RRepoGEO

REPOGEO REPORT · LITE

docmd-io/docmd

Default branch main · commit 010eccd2 · scanned 5/30/2026, 9:47:01 PM

GitHub: 1,691 stars · 93 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 docmd-io/docmd, 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 core functionality in README to prevent misinterpretation

    Why:

    CURRENT
    Build production-ready documentation from Markdown in seconds.
    COPY-PASTE FIX
    DocMD is a fast, lightweight **static site generator** that builds professional documentation websites directly from your existing Markdown files. It does not generate Markdown from code comments or execute arbitrary commands.
  • hightopics#2
    Add specific documentation tool categories to topics

    Why:

    CURRENT
    ai-tools, analytics, api, bun, documentation, i18n, markdown, plugins, pwa, seo, themes, typescript, vers
    COPY-PASTE FIX
    documentation, markdown, static-site-generator, documentation-generator, docs-as-code, i18n, pwa, seo, themes, typescript, plugins
  • mediumreadme#3
    Emphasize 'no bloat' differentiator in README's main pitch

    Why:

    CURRENT
    Build production-ready documentation from Markdown in seconds. Zero setup when you start. Full control when you need it.
    COPY-PASTE FIX
    Build production-ready documentation from Markdown in seconds. **No React, no bloat, just content.** Zero setup when you start. Full control when you need it.

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 docmd-io/docmd
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mkdocs/mkdocs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mkdocs/mkdocs · recommended 1×
  2. squidfunk/mkdocs-material · recommended 1×
  3. facebook/docusaurus · recommended 1×
  4. algolia/docsearch · recommended 1×
  5. docsifyjs/docsify · recommended 1×
  • CATEGORY QUERY
    How can I quickly create professional documentation websites directly from Markdown content?
    you: not recommended
    AI recommended (in order):
    1. MkDocs (mkdocs/mkdocs)
    2. mkdocs-material (squidfunk/mkdocs-material)
    3. Docusaurus (facebook/docusaurus)
    4. Algolia DocSearch (algolia/docsearch)
    5. Docsify (docsifyjs/docsify)
    6. Gatsby (gatsbyjs/gatsby)
    7. gatsby-transformer-remark
    8. gatsby-plugin-mdx
    9. Next.js (vercel/next.js)
    10. Jekyll (jekyll/jekyll)

    AI recommended 10 alternatives but never named docmd-io/docmd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Suggest a lightweight documentation tool with internationalization, PWA, and SEO capabilities.
    you: not recommended
    AI recommended (in order):
    1. Docusaurus
    2. VuePress
    3. Gatsby
    4. Next.js
    5. Hugo
    6. MkDocs

    AI recommended 6 alternatives but never named docmd-io/docmd. 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 docmd-io/docmd?
    pass
    AI named docmd-io/docmd explicitly

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

  • If a team adopts docmd-io/docmd in production, what risks or prerequisites should they evaluate first?
    pass
    AI named docmd-io/docmd 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 docmd-io/docmd solve, and who is the primary audience?
    pass
    AI named docmd-io/docmd 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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