RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/registry

Default branch main · commit f0f03c01 · scanned 5/25/2026, 5:26:10 PM

GitHub: 6,854 stars · 828 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/registry, 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 broader, more descriptive topics to improve categorization

    Why:

    CURRENT
    mcp, mcp-servers
    COPY-PASTE FIX
    mcp, mcp-servers, ai-model-registry, service-discovery, ai-services, machine-learning-ops, mlops, ai-ecosystem
  • highreadme#2
    Reposition the README's opening to clarify its role as a registry, not a model host

    Why:

    CURRENT
    # MCP Registry

The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers.
    COPY-PASTE FIX
    # MCP Registry

The MCP registry provides MCP clients with a list of MCP servers, functioning as a centralized directory or "app store" for discovering and publishing AI model context services. It is not a platform for hosting AI models directly, but rather a service for finding and managing their operational context.
  • mediumlicense#3
    Clarify the project's license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: 'This project is licensed under [Name of License(s) found in LICENSE file]. 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/registry
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Hub
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Hub · recommended 1×
  2. Replicate · recommended 1×
  3. OpenAI API · recommended 1×
  4. Anthropic · recommended 1×
  5. Google AI Studio · recommended 1×
  • CATEGORY QUERY
    Where can I find a centralized directory to discover available AI model context servers?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Hub
    2. Replicate
    3. OpenAI API
    4. Anthropic
    5. Google AI Studio
    6. AWS Marketplace
    7. Google Cloud Marketplace
    8. Azure Marketplace
    9. Amazon Rekognition
    10. Google Cloud Vision AI
    11. Papers With Code
    12. GitHub

    AI recommended 12 alternatives but never named modelcontextprotocol/registry. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How do I publish my AI model context server for others to easily find and use?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Spaces
    2. Hugging Face Inference Endpoints
    3. Google Cloud Run
    4. AWS Lambda
    5. AWS API Gateway
    6. AWS Fargate
    7. Microsoft Azure Container Apps
    8. Azure Functions
    9. Azure API Management
    10. Render
    11. Vercel
    12. DigitalOcean App Platform
    13. DigitalOcean Droplets

    AI recommended 13 alternatives but never named modelcontextprotocol/registry. 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/registry?
    pass
    AI named modelcontextprotocol/registry 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/registry in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/registry 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/registry solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/registry 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/registry. 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/registry.svg)](https://repogeo.com/en/r/modelcontextprotocol/registry)
HTML
<a href="https://repogeo.com/en/r/modelcontextprotocol/registry"><img src="https://repogeo.com/badge/modelcontextprotocol/registry.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

modelcontextprotocol/registry — 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