RRepoGEO

REPOGEO REPORT · LITE

EthicalML/awesome-artificial-intelligence-regulation

Default branch master · commit 6dc75d70 · scanned 5/26/2026, 4:02:31 AM

GitHub: 1,439 stars · 197 forks

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 EthicalML/awesome-artificial-intelligence-regulation, 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
  • highreadme#1
    Reposition README's first sentence to clarify its 'awesome list' nature

    Why:

    CURRENT
    As AI systems become more prevalent in society, we face bigger and tougher societal challenges.
    COPY-PASTE FIX
    This is an awesome curated list mapping the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, and regulation. As AI systems become more prevalent in society, we face bigger and tougher societal challenges.
  • mediumreadme#2
    Explicitly state the target audience in the README overview

    Why:

    COPY-PASTE FIX
    This resource is invaluable for policymakers, researchers, developers, and anyone navigating the complex landscape of AI governance and responsible AI development.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/EthicalML/awesome-artificial-intelligence-regulation

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 EthicalML/awesome-artificial-intelligence-regulation
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
UNESCO Recommendation on the Ethics of Artificial Intelligence
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. UNESCO Recommendation on the Ethics of Artificial Intelligence · recommended 1×
  2. OECD Principles on Artificial Intelligence · recommended 1×
  3. European Commission's Ethics Guidelines for Trustworthy AI · recommended 1×
  4. National Institute of Standards and Technology (NIST) AI Risk Management Framework (AI RMF) · recommended 1×
  5. Future of Life Institute (FLI) Asilomar AI Principles · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive guide to AI ethics principles and regulatory frameworks?
    you: not recommended
    AI recommended (in order):
    1. UNESCO Recommendation on the Ethics of Artificial Intelligence
    2. OECD Principles on Artificial Intelligence
    3. European Commission's Ethics Guidelines for Trustworthy AI
    4. National Institute of Standards and Technology (NIST) AI Risk Management Framework (AI RMF)
    5. Future of Life Institute (FLI) Asilomar AI Principles
    6. Montreal Declaration for a Responsible Development of Artificial Intelligence
    7. The Alan Turing Institute's "Understanding Artificial Intelligence Ethics and Safety: A Guide for the Perplexed"

    AI recommended 7 alternatives but never named EthicalML/awesome-artificial-intelligence-regulation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources map global AI policy guidelines and responsible machine learning development standards?
    you: not recommended
    AI recommended (in order):
    1. OECD.AI Policy Observatory
    2. UNESCO's Recommendation on the Ethics of Artificial Intelligence
    3. AI Ethics Lab
    4. Future of Life Institute AI Policy Resources
    5. European Commission's High-Level Expert Group on AI Ethics Guidelines for Trustworthy AI
    6. Stanford Institute for Human-Centered Artificial Intelligence Policy & Society Research
    7. The Alan Turing Institute's AI Ethics and Responsible Innovation Program

    AI recommended 7 alternatives but never named EthicalML/awesome-artificial-intelligence-regulation. 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 EthicalML/awesome-artificial-intelligence-regulation?
    pass
    AI did not name EthicalML/awesome-artificial-intelligence-regulation — 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 EthicalML/awesome-artificial-intelligence-regulation in production, what risks or prerequisites should they evaluate first?
    pass
    AI named EthicalML/awesome-artificial-intelligence-regulation 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 EthicalML/awesome-artificial-intelligence-regulation solve, and who is the primary audience?
    pass
    AI did not name EthicalML/awesome-artificial-intelligence-regulation — 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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  • Brand-free category queries5 vs 2 in Lite
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