RRepoGEO

REPOGEO REPORT · LITE

trailofbits/skills

Default branch main · commit a56045e9 · scanned 5/14/2026, 10:03:40 AM

GitHub: 5,170 stars · 456 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 trailofbits/skills, 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.

OVERALL DIRECTION
  • hightopics#1
    Add specific topics for AI plugins and security analysis

    Why:

    CURRENT
    agent-skills
    COPY-PASTE FIX
    ai-plugins, claude-code, security-ai, vulnerability-detection, code-auditing, agent-skills
  • highreadme#2
    Clarify "skills" in README title and opening sentence

    Why:

    CURRENT
    # Trail of Bits Skills Marketplace

A Claude Code plugin marketplace from Trail of Bits providing skills to enhance AI-assisted security analysis, testing, and development workflows.
    COPY-PASTE FIX
    # Trail of Bits AI Skills Marketplace for Claude Code

A marketplace of AI-powered plugins for Claude Code, developed by Trail of Bits, to enhance AI-assisted security analysis, testing, and development workflows.
  • mediumhomepage#3
    Add a relevant homepage URL

    Why:

    COPY-PASTE FIX
    https://www.trailofbits.com/

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.

Recall
0 / 2
0% of queries surface trailofbits/skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 1×
  2. Snyk Code · recommended 1×
  3. CodeQL · recommended 1×
  4. DeepCode AI · recommended 1×
  5. Snyk AppRisk · recommended 1×
  • CATEGORY QUERY
    What are the best AI plugins for security research and code auditing workflows?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Snyk Code
    3. CodeQL
    4. DeepCode AI
    5. Snyk AppRisk
    6. Snyk Open Source
    7. Snyk Container

    AI recommended 7 alternatives but never named trailofbits/skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to find AI skills for automated vulnerability detection and security analysis?
    you: not recommended
    AI recommended (in order):
    1. Scikit-learn
    2. TensorFlow
    3. Keras
    4. PyTorch
    5. XGBoost
    6. LightGBM
    7. PyTorch Geometric
    8. DGL
    9. OpenAI GPT-3
    10. GPT-4
    11. Hugging Face Transformers
    12. NLTK
    13. spaCy
    14. Elastic Stack
    15. Elasticsearch
    16. Logstash
    17. Kibana
    18. Pandas
    19. PostgreSQL
    20. MongoDB
    21. Apache Spark
    22. Hadoop
    23. Kafka
    24. Semgrep
    25. SonarQube
    26. OWASP ZAP
    27. Burp Suite
    28. CleverHans
    29. Foolbox
    30. Docker
    31. Kubernetes
    32. AWS SageMaker
    33. Azure Machine Learning
    34. Google AI Platform
    35. Terraform
    36. Ansible

    AI recommended 36 alternatives but never named trailofbits/skills. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 trailofbits/skills?
    pass
    AI named trailofbits/skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts trailofbits/skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named trailofbits/skills 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 trailofbits/skills solve, and who is the primary audience?
    pass
    AI named trailofbits/skills explicitly

    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 trailofbits/skills. 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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MARKDOWN (README)
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trailofbits/skills — 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