RRepoGEO

REPOGEO REPORT · LITE

openai/model_spec

Default branch main · commit 19789a73 · scanned 6/1/2026, 9:42:35 AM

GitHub: 793 stars · 92 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 openai/model_spec, 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
    ai-models, model-specification, llm-behavior, ai-standards, model-guidelines, openai, public-domain
  • highreadme#2
    Reposition README opening to emphasize public standard and target audience

    Why:

    CURRENT
    # The OpenAI Model Spec
    
    The Model Spec specifies desired behavior for the models underlying OpenAI's products (including our APIs).
    COPY-PASTE FIX
    # The OpenAI Model Spec: A Public Standard for AI Model Behavior
    
    The Model Spec defines desired behavior for AI models, serving as a public, machine-readable standard for their capabilities and constraints. It is primarily intended for developers, researchers, and systems integrators who need to define, understand, and enforce the behavior of AI models. It is dedicated to the public domain (CC0 1.0) to foster open development and adoption.
  • mediumreadme#3
    Add a section clarifying how the Model Spec is used as a framework

    Why:

    CURRENT
    This repository contains the [markdown source](model_spec.md) for the Model Spec and an archive of all released HTML versions of the Model Spec (starting from the second release on 2025-02-12).
    COPY-PASTE FIX
    ## How to Use the Model Spec
    
    This repository provides the foundational markdown source for the Model Spec, enabling developers and researchers to understand, extend, and implement precise behavioral guidelines for AI models. It serves as a framework for creating machine-readable specifications that can be integrated into development workflows to ensure consistent and desired model performance.

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 openai/model_spec
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI's Alignment Research
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI's Alignment Research · recommended 1×
  2. Hugging Face's Transformers · recommended 1×
  3. Hugging Face's Datasets · recommended 1×
  4. Anthropic's Constitutional AI · recommended 1×
  5. Guardrails AI · recommended 1×
  • CATEGORY QUERY
    How can I define clear behavioral guidelines for large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's Alignment Research
    2. Hugging Face's Transformers
    3. Hugging Face's Datasets
    4. Anthropic's Constitutional AI
    5. Guardrails AI
    6. Microsoft's Azure AI Content Safety
    7. Google's Responsible AI Toolkit
    8. LangChain

    AI recommended 8 alternatives but never named openai/model_spec. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find open standards or best practices for AI model behavior?
    you: not recommended
    AI recommended (in order):
    1. AI Ethics Guidelines from the European Commission's High-Level Expert Group on AI (AI HLEG)
    2. NIST AI Risk Management Framework (AI RMF)
    3. OECD Principles on AI
    4. ISO/IEC JTC 1/SC 42 - Artificial Intelligence
    5. Partnership on AI (PAI)
    6. IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems
    7. Mozilla Foundation's "Responsible AI" initiatives

    AI recommended 7 alternatives but never named openai/model_spec. 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 openai/model_spec?
    pass
    AI named openai/model_spec explicitly

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

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

    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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