RRepoGEO

REPOGEO REPORT · LITE

yukkcat/gemini-business2api

Default branch main · commit e716b8a6 · scanned 6/28/2026, 5:06:44 AM

GitHub: 1,292 stars · 940 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
27 /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
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 yukkcat/gemini-business2api, 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 the README's opening to clearly state project purpose and stability

    Why:

    CURRENT
    <p align="center">
  
</p>
<h1 align="center">Gemini Business2API</h1>
<p align="center">Gemini Business → OpenAI 兼容 API 网关</p>
    COPY-PASTE FIX
    <p align="center">
  
</p>
<h1 align="center">Gemini Business2API</h1>
<p align="center">Gemini Business → OpenAI 兼容 API 网关</p>

Gemini Business2API is an OpenAI-compatible API gateway for Gemini Business, offering multi-account load balancing and multimodal capabilities (image/video generation, file parsing). It is designed for stable production use, as indicated by its current stable version v0.3.3.
  • mediumtopics#2
    Refine topics to be more specific to API gateway and multimodal AI

    Why:

    CURRENT
    2api, business, chatgpt, gemini, openai
    COPY-PASTE FIX
    api-gateway, gemini-api, openai-compatible, load-balancing, multimodal-ai, proxy, ai-api
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [Specify License Name(s) from the LICENSE file]. Please refer to the LICENSE file for full details.

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 yukkcat/gemini-business2api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. vercel/next.js · recommended 1×
  5. vercel/ai · recommended 1×
  • CATEGORY QUERY
    How to integrate advanced AI model capabilities into applications using OpenAI API standards?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library (openai/openai-python)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Next.js (vercel/next.js)
    5. Vercel AI SDK (vercel/ai)
    6. FastAPI (tiangolo/fastapi)
    7. Semantic Kernel (microsoft/semantic-kernel)
    8. Hugging Face `transformers` library (huggingface/transformers)

    AI recommended 8 alternatives but never named yukkcat/gemini-business2api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution for managing multiple AI accounts with multimodal content generation and parsing.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Google AI Studio
    5. Vertex AI SDK
    6. Hugging Face Transformers
    7. Hugging Face Diffusers
    8. Zapier
    9. Make

    AI recommended 9 alternatives but never named yukkcat/gemini-business2api. 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 yukkcat/gemini-business2api?
    pass
    AI did not name yukkcat/gemini-business2api — 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 yukkcat/gemini-business2api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yukkcat/gemini-business2api 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 yukkcat/gemini-business2api solve, and who is the primary audience?
    pass
    AI did not name yukkcat/gemini-business2api — 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
  • Prioritized action items8 vs 3 in Lite