RRepoGEO

REPOGEO REPORT · LITE

PublicAffairs/openai-gemini

Default branch main · commit 61a83bd9 · scanned 5/27/2026, 3:12:21 PM

GitHub: 3,563 stars · 5,939 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 PublicAffairs/openai-gemini, 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 opening to clarify project type and purpose

    Why:

    COPY-PASTE FIX
    **PublicAffairs/openai-gemini is a serverless proxy that enables existing OpenAI API client applications and tools to seamlessly integrate with the Google Gemini API.** It translates OpenAI API requests to Gemini API calls, allowing you to leverage Gemini's capabilities and free tier with your familiar OpenAI ecosystem.
  • mediumcomparison#2
    Add a 'Comparison' section to differentiate from similar tools

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives
Unlike general-purpose LLM routing solutions such as LiteLLM or OpenRouter, PublicAffairs/openai-gemini is specifically designed as a lightweight, serverless proxy for **translating OpenAI API calls to Google Gemini API calls.** Its primary focus is to enable existing OpenAI client applications to leverage Gemini's free tier and capabilities with minimal setup, rather than offering a broad, multi-provider API abstraction.
  • lowtopics#3
    Add `llm-api` to repository topics

    Why:

    CURRENT
    chatgpt-api, gemini, gemini-ai, openai, proxy, serverless
    COPY-PASTE FIX
    chatgpt-api, gemini, gemini-ai, llm-api, openai, proxy, serverless

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 PublicAffairs/openai-gemini
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenRouter · recommended 1×
  3. LocalAI · recommended 1×
  4. Oobabooga's text-generation-webui · recommended 1×
  5. FastChat · recommended 1×
  • CATEGORY QUERY
    How can I use existing OpenAI API client applications with a different AI backend?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. LocalAI
    4. Oobabooga's text-generation-webui
    5. FastChat
    6. Azure OpenAI Service
    7. FastAPI
    8. Express.js

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

    Show full AI answer
  • CATEGORY QUERY
    What are serverless options to access a free large language model with an OpenAI-compatible interface?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter.ai
    2. Perplexity AI
    3. Anyscale Endpoints
    4. Together AI
    5. Hugging Face Inference Endpoints
    6. litellm (BerriAI/litellm)
    7. Replicate
    8. ollama (ollama/ollama)
    9. AWS Lambda
    10. Google Cloud Functions

    AI recommended 10 alternatives but never named PublicAffairs/openai-gemini. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 PublicAffairs/openai-gemini?
    pass
    AI named PublicAffairs/openai-gemini explicitly

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

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

Embed your GEO score

Drop this badge into the README of PublicAffairs/openai-gemini. 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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PublicAffairs/openai-gemini — 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