RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/swift-sdk

Default branch main · commit a0ae212e · scanned 6/27/2026, 10:01:51 AM

GitHub: 1,420 stars · 199 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 modelcontextprotocol/swift-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 README's opening sentence to clarify role as protocol SDK

    Why:

    CURRENT
    Official Swift SDK for the [Model Context Protocol][mcp] (MCP).
    COPY-PASTE FIX
    The official Swift SDK for implementing the [Model Context Protocol][mcp] (MCP), a standardized communication layer for AI/ML models, distinct from direct AI model APIs or local ML frameworks.
  • hightopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    mcp, swift
    COPY-PASTE FIX
    mcp, swift, ai-protocol, ml-protocol, sdk, ai-communication, machine-learning, protocol-implementation, standardized-api
  • mediumhomepage#3
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://modelcontextprotocol.org

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/swift-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Core ML
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Core ML · recommended 2×
  2. OpenAI API · recommended 1×
  3. Google Cloud Vertex AI · recommended 1×
  4. Hugging Face Inference API · recommended 1×
  5. MLX · recommended 1×
  • CATEGORY QUERY
    How to integrate Swift applications with AI/ML models for completions and prompts?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vertex AI
    3. Hugging Face Inference API
    4. Core ML
    5. MLX
    6. AWS SageMaker
    7. Microsoft Azure OpenAI Service
    8. Azure Machine Learning

    AI recommended 8 alternatives but never named modelcontextprotocol/swift-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Swift library to implement a standardized protocol for AI model interaction.
    you: not recommended
    AI recommended (in order):
    1. Core ML
    2. Swift for TensorFlow
    3. gRPC Swift
    4. Alamofire
    5. URLSession
    6. Moya

    AI recommended 6 alternatives but never named modelcontextprotocol/swift-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/swift-sdk?
    pass
    AI did not name modelcontextprotocol/swift-sdk — 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 modelcontextprotocol/swift-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/swift-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/swift-sdk solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/swift-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/swift-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