RRepoGEO

REPOGEO REPORT · LITE

freestylefly/mcp-server-weread

Default branch master · commit 4a8caadb · scanned 6/5/2026, 1:34:31 AM

GitHub: 555 stars · 61 forks

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 freestylefly/mcp-server-weread, 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
    Add an explicit English statement clarifying 'MCP' and LLM integration at the top of the README

    Why:

    CURRENT
    The README currently starts with a centered paragraph tag and a Chinese H3.
    COPY-PASTE FIX
    Add this line at the very beginning of your README, before any existing content:
`This project provides Model Context Protocol (MCP) services for WeChat Reading, enabling seamless integration with Large Language Models (LLMs) like Cursor and Claude Desktop.`
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    wechat-reading, weread, mcp, model-context-protocol, llm-integration, ai-assistant, notes-export, highlights-export, book-data
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://canghecode.com/

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 freestylefly/mcp-server-weread
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Readwise
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Readwise · recommended 2×
  2. Obsidian · recommended 2×
  3. Readwise Reader · recommended 1×
  4. Mem · recommended 1×
  5. Text Generator Plugin · recommended 1×
  • CATEGORY QUERY
    How can I integrate my digital book notes and highlights with large language models?
    you: not recommended
    AI recommended (in order):
    1. Readwise Reader
    2. Readwise
    3. Mem
    4. Obsidian
    5. Text Generator Plugin
    6. OpenAI GPT-4
    7. Anthropic Claude
    8. Google Gemini
    9. Smart Connections Plugin
    10. Obsidian Readwise Official Plugin
    11. Logseq
    12. Logseq GPT3 OpenAI Plugin
    13. Notion
    14. OpenAI
    15. Anthropic
    16. Google
    17. Zotero
    18. Zotero Connector
    19. Zotero PDF Reader

    AI recommended 19 alternatives but never named freestylefly/mcp-server-weread. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to extract book highlights, notes, and reviews for AI assistant context?
    you: not recommended
    AI recommended (in order):
    1. Readwise
    2. Obsidian
    3. Kindle Highlights plugin
    4. Readwise Official plugin
    5. Annotator plugin
    6. Calibre
    7. Annotations plugin
    8. Highlight Extractor plugin
    9. Hypothesis
    10. Clippings.io
    11. Goodreads API
    12. Adobe Acrobat Pro
    13. Google Keep
    14. Apple Notes

    AI recommended 14 alternatives but never named freestylefly/mcp-server-weread. 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 freestylefly/mcp-server-weread?
    pass
    AI did not name freestylefly/mcp-server-weread — 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 freestylefly/mcp-server-weread in production, what risks or prerequisites should they evaluate first?
    pass
    AI named freestylefly/mcp-server-weread 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 freestylefly/mcp-server-weread solve, and who is the primary audience?
    pass
    AI named freestylefly/mcp-server-weread explicitly

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

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freestylefly/mcp-server-weread — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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