REPOGEO REPORT · LITE

zhu327/gemini-openai-proxy

Default branch main · commit 1e547465 · scanned 6/7/2026, 6:28:03 PM

GitHub: 721 stars · 140 forks

AI VISIBILITY SCORE

40 /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

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 zhu327/gemini-openai-proxy, 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

Expand repository topics with broader categorization terms

Why:

CURRENT

chatgpt, chatgpt-api, gemini, gemini-pro, gemini-pro-vision, gpt-4-vision-preview, openai

COPY-PASTE FIX

chatgpt, chatgpt-api, gemini, gemini-pro, gemini-pro-vision, gpt-4-vision-preview, openai, api-proxy, llm-proxy, protocol-conversion, openai-api-compatibility, gemini-api-compatibility

mediumreadme#2

Refine the README's opening statement to emphasize developer benefit

Why:

CURRENT

Gemini-OpenAI-Proxy is a proxy designed to convert the OpenAI API protocol to the Google Gemini protocol. This enables applications built for the OpenAI API to seamlessly communicate with the Gemini protocol, including support for Chat Completion, Embeddings, and Model(s) endpoints.

COPY-PASTE FIX

Gemini-OpenAI-Proxy is a lightweight proxy that enables developers to use existing OpenAI API client libraries and applications with Google Gemini models, by seamlessly converting the OpenAI API protocol to the Google Gemini protocol. It supports Chat Completion, Embeddings, and Model(s) endpoints, allowing for a drop-in replacement without code changes.

lowreadme#3

Add a 'Why Choose This Proxy?' section to the README

Why:

COPY-PASTE FIX

## Why Choose Gemini-OpenAI-Proxy?

This proxy offers a straightforward solution for integrating Google Gemini into existing OpenAI-compatible applications. Key benefits include: seamless protocol conversion, support for core API endpoints (Chat Completion, Embeddings, Models), and easy deployment via Docker.

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 zhu327/gemini-openai-proxy

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

BerriAI/litellm

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

BerriAI/litellm · recommended 1×
Anyscale Endpoints · recommended 1×
Fireworks AI · recommended 1×
OpenRouter · recommended 1×
langchain-ai/langchain · recommended 1×

CATEGORY QUERY
How to use existing OpenAI API client libraries with Google Gemini models?
you: not recommended
AI recommended (in order):
1. LiteLLM (BerriAI/litellm)
2. Anyscale Endpoints
3. Fireworks AI
4. OpenRouter
5. LangChain (langchain-ai/langchain)
6. LlamaIndex (run-llama/llama_index)
7. Google Generative AI Python SDK (google-gemini/generative-ai-python)
AI recommended 7 alternatives but never named zhu327/gemini-openai-proxy. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to proxy OpenAI API requests to the Google Gemini Pro API?
you: not recommended
AI recommended (in order):
1. google-generativeai
2. @google/generative-ai
3. LangChain
4. LlamaIndex
5. LiteLLM
6. FastAPI
7. Express.js
AI recommended 7 alternatives but never named zhu327/gemini-openai-proxy. 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 zhu327/gemini-openai-proxy?
pass
AI named zhu327/gemini-openai-proxy explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts zhu327/gemini-openai-proxy in production, what risks or prerequisites should they evaluate first?
pass
AI named zhu327/gemini-openai-proxy 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 zhu327/gemini-openai-proxy solve, and who is the primary audience?
pass
AI named zhu327/gemini-openai-proxy explicitly
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 zhu327/gemini-openai-proxy. 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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Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite