RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/ruby-sdk

Default branch main · commit cf44475c · scanned 6/4/2026, 7:57:28 PM

GitHub: 844 stars · 115 forks

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 modelcontextprotocol/ruby-sdk, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ruby, sdk, model-context-protocol, mcp, json-rpc, ai, llm, protocol, server, client, artificial-intelligence, machine-learning, context-management
  • highreadme#2
    Strengthen the README's opening sentence to emphasize protocol implementation for AI servers

    Why:

    CURRENT
    The official Ruby SDK for Model Context Protocol servers and clients.
    COPY-PASTE FIX
    The official Ruby SDK for implementing Model Context Protocol (MCP) servers and clients, enabling standardized communication and context management for AI models and tools.
  • mediumlicense#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [License Name 1] and [License Name 2]. See the [LICENSE file](LICENSE) for full details.

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/ruby-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.rb
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.rb · recommended 1×
  2. Ruby-OpenAI · recommended 1×
  3. LlamaIndex.rb · recommended 1×
  4. Semantic Logger · recommended 1×
  5. ActiveJob · recommended 1×
  • CATEGORY QUERY
    What Ruby gem helps build servers for AI model context and tool invocation?
    you: not recommended
    AI recommended (in order):
    1. LangChain.rb
    2. Ruby-OpenAI
    3. LlamaIndex.rb
    4. Semantic Logger
    5. ActiveJob

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

    Show full AI answer
  • CATEGORY QUERY
    Need a Ruby library to implement a JSON-RPC 2.0 server with streamable HTTP transport.
    you: not recommended
    AI recommended (in order):
    1. jsonrpc-stream
    2. jsonrpc-rails
    3. rack-jsonrpc
    4. Puma
    5. jsonrpc-client
    6. Goliath

    AI recommended 6 alternatives but never named modelcontextprotocol/ruby-sdk. 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 modelcontextprotocol/ruby-sdk?
    pass
    AI named modelcontextprotocol/ruby-sdk 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/ruby-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/ruby-sdk 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/ruby-sdk solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/ruby-sdk 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 modelcontextprotocol/ruby-sdk. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/modelcontextprotocol/ruby-sdk.svg)](https://repogeo.com/en/r/modelcontextprotocol/ruby-sdk)
HTML
<a href="https://repogeo.com/en/r/modelcontextprotocol/ruby-sdk"><img src="https://repogeo.com/badge/modelcontextprotocol/ruby-sdk.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

modelcontextprotocol/ruby-sdk — 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