RRepoGEO

REPOGEO REPORT · LITE

tbxark/mcp-proxy

Default branch master · commit 4f78891f · scanned 6/2/2026, 4:51:48 AM

GitHub: 693 stars · 93 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 tbxark/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 README H1 and opening sentence to clarify "MCP" and target audience

    Why:

    CURRENT
    # MCP Proxy Server

An MCP proxy that aggregates multiple MCP servers behind a single HTTP entrypoint.
    COPY-PASTE FIX
    # MCP Proxy Server: Aggregating AI Model Context Protocol (MCP) Endpoints

An MCP proxy that aggregates multiple AI Model Context Protocol (MCP) servers behind a single HTTP entrypoint, designed for unifying access to various AI tools, prompts, and resources.
  • hightopics#2
    Add explicit AI/LLM and proxy-related topics

    Why:

    CURRENT
    claude, mcp, mcp-client, mcp-server, modelcontextprotocol
    COPY-PASTE FIX
    ai, llm, claude, mcp, mcp-client, mcp-server, modelcontextprotocol, proxy, sse, streaming
  • mediumreadme#3
    Add a dedicated "What it solves" section to highlight the AI/LLM aggregation and streaming benefits

    Why:

    COPY-PASTE FIX
    ## What it solves

`mcp-proxy` provides a unified gateway for diverse AI Model Context Protocol (MCP) providers, allowing developers to aggregate tools, prompts, and resources from multiple sources. It simplifies access to various AI services through a single endpoint, supporting efficient data delivery via Server-Sent Events (SSE) and streamable HTTP for real-time AI interactions.

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 tbxark/mcp-proxy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kong Gateway
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Kong Gateway · recommended 2×
  2. LiteLLM · recommended 1×
  3. go-openai-proxy · recommended 1×
  4. openai-forward · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to unify access to several AI model context providers behind one endpoint?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. go-openai-proxy
    3. openai-forward
    4. LangChain
    5. LlamaIndex
    6. Kong Gateway
    7. Apache APISIX
    8. Nginx

    AI recommended 8 alternatives but never named tbxark/mcp-proxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a proxy to serve aggregated AI resources using Server-Sent Events or streaming HTTP.
    you: not recommended
    AI recommended (in order):
    1. NGINX Plus
    2. Envoy Proxy
    3. HAProxy
    4. Caddy
    5. Kong Gateway
    6. Apache HTTP Server

    AI recommended 6 alternatives but never named tbxark/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
    pass

  • 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 tbxark/mcp-proxy?
    pass
    AI named tbxark/mcp-proxy explicitly

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

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