RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/use-mcp

Default branch main · commit 40c02d2d · scanned 5/27/2026, 3:53:14 AM

GitHub: 1,030 stars · 81 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 modelcontextprotocol/use-mcp, 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
  • highabout#1
    Add a concise repository description

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    A lightweight React hook for connecting to Model Context Protocol (MCP) servers, simplifying authentication and tool calling for AI systems.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    react-hook, ai, model-context-protocol, mcp, authentication, tool-calling, react, frontend, web-development
  • mediumreadme#3
    Strengthen the README's opening problem statement

    Why:

    CURRENT
    A lightweight React hook for connecting to Model Context Protocol (MCP) servers. Simplifies authentication and tool calling for AI systems implementing the MCP standard.
    COPY-PASTE FIX
    use-mcp is a lightweight React hook designed to solve the problem of inconsistent context handling for AI models. It provides developers with tools to standardize and simplify how models receive and manage their context by connecting to Model Context Protocol (MCP) servers, simplifying authentication and tool calling for AI systems implementing the MCP standard.

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 modelcontextprotocol/use-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. LangChain.js · recommended 1×
  3. Google AI Studio / Gemini API · recommended 1×
  4. Hugging Face `transformers.js` · recommended 1×
  5. Vercel AI SDK · recommended 1×
  • CATEGORY QUERY
    How to integrate AI model communication and tool calling into a React application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain.js
    3. Google AI Studio / Gemini API
    4. Hugging Face `transformers.js`
    5. Vercel AI SDK

    AI recommended 5 alternatives but never named modelcontextprotocol/use-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good React library for connecting to AI protocol servers and managing authentication?
    you: not recommended
    AI recommended (in order):
    1. AWS Amplify Framework
    2. Firebase
    3. ReactFire
    4. Auth0 React SDK
    5. NextAuth.js
    6. axios
    7. fetch API

    AI recommended 7 alternatives but never named modelcontextprotocol/use-mcp. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 modelcontextprotocol/use-mcp?
    pass
    AI named modelcontextprotocol/use-mcp explicitly

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

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

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

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modelcontextprotocol/use-mcp — 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