Bump pip-audit from 2.7.3 to 2.8.0 in /components/api_server

Bumps [pip-audit](https://github.com/pypa/pip-audit) from 2.7.3 to 2.8.0.
- [Release notes](https://github.com/pypa/pip-audit/releases)
- [Changelog](https://github.com/pypa/pip-audit/blob/main/CHANGELOG.md)
- [Commits](pypa/pip-audit@v2.7.3...v2.8.0)

---
updated-dependencies:
- dependency-name: pip-audit
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <[email protected]>

components/api_server/pyproject.toml

@@ -28,7 +28,7 @@ optional-dependencies.tools = [
     "bandit==1.8.2",
     "fixit==2.1.0",
     "mypy==1.15.0",
-    "pip-audit==2.7.3",
+    "pip-audit==2.8.0",
     "pyproject-fmt==2.5.0",
     "ruff==0.9.4",
     "vulture==2.14",