RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/rust-sdk

Default branch main · commit 321ab14f · scanned 5/8/2026, 1:06:40 PM

GitHub: 3,392 stars · 514 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/rust-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 specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    rust, sdk, ai, llm, protocol, model-context, async, tokio, generative-ai, tools, prompts, completions
  • highreadme#2
    Reposition README's opening to highlight the protocol's AI application value

    Why:

    CURRENT
    An official Rust Model Context Protocol SDK implementation with tokio async runtime.
    COPY-PASTE FIX
    The official Rust SDK for the Model Context Protocol (MCP), enabling standardized, vendor-agnostic context exchange for AI models and tools in async Rust applications.
  • mediumhomepage#3
    Add the official project homepage

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://modelcontextprotocol.io

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/rust-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
llm-chain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. llm-chain · recommended 1×
  2. Tonic · recommended 1×
  3. reqwest · recommended 1×
  4. candle · recommended 1×
  5. async-openai · recommended 1×
  • CATEGORY QUERY
    Rust library for building AI applications that manage model context and tools?
    you: not recommended
    AI recommended (in order):
    1. llm-chain
    2. Tonic
    3. reqwest
    4. candle
    5. async-openai
    6. ollama-rs

    AI recommended 6 alternatives but never named modelcontextprotocol/rust-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to handle AI model prompts, completions, and notifications in async Rust?
    you: not recommended
    AI recommended (in order):
    1. tokio (tokio-rs/tokio)
    2. reqwest (seanmonstar/reqwest)
    3. async-openai (64bit/async-openai)
    4. serde (serde-rs/serde)
    5. lapin (amqp-rs/lapin)
    6. rust-rdkafka (fede1024/rust-rdkafka)
    7. axum (tokio-rs/axum)
    8. futures-util (rust-lang/futures-rs)

    AI recommended 8 alternatives but never named modelcontextprotocol/rust-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/rust-sdk?
    pass
    AI named modelcontextprotocol/rust-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/rust-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/rust-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/rust-sdk solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/rust-sdk explicitly

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

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modelcontextprotocol/rust-sdk — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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