RRepoGEO

REPOGEO REPORT · LITE

ottosulin/awesome-ai-security

Default branch main · commit 871da878 · scanned 5/23/2026, 5:07:44 AM

GitHub: 1,024 stars · 234 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 ottosulin/awesome-ai-security, 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 relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    awesome-list, ai-security, machine-learning-security, llm-security, generative-ai-security, red-teaming, ai-risk-management, cybersecurity, security-frameworks, security-standards, ai-safety
  • highreadme#2
    Strengthen README's opening to emphasize "awesome list" nature

    Why:

    CURRENT
    A curated list of awesome AI security related frameworks, standards, learning resources and open source tools.
    COPY-PASTE FIX
    This is the definitive curated list of awesome AI security resources, covering frameworks, standards, learning materials, and open-source tools for practitioners and researchers.
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/ottosulin/awesome-ai-security

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 ottosulin/awesome-ai-security
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Garak
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Garak · recommended 1×
  2. LLM-VM · recommended 1×
  3. Adversarial GLUE · recommended 1×
  4. PromptInject · recommended 1×
  5. OWASP Top 10 for LLM Applications · recommended 1×
  • CATEGORY QUERY
    What are the best open-source tools for red teaming large language models?
    you: not recommended
    AI recommended (in order):
    1. Garak
    2. LLM-VM
    3. Adversarial GLUE
    4. PromptInject
    5. OWASP Top 10 for LLM Applications
    6. Red Teaming Toolkit
    7. OpenAI Evals

    AI recommended 7 alternatives but never named ottosulin/awesome-ai-security. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find comprehensive frameworks and standards for managing AI security risks?
    you: not recommended
    AI recommended (in order):
    1. NIST AI Risk Management Framework
    2. ISO/IEC 42001
    3. OWASP Top 10 for Large Language Model Applications
    4. ENISA AI Cybersecurity Challenges and Recommendations
    5. AI Security Maturity Model
    6. MITRE ATLAS

    AI recommended 6 alternatives but never named ottosulin/awesome-ai-security. 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 ottosulin/awesome-ai-security?
    pass
    AI did not name ottosulin/awesome-ai-security — 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?

  • If a team adopts ottosulin/awesome-ai-security in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ottosulin/awesome-ai-security 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 ottosulin/awesome-ai-security solve, and who is the primary audience?
    pass
    AI did not name ottosulin/awesome-ai-security — 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?

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ottosulin/awesome-ai-security — 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