RRepoGEO

REPOGEO REPORT · LITE

SecretiveShell/MCP-Bridge

Default branch master · commit df1dcc58 · scanned 6/3/2026, 2:22:06 AM

GitHub: 927 stars · 117 forks

AI VISIBILITY SCORE
35 /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
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 SecretiveShell/MCP-Bridge, 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 and clarify the README's opening paragraph

    Why:

    CURRENT
    MCP-Bridge acts as a bridge between the OpenAI API and MCP (MCP) tools, allowing developers to leverage MCP tools through the OpenAI API interface.
    COPY-PASTE FIX
    **Note: This project is soft deprecated and seeking new maintainers.** MCP-Bridge acts as a bridge between the OpenAI API and Model Context Protocol (MCP) tools, allowing developers to leverage MCP tools through the OpenAI API interface. It provides a set of endpoints that can be used to interact with MCP tools in a way that is compatible with the OpenAI API.
  • mediumtopics#2
    Refine topics to emphasize "Model Context Protocol" and remove ambiguity

    Why:

    CURRENT
    ai, claude, mcp, mcp-server, mcp-servers, model-context-protocol, openai, openai-api
    COPY-PASTE FIX
    ai, claude, model-context-protocol, openai, openai-api, llm-tools, api-bridge, middleware
  • lowhomepage#3
    Add repository URL as homepage

    Why:

    COPY-PASTE FIX
    https://github.com/SecretiveShell/MCP-Bridge

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 SecretiveShell/MCP-Bridge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BerriAI/litellm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. BerriAI/litellm · recommended 2×
  2. langchain-ai/langchain · recommended 2×
  3. openai/openai-python · recommended 1×
  4. tiangolo/fastapi · recommended 1×
  5. pallets/flask · recommended 1×
  • CATEGORY QUERY
    How to expose custom AI tools as an OpenAI-compatible endpoint for various clients?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)
    2. OpenAI Python Library (openai/openai-python)
    3. FastAPI (tiangolo/fastapi)
    4. Flask (pallets/flask)
    5. Pydantic (pydantic/pydantic)
    6. LangChain (langchain-ai/langchain)
    7. LangServe (langchain-ai/langserve)
    8. MindsDB (mindsdb/mindsdb)
    9. Triton Inference Server (triton-inference-server/server)

    AI recommended 9 alternatives but never named SecretiveShell/MCP-Bridge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Bridge non-OpenAI backend tools to existing applications expecting the OpenAI API format.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)
    2. OpenRouter
    3. LocalAI (go-skynet/LocalAI)
    4. vLLM (vllm-project/vllm)
    5. FastChat (lm-sys/FastChat)
    6. Ollama (ollama/ollama)
    7. LangChain (langchain-ai/langchain)

    AI recommended 7 alternatives but never named SecretiveShell/MCP-Bridge. 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 SecretiveShell/MCP-Bridge?
    pass
    AI named SecretiveShell/MCP-Bridge explicitly

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

  • If a team adopts SecretiveShell/MCP-Bridge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SecretiveShell/MCP-Bridge 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 SecretiveShell/MCP-Bridge solve, and who is the primary audience?
    pass
    AI named SecretiveShell/MCP-Bridge explicitly

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

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SecretiveShell/MCP-Bridge — 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