RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/kotlin-sdk

Default branch main · commit d6027fd4 · scanned 5/12/2026, 4:06:48 AM

GitHub: 1,358 stars · 211 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 modelcontextprotocol/kotlin-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
  • highreadme#1
    Reposition the README's opening paragraph to emphasize AI context

    Why:

    CURRENT
    Kotlin Multiplatform SDK for the Model Context Protocol. It enables Kotlin applications targeting JVM, Native, JS, and Wasm to implement MCP clients and servers using a standardized protocol interface.
    COPY-PASTE FIX
    The official Kotlin Multiplatform SDK for the Model Context Protocol (MCP), an open standard for exchanging context and metadata with AI models and applications. It enables Kotlin applications targeting JVM, Native, JS, and Wasm to implement MCP clients and servers using a standardized protocol interface.
  • mediumtopics#2
    Add AI-specific topics to improve categorization

    Why:

    CURRENT
    kotlin-multiplatform, mcp
    COPY-PASTE FIX
    kotlin-multiplatform, mcp, ai-sdk, llm, generative-ai, ai-protocol
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line to the README, for example: 'This project is licensed under the terms specified in the [LICENSE](LICENSE) file.'

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/kotlin-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ktor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ktor · recommended 1×
  2. gRPC-Kotlin · recommended 1×
  3. Fuel · recommended 1×
  4. OkHttp · recommended 1×
  5. Retrofit · recommended 1×
  • CATEGORY QUERY
    How to implement AI service clients and servers using Kotlin Multiplatform?
    you: not recommended
    AI recommended (in order):
    1. Ktor
    2. gRPC-Kotlin
    3. Fuel
    4. OkHttp
    5. Retrofit
    6. kotlinx.serialization

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Kotlin library for standardized interaction with AI model prompts and completions.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Kotlin Client Library
    2. LangChain4j (langchain4j/langchain4j)
    3. Ktor Client (ktorio/ktor)
    4. Google Cloud Client Libraries for Kotlin
    5. Hugging Face Transformers (huggingface/transformers)
    6. Hugging Face Inference API
    7. Jep (numpy/jep)
    8. JPy (jpy-consortium/jpy)
    9. AWS SDK for Kotlin (awslabs/aws-sdk-kotlin)

    AI recommended 9 alternatives but never named modelcontextprotocol/kotlin-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
    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 modelcontextprotocol/kotlin-sdk?
    pass
    AI named modelcontextprotocol/kotlin-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/kotlin-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/kotlin-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/kotlin-sdk solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/kotlin-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/kotlin-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
  • Prioritized action items8 vs 3 in Lite