.62l-64.29-68.94c11.14-6.56,20.22-16.15,26.26-27.46,1.27,55.26,46.58,99.82,102.14,99.82,46.06,0,85.09-30.64,97.81-72.6v69.18h60.88l38.34-78.06v78.06h60.88l66.2-134.78v135.69h95.41l22.86-22.86v22.86h95.05l21.84-21.84v20.93h53.48v-81.5l76.01,81.5h69.62l-64.29-68.94ZM146.35,88.02h-46.54v-31.54h46.54c8.7,0,15.77,7.07,15.77,15.77s-7.07,15.77-15.77,15.77ZM312.07,88.02l-46.54-.18v-31.36h46.54c8.7,0,15.77,7.07,15.77,15.77s-7.08,15.77-15.77,15.77ZM475.28,150.92c-26.86,0-48.72-21.86-48.72-48.72s21.86-48.72,48.72-48.72,48.72,21.86,48.72,48.72-21.86,48.72-48.72,48.72ZM1034.56,148.41h-63.41v-20.35h42.91v-50.88h-42.91v-20.46h63.41v91.69ZM1134.57,88.02l-46.54-.18v-31.36h46.54c8.7,0,15.77,7.07,15.77,15.77s-7.07,15.77-15.77,15.77Z"/>
+  </g>
+</svg>

docs/getting-started/basic-usage/prowler-cli.mdx

@@ -184,7 +184,7 @@ Prowler enables security scanning of Kubernetes clusters, supporting both **in-c
     ```
 
     <Note>
-        By default, Prowler scans all namespaces in the active Kubernetes context. Use the `--context`flag to specify the context to be scanned and `--namespaces` to restrict scanning to specific namespaces.
+        By default, Prowler scans all namespaces in the active Kubernetes context. Use the `--context` flag to specify the context to be scanned and `--namespaces` to restrict scanning to specific namespaces.
 
     </Note>
 ## Microsoft 365

docs/getting-started/basic-usage/prowler-mcp-tools.mdx

@@ -11,10 +11,10 @@ Complete reference guide for all tools available in the Prowler MCP Server. Tool
 | Prowler Hub | 10 tools | No | Cloud and Local MCP Server |
 | Prowler Documentation | 2 tools | No | Cloud and Local MCP Server |
 | Prowler Cloud, Private Cloud & Local Server | 49 tools | Yes | Cloud and Local MCP Server |
-| Prowler Cloud management | 32 tools | Yes | Cloud MCP Server only |
+| Prowler Cloud management | 40 tools | Yes | Cloud MCP Server only |
 
 <Note>
-48 of the 49 Prowler tools are available on both servers. `prowler_schedule_daily_scan` is the exception: it is Local-only, because the Cloud MCP Server supersedes it with the `prowler_cloud_*` [Scan Scheduling](#scan-scheduling) tools.
+48 of the 49 Prowler tools are available on both servers. `prowler_schedule_daily_scan` is the exception: it is Local-only, because the Cloud MCP Server supersedes it with the `prowler_cloud_*` [Scan Scheduling](#scan-scheduling) tools. `prowler_send_findings_to_jira` is exposed by both servers but accepts two [extra parameters](#jira-operations) on the Cloud MCP Server.
 </Note>
 
 ## Tool Naming Convention
@@ -124,7 +124,20 @@ Tools for managing where Prowler sends its results: Amazon S3 buckets, AWS Secur
 #### Jira Operations
 
