RRepoGEO

REPOGEO REPORT · LITE

caol64/wenyan-mcp

Default branch main · commit fa81c1d1 · scanned 5/28/2026, 3:12:32 PM

GitHub: 1,232 stars · 135 forks

AI VISIBILITY SCORE
33 /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
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 caol64/wenyan-mcp, 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
  • highabout#1
    Refine the repository description for clarity

    Why:

    CURRENT
    文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。
    COPY-PASTE FIX
    文颜 MCP Server (Wenyan Markdown Content Publishing Server) 是一款 AI 驱动的自动化工具，用于将 Markdown 文章排版并发布至微信公众号等内容平台。
  • hightopics#2
    Update repository topics to accurately reflect its function

    Why:

    CURRENT
    mcp-server, wechat, wenyan
    COPY-PASTE FIX
    ai-publishing, wechat-automation, markdown-publishing, content-automation, ai-tools
  • mediumreadme#3
    Add a concise problem-solution statement immediately after the README H1

    Why:

    COPY-PASTE FIX
    在 `# 文颜 MCP Server` 标题下方添加以下内容：

**文颜 MCP Server** 是一款专为 AI 写作设计的自动化发布工具，它能将 AI 生成的 Markdown 文章直接排版并发布至微信公众号草稿箱，彻底省去手动复制粘贴和排版调整的繁琐步骤。

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 caol64/wenyan-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 1×
  2. Make · recommended 1×
  3. python-markdown/markdown · recommended 1×
  4. openai/openai-python · recommended 1×
  5. GitHub Actions · recommended 1×
  • CATEGORY QUERY
    How can I automate publishing AI-generated Markdown articles to content platforms?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make
    3. markdown (python-markdown/markdown)
    4. openai (openai/openai-python)
    5. GitHub Actions
    6. GitLab CI/CD
    7. Jekyll (jekyll/jekyll)
    8. Hugo (gohugoio/hugo)
    9. Next.js (vercel/next.js)
    10. Gatsby (gatsbyjs/gatsby)
    11. Contentful
    12. Strapi (strapi/strapi)
    13. Sanity
    14. Directus (directus/directus)

    AI recommended 14 alternatives but never named caol64/wenyan-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to automatically format and publish Markdown to WeChat Official Accounts drafts.
    you: not recommended
    AI recommended (in order):
    1. WeChat Markdown Editor
    2. Md2WeChat
    3. Typora
    4. Pandoc
    5. VS Code

    AI recommended 5 alternatives but never named caol64/wenyan-mcp. 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 caol64/wenyan-mcp?
    pass
    AI did not name caol64/wenyan-mcp — 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 caol64/wenyan-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named caol64/wenyan-mcp 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 caol64/wenyan-mcp solve, and who is the primary audience?
    pass
    AI named caol64/wenyan-mcp explicitly

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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