diff --git a/docs/developer-guide/introduction.mdx b/docs/developer-guide/introduction.mdx
index 73e73bfbe2..117640c669 100644
--- a/docs/developer-guide/introduction.mdx
+++ b/docs/developer-guide/introduction.mdx
@@ -152,7 +152,7 @@ These should have been already installed if `uv sync` was already run.
 
 </Note>
 - [`bandit`](https://pypi.org/project/bandit/) for code security review.
-- [`safety`](https://pypi.org/project/safety/) and [`dependabot`](https://github.com/features/security) for dependencies.
+- [`osv-scanner`](https://github.com/google/osv-scanner) and [`dependabot`](https://github.com/features/security) for dependencies.
 - [`hadolint`](https://github.com/hadolint/hadolint) and [`dockle`](https://github.com/goodwithtech/dockle) for container security.
 - [`Snyk`](https://docs.snyk.io/integrations/snyk-container-integrations/container-security-with-docker-hub-integration) for container security in Docker Hub.
 - [`clair`](https://github.com/quay/clair) for container security in Amazon ECR.
diff --git a/docs/security/software-security.mdx b/docs/security/software-security.mdx
index 4c690e988b..0f9ba94fd2 100644
--- a/docs/security/software-security.mdx
+++ b/docs/security/software-security.mdx
@@ -39,10 +39,11 @@ Dependencies are continuously monitored for known vulnerabilities with timely up
 
 ### Dependency Vulnerability Scanning
 
-- **Safety:** Scans Python dependencies against known vulnerability databases
-  - Runs on every commit via pre-commit hooks
-  - Integrated into CI/CD for SDK and API
-  - Configured with selective ignores for tracked exceptions
+- **osv-scanner:** Scans lockfiles against the [OSV.dev](https://osv.dev) vulnerability database
+  - Runs in CI on every pull request and push for SDK, API, and UI
+  - Fails the build on `HIGH`, `CRITICAL`, and `UNKNOWN` severity findings
+  - Posts a per-lockfile report as a PR comment
+  - Per-vulnerability ignores (with reason and expiry) live in `osv-scanner.toml` at the repo root
 - **Trivy:** Multi-purpose scanner for containers and dependencies
   - Scans all container images (UI, API, SDK, MCP Server)
   - Checks for vulnerabilities in OS packages and application dependencies