 - **`prowler_get_jira_issue_types`** - List the issue types available in a Jira project, fetched live from Jira
-- **`prowler_send_findings_to_jira`** - Create one Jira work item per finding, with its severity, resource, risk, and remediation steps
+- **`prowler_send_findings_to_jira`** - Create Jira work items from findings, each carrying the check title, severity, status, provider, region, resource, risk, and remediation steps. Select the findings either by ID with `finding_ids`, or — on Prowler Cloud only — by check with `check_ids`, and choose between one work item per finding or one per check with `dispatch_mode`
+
+<Note>
+`check_ids` and `dispatch_mode` are **Prowler Cloud only**:
+
+- **`check_ids`** - Send the failing findings of a check (for example `s3_bucket_public_access`) without listing their IDs. Prowler resolves them server-side, taking only the failed findings of the latest completed scan of every provider. Get the check IDs from `prowler_list_finding_groups`. Exactly one of `finding_ids` or `check_ids` is required — Prowler combines both filters, so sending both would only dispatch their intersection. A Local MCP Server rejects `check_ids` with a client error.
+- **`dispatch_mode`** - `individual` (the default) creates one work item per finding. `grouped` creates one work item per check instead, listing up to 50 affected resources and linking back to the finding group in Prowler Cloud, which keeps a noisy check to a single ticket. Grouped dispatch only covers failed, unmuted findings of the latest completed scan of every provider. A Local MCP Server ignores `dispatch_mode` instead of rejecting it, and creates one work item per finding.
+
+In `grouped` mode the response counters change meaning: `created_count` counts work items (one per check) rather than findings, `failed_count` counts the entries of the new `failed_groups` field, and `failed_groups` details each failure with its reason and the `check_id` whose work item could not be created.
+</Note>
+
+<Warning>
+`prowler_send_findings_to_jira` creates real work items that Prowler cannot delete or update afterwards. Only retry the same dispatch when the previous response returned `safe_to_retry: true`, otherwise the work items already created are duplicated. Combining `check_ids` with the default `individual` mode opens one work item per failing resource, which can be hundreds of them — use `dispatch_mode="grouped"` to keep it to one per check.
+</Warning>
 
 ### Attack Paths Analysis
 
@@ -167,6 +180,23 @@ Manage Prowler Cloud-only features and configuration. **Requires authentication.
 These tools are available **only on the Cloud MCP Server** (`https://mcp.prowler.com/mcp`). A Local MCP Server does not expose them, because the features they manage exist only in Prowler Cloud.
 </Note>
 
+### Organizations
+
+Tools for onboarding a cloud provider organization as a whole — an AWS Organization, an Azure tenant with its management groups, or a GCP organization with its folders. An organization holds org-level credentials, discovers the real account, subscription, or project structure in the cloud, and turns a selection from that discovery into Prowler providers linked into a hierarchy of nodes. Every tool that changes something — creating, updating, deleting, discovering, applying a discovery, or adjusting provider membership — requires the **Manage Providers** permission; listing and reading do not.
+
+<Note>
+Use these tools for the whole organization. To register providers one by one, use the [Provider Management](#provider-management) tools instead; to build arbitrary RBAC buckets of providers, use provider groups.
+</Note>
+
+- **`prowler_cloud_list_organizations`** - Browse the registered organizations with lightweight data (name, type, external id, provider and node counts), filtered by type or cloud-side external id
+- **`prowler_cloud_get_organization`** - Get one organization in full: attributes, linked providers, credentials status, latest discovery, and the OU / management group / folder hierarchy. Set `include_hierarchy` to `false` to skip the tree on large organizations
+- **`prowler_cloud_create_organization`** - Register an organization, optionally storing its org-level credentials in the same call. Idempotent: an organization with the same type and external id is reused and its credentials rotated, reported as `created: false`
+- **`prowler_cloud_update_organization`** - Rename an organization, replace its metadata, and/or create or rotate its org-level credentials. `org_type` and `external_id` are immutable after creation
+- **`prowler_cloud_delete_organization`** - Delete an organization, its entire hierarchy, and every linked provider
+- **`prowler_cloud_discover_organization`** - Enumerate the real cloud structure: AWS accounts and OUs, Azure subscriptions and management groups, or GCP projects and folders. Each item comes back with its registration state so you can choose what to onboard
+- **`prowler_cloud_apply_organization_discovery`** - Turn a discovery selection into Prowler providers and hierarchy nodes
+- **`prowler_cloud_manage_organization_providers`** - Manually `add`, `replace`, or `remove` the providers linked to an organization or to one of its hierarchy nodes. Providers are detached, never deleted
+
 ### Scan Configurations
 
 Tools for managing reusable scan configurations — per-provider check and compliance selections — and attaching them to providers. Providers without a configuration attached use the default.

docs/getting-started/installation/prowler-app.mdx

@@ -128,12 +128,12 @@ To update the environment file:
 Edit the `.env` file and change version values:
 
 ```env
-PROWLER_UI_VERSION="5.37.0"
-PROWLER_API_VERSION="5.37.0"
+PROWLER_UI_VERSION="5.39.0"
+PROWLER_API_VERSION="5.39.0"
 ```
 
 <Note>
-  You can find the latest versions of Prowler Local Server in the [Releases Github section](https://github.com/prowler-cloud/prowler/releases) or in the [Container Versions](#container-versions) section of this documentation.
+  You can find the latest versions of Prowler Local Server in the [Releases GitHub section](https://github.com/prowler-cloud/prowler/releases) or in the [Container Versions](#container-versions) section of this documentation.
 </Note>