REPOGEO REPORT · LITE
anthropics/claude-code-security-review
Default branch main · commit 0c6a49f1 · scanned 5/13/2026, 2:13:00 PM
GitHub: 4,581 stars · 435 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface anthropics/claude-code-security-review, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add relevant topics to improve categorization
Why:
COPY-PASTE FIXgithub-action, security, sast, code-security, ai, claude, vulnerability-scanning, pull-request-review
- mediumreadme#2Refine README's opening sentence to explicitly mention 'SAST'
Why:
CURRENTAn AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.
COPY-PASTE FIXA Static Application Security Testing (SAST) GitHub Action powered by Anthropic's Claude, designed for automated security reviews of code changes in pull requests.
- lowhomepage#3Add a homepage URL
Why:
COPY-PASTE FIXhttps://github.com/anthropics/claude-code-security-review
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- GitHub Advanced Security (CodeQL) · recommended 2×
- Checkmarx SAST · recommended 2×
- Snyk · recommended 1×
- SonarQube/SonarCloud · recommended 1×
- GitLab Ultimate SAST · recommended 1×
- CATEGORY QUERYHow can I automate security vulnerability scanning for new code in pull requests?you: not recommendedAI recommended (in order):
- Snyk
- GitHub Advanced Security (CodeQL)
- SonarQube/SonarCloud
- Checkmarx SAST
- GitLab Ultimate SAST
AI recommended 5 alternatives but never named anthropics/claude-code-security-review. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good AI-driven tools for finding security flaws in GitHub pull request diffs?you: not recommendedAI recommended (in order):
- GitHub Advanced Security (CodeQL)
- Snyk Code
- Semgrep (returntocorp/semgrep)
- SonarQube
- DeepCode AI
- Checkmarx SAST
- LGTM.com
AI recommended 7 alternatives but never named anthropics/claude-code-security-review. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of anthropics/claude-code-security-review?passAI named anthropics/claude-code-security-review explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts anthropics/claude-code-security-review in production, what risks or prerequisites should they evaluate first?passAI named anthropics/claude-code-security-review explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo anthropics/claude-code-security-review solve, and who is the primary audience?passAI did not name anthropics/claude-code-security-review — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of anthropics/claude-code-security-review. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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anthropics/claude-code-security-review — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite