RRepoGEO

REPOGEO REPORT · LITE

sparfenyuk/mcp-proxy

Default branch main · commit 153a96a6 · scanned 5/27/2026, 12:27:24 PM

GitHub: 2,553 stars · 239 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 sparfenyuk/mcp-proxy, 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 'About' section to clarify its specific application domain

    Why:

    CURRENT
    The `mcp-proxy` is a tool that lets you switch between server transports. There are two supported modes: 1. stdio to SSE/StreamableHTTP 2. SSE to stdio
    COPY-PASTE FIX
    The `mcp-proxy` is a specialized bridge for Minecraft clients, translating between stdio and SSE/StreamableHTTP transports to enable modern clients (like Claude Desktop) to connect to remote servers that may not natively support SSE.
  • mediumtopics#2
    Add domain-specific topics to improve categorization

    Why:

    CURRENT
    mcp, mcp-server, proxy, sse, streamable-http
    COPY-PASTE FIX
    mcp, mcp-server, proxy, sse, streamable-http, minecraft, gaming-proxy, protocol-translation
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/sparfenyuk/mcp-proxy

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 sparfenyuk/mcp-proxy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Node.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Node.js · recommended 1×
  2. child_process · recommended 1×
  3. Express.js · recommended 1×
  4. ws · recommended 1×
  5. socket.io · recommended 1×
  • CATEGORY QUERY
    How to expose a command-line application's stdio over a streamable HTTP interface?
    you: not recommended
    AI recommended (in order):
    1. Node.js
    2. child_process
    3. Express.js
    4. ws
    5. socket.io
    6. Python
    7. subprocess
    8. Flask
    9. FastAPI
    10. Django
    11. Django Channels
    12. Go
    13. os/exec
    14. net/http
    15. gorilla/websocket
    16. PHP
    17. proc_open
    18. stream_get_contents
    19. ob_flush
    20. flush
    21. Rust
    22. std::process::Command
    23. warp
    24. actix-web
    25. tokio-tungstenite

    AI recommended 25 alternatives but never named sparfenyuk/mcp-proxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a proxy to convert between SSE/StreamableHTTP and standard input/output for services.
    you: not recommended
    AI recommended (in order):
    1. Nginx
    2. HAProxy
    3. Caddy (caddyserver/caddy)
    4. Envoy Proxy (envoyproxy/envoy)
    5. Traefik (traefik/traefik)
    6. Node.js (nodejs/node)
    7. http-proxy (http-party/node-http-proxy)
    8. Python (python/cpython)
    9. Flask (pallets/flask)
    10. requests (psf/requests)
    11. aiohttp (aio-libs/aiohttp)
    12. aiohttp-proxy (aio-libs/aiohttp-proxy)

    AI recommended 12 alternatives but never named sparfenyuk/mcp-proxy. 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 sparfenyuk/mcp-proxy?
    pass
    AI did not name sparfenyuk/mcp-proxy — 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 sparfenyuk/mcp-proxy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sparfenyuk/mcp-proxy 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 sparfenyuk/mcp-proxy solve, and who is the primary audience?
    pass
    AI named sparfenyuk/mcp-proxy explicitly

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

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sparfenyuk/mcp-proxy — 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