RRepoGEO

REPOGEO REPORT · LITE

fatwang2/coze2openai

Default branch main · commit d0dab84e · scanned 6/16/2026, 8:32:17 AM

GitHub: 654 stars · 154 forks

AI VISIBILITY SCORE
28 /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
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 fatwang2/coze2openai, 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 specific topics to the repository

    Why:

    COPY-PASTE FIX
    coze-api, openai-api, api-proxy, api-converter, llm-proxy, chatbot-api, coze, openai
  • highreadme#2
    Clarify the README's opening statement to emphasize API conversion/proxy

    Why:

    CURRENT
    **Use Coze on your favorite OpenAI client.**
    COPY-PASTE FIX
    **An OpenAI API proxy for Coze, enabling seamless integration with your favorite OpenAI clients.**
  • mediumabout#3
    Expand the 'About' description with more keywords

    Why:

    CURRENT
    Turn Coze API into OpenAI
    COPY-PASTE FIX
    Converts the Coze API into an OpenAI-compatible API, allowing you to use Coze bots, knowledge bases, and plugins with any OpenAI client or SDK.

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 fatwang2/coze2openai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. openai/openai-python · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. psf/requests · recommended 1×
  • CATEGORY QUERY
    How to use a custom chatbot platform's API with existing LLM client libraries?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Python Client (openai/openai-python)
    4. Hugging Face `transformers` (huggingface/transformers)
    5. requests (psf/requests)
    6. httpx (encode/httpx)

    AI recommended 6 alternatives but never named fatwang2/coze2openai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to bridge a proprietary AI service API with widely adopted LLM interfaces.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. LocalAI
    5. FastAPI
    6. Flask
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named fatwang2/coze2openai. 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 fatwang2/coze2openai?
    pass
    AI did not name fatwang2/coze2openai — 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 fatwang2/coze2openai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fatwang2/coze2openai 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 fatwang2/coze2openai solve, and who is the primary audience?
    pass
    AI named fatwang2/coze2openai explicitly

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

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fatwang2/coze2openai — 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