RRepoGEO

REPOGEO REPORT · LITE

punkpeye/fastmcp

Default branch main · commit d679655e · scanned 6/30/2026, 6:32:46 AM

GitHub: 3,213 stars · 283 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
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 punkpeye/fastmcp, 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
    Clarify 'MCP' in the README's opening sentence

    Why:

    CURRENT
    # FastMCP

A TypeScript framework for building MCP servers capable of handling client sessions.
    COPY-PASTE FIX
    # FastMCP

A TypeScript framework for building Minecraft Client Protocol (MCP) servers capable of handling client sessions.
  • hightopics#2
    Expand and clarify repository topics

    Why:

    CURRENT
    mcp, sse
    COPY-PASTE FIX
    minecraft, minecraft-protocol, minecraft-server, typescript, framework, sse, http-streaming, serverless, edge-runtime
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Link to documentation, project website, or the GitHub repo itself if no dedicated site exists]

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 punkpeye/fastmcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
nestjs/nest
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. nestjs/nest · recommended 2×
  2. Node-Minecraft-Protocol · recommended 1×
  3. Express.js · recommended 1×
  4. ws · recommended 1×
  5. ioredis · recommended 1×
  • CATEGORY QUERY
    How to build an MCP server with TypeScript supporting client sessions?
    you: not recommended
    AI recommended (in order):
    1. Node-Minecraft-Protocol
    2. Express.js
    3. ws
    4. ioredis
    5. TypeORM
    6. Prisma
    7. Winston
    8. Pino
    9. dotenv

    AI recommended 9 alternatives but never named punkpeye/fastmcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework enables real-time HTTP streaming and SSE for serverless TypeScript applications?
    you: not recommended
    AI recommended (in order):
    1. AWS AppSync
    2. Serverless Framework (serverless/serverless)
    3. AWS Lambda
    4. AWS API Gateway
    5. NestJS (nestjs/nest)
    6. @nestjs/platform-express (nestjs/nest)
    7. serverless-http (dougmoscrop/serverless-http)
    8. Fastify (fastify/fastify)
    9. aws-serverless-express (awslabs/aws-serverless-express)
    10. Hono (honojs/hono)
    11. Cloudflare Workers
    12. Vercel Edge Functions

    AI recommended 12 alternatives but never named punkpeye/fastmcp. 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 punkpeye/fastmcp?
    pass
    AI named punkpeye/fastmcp explicitly

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

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

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

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punkpeye/fastmcp — 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