RRepoGEO

REPOGEO REPORT · LITE

yzfly/Awesome-MCP-ZH

Default branch main · commit 3337f745 · scanned 5/21/2026, 8:22:45 AM

GitHub: 7,117 stars · 560 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)

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

AI VISIBILITY SCORE
22 /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
1 / 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 yzfly/Awesome-MCP-ZH, 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
    Clarify "MCP" in README title and opening sentence

    Why:

    CURRENT
    # Awesome-MCP-ZH

欢迎来到 `Awesome-MCP-ZH`，一个专为中文用户打造的 MCP（模型上下文协议）资源合集！
    COPY-PASTE FIX
    # Awesome Model Context Protocol (MCP) 资源精选 (Awesome-MCP-ZH)

欢迎来到 `Awesome-MCP-ZH`，一个专为中文用户打造的 **模型上下文协议 (Model Context Protocol, MCP)** 资源合集！
  • highabout#2
    Update repository description to explicitly name "Model Context Protocol"

    Why:

    CURRENT
    MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients
    COPY-PASTE FIX
    Model Context Protocol (MCP) 资源精选，MCP 指南，Claude MCP，MCP Servers, MCP Clients
  • mediumtopics#3
    Add more specific topics for "Awesome List" and "AI Protocol"

    Why:

    CURRENT
    claude, claude-mcp, deepseek, deepseek-mcp, mcp, mcp-clients, mcp-host, mcp-server, mcp-servers, mcp-servers-directory, mcp-tools, qwen-mcp
    COPY-PASTE FIX
    claude, claude-mcp, deepseek, deepseek-mcp, mcp, mcp-clients, mcp-host, mcp-server, mcp-servers, mcp-servers-directory, mcp-tools, qwen-mcp, awesome-list, model-context-protocol, ai-protocol, llm-integration

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 yzfly/Awesome-MCP-ZH
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
facebook/react
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. facebook/react · recommended 3×
  2. vuejs/core · recommended 3×
  3. sveltejs/svelte · recommended 2×
  4. OpenAI API · recommended 1×
  5. Google Cloud AI Platform · recommended 1×
  • CATEGORY QUERY
    What communication protocols enable large language models to integrate with external tools and data?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI Platform
    3. Azure OpenAI Service
    4. Hugging Face Inference API
    5. AWS IoT Core
    6. Google Cloud IoT Core
    7. Azure IoT Hub
    8. Apache Kafka
    9. Confluent Platform
    10. RabbitMQ

    AI recommended 10 alternatives but never named yzfly/Awesome-MCP-ZH. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build client applications for AI agents to interact with various third-party services?
    you: not recommended
    AI recommended (in order):
    1. Next.js (vercel/next.js)
    2. React (facebook/react)
    3. Vue.js (vuejs/core)
    4. Nuxt.js (nuxt/nuxt)
    5. SvelteKit (sveltejs/kit)
    6. Svelte (sveltejs/svelte)
    7. Python
    8. Flask (pallets/flask)
    9. Django (django/django)
    10. React (facebook/react)
    11. Vue.js (vuejs/core)
    12. Svelte (sveltejs/svelte)
    13. Streamlit (streamlit/streamlit)
    14. Flutter (flutter/flutter)
    15. Electron (electron/electron)
    16. React (facebook/react)
    17. Vue.js (vuejs/core)
    18. Angular (angular/angular)

    AI recommended 18 alternatives but never named yzfly/Awesome-MCP-ZH. 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 yzfly/Awesome-MCP-ZH?
    pass
    AI did not name yzfly/Awesome-MCP-ZH — 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 yzfly/Awesome-MCP-ZH in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yzfly/Awesome-MCP-ZH 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 yzfly/Awesome-MCP-ZH solve, and who is the primary audience?
    pass
    AI did not name yzfly/Awesome-MCP-ZH — 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?

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yzfly/Awesome-MCP-ZH — 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