RRepoGEO

REPOGEO REPORT · LITE

metoro-io/mcp-golang

Default branch main · commit e5d629c5 · scanned 5/9/2026, 6:37:06 PM

GitHub: 1,219 stars · 120 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 metoro-io/mcp-golang, 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 intro to clarify "Model Context Protocol" and its domain

    Why:

    CURRENT
    # mcp-golang

mcp-golang is an unofficial implementation of the Model Context Protocol in Go.
    COPY-PASTE FIX
    # mcp-golang: Go SDK for the Model Context Protocol (MCP)

mcp-golang is an unofficial, open-source implementation of the **Model Context Protocol (MCP)** in Go. This library helps you build robust, type-safe servers and clients for **AI agents and tools** that communicate via the Model Context Protocol, distinct from any specific cloud control plane.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    go, golang, protocol, model-context-protocol, mcp, ai, llm, agent, rpc, server, client, type-safe
  • mediumreadme#3
    Add a clear distinction in the README about the relationship between `mcp-golang`, "Model Context Protocol", and `metoro.io`

    Why:

    COPY-PASTE FIX
    ## Clarifying "MCP" and `metoro.io`
This library implements the **Model Context Protocol (MCP)**, an open standard specifically designed for communication between AI agents, tools, and models. While developed by `metoro.io`, this project is distinct from any specific Metoro Control Plane or Cloud Platform product and focuses solely on the protocol implementation itself.

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 metoro-io/mcp-golang
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
net/rpc
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. net/rpc · recommended 2×
  2. gRPC · recommended 1×
  3. Twirp · recommended 1×
  4. Connect · recommended 1×
  5. net/http · recommended 1×
  • CATEGORY QUERY
    How can I quickly build Model Context Protocol servers and clients using Go?
    you: not recommended
    AI recommended (in order):
    1. gRPC
    2. Twirp
    3. Connect
    4. net/rpc
    5. net/http

    AI recommended 5 alternatives but never named metoro-io/mcp-golang. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Go library for type-safe protocol server development with custom transport support?
    you: not recommended
    AI recommended (in order):
    1. gRPC-Go (grpc/grpc-go)
    2. Twirp (twitchtv/twirp)
    3. Connect (connectrpc/connect-go)
    4. go-micro (micro/go-micro)
    5. NATS.io (nats-io/nats.go)
    6. Apache Thrift (apache/thrift)
    7. net/rpc

    AI recommended 7 alternatives but never named metoro-io/mcp-golang. 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 metoro-io/mcp-golang?
    pass
    AI did not name metoro-io/mcp-golang — 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 metoro-io/mcp-golang in production, what risks or prerequisites should they evaluate first?
    pass
    AI named metoro-io/mcp-golang 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 metoro-io/mcp-golang solve, and who is the primary audience?
    pass
    AI named metoro-io/mcp-golang explicitly

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

Embed your GEO score

Drop this badge into the README of metoro-io/mcp-golang. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/metoro-io/mcp-golang.svg)](https://repogeo.com/en/r/metoro-io/mcp-golang)
HTML
<a href="https://repogeo.com/en/r/metoro-io/mcp-golang"><img src="https://repogeo.com/badge/metoro-io/mcp-golang.svg" alt="RepoGEO" /></a>
Pro

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metoro-io/mcp-golang — 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