REPOGEO REPORT · LITE
openai/model_spec
Default branch main · commit 19789a73 · scanned 6/1/2026, 9:42:35 AM
GitHub: 793 stars · 92 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 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.
- hightopics#1Add relevant topics to improve categorization
Why:
COPY-PASTE FIXai-models, model-specification, llm-behavior, ai-standards, model-guidelines, openai, public-domain
- highreadme#2Reposition 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#3Add a section clarifying how the Model Spec is used as a framework
Why:
CURRENTThis 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.
- OpenAI's Alignment Research · recommended 1×
- Hugging Face's Transformers · recommended 1×
- Hugging Face's Datasets · recommended 1×
- Anthropic's Constitutional AI · recommended 1×
- Guardrails AI · recommended 1×
- CATEGORY QUERYHow can I define clear behavioral guidelines for large language models?you: not recommendedAI recommended (in order):
- OpenAI's Alignment Research
- Hugging Face's Transformers
- Hugging Face's Datasets
- Anthropic's Constitutional AI
- Guardrails AI
- Microsoft's Azure AI Content Safety
- Google's Responsible AI Toolkit
- LangChain
AI recommended 8 alternatives but never named openai/model_spec. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhere can I find open standards or best practices for AI model behavior?you: not recommendedAI recommended (in order):
- AI Ethics Guidelines from the European Commission's High-Level Expert Group on AI (AI HLEG)
- NIST AI Risk Management Framework (AI RMF)
- OECD Principles on AI
- ISO/IEC JTC 1/SC 42 - Artificial Intelligence
- Partnership on AI (PAI)
- IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems
- 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 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 openai/model_spec?passAI 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?passAI 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?passAI named openai/model_spec explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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openai/model_spec — 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