RRepoGEO

REPOGEO REPORT · LITE

cosmiciron/vmprint

Default branch main · commit 19c13af1 · scanned 6/1/2026, 9:57:48 PM

GitHub: 547 stars · 20 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 cosmiciron/vmprint, 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
    Reposition README H1 to clarify project identity

    Why:

    CURRENT
    # VMPrint
    COPY-PASTE FIX
    # VMPrint: A DTP-Grade Document Layout Engine
  • mediumreadme#2
    Add an explicit 'Who is this for?' section to README

    Why:

    COPY-PASTE FIX
    ## Who is VMPrint For?

VMPrint is designed for developers and teams building advanced document generation systems, custom publishing platforms, or applications that require precise, deterministic, and high-performance layout of complex, multilingual content, especially when traditional pagination engines fall short.
  • lowtopics#3
    Add more specific layout-related topics

    Why:

    CURRENT
    bidirectional-text, canvas, document, headless-browser, layout-engine, markdown-to-pdf, multilingual, pdf, pdf-export, pdf-generation, pdf-viewer, pdfjs, publishing, puppeteer, react-pdf, text-rendering, typescript, typesetting, typst
    COPY-PASTE FIX
    bidirectional-text, canvas, document, dtp, document-layout, headless-browser, high-performance-layout, layout-engine, markdown-to-pdf, multilingual, pdf, pdf-export, pdf-generation, pdf-viewer, pdfjs, publishing, puppeteer, react-pdf, text-rendering, typescript, typesetting, typst, dynamic-documents

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 cosmiciron/vmprint
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe InDesign
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe InDesign · recommended 1×
  2. QuarkXPress · recommended 1×
  3. Scribus · recommended 1×
  4. LaTeX · recommended 1×
  5. XeLaTeX · recommended 1×
  • CATEGORY QUERY
    How to achieve DTP-grade, deterministic document layout for complex, multilingual content?
    you: not recommended
    AI recommended (in order):
    1. Adobe InDesign
    2. QuarkXPress
    3. Scribus
    4. LaTeX
    5. XeLaTeX
    6. LuaLaTeX
    7. Antenna House Formatter
    8. Prince XML

    AI recommended 8 alternatives but never named cosmiciron/vmprint. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performance layout solution for dynamic documents, avoiding traditional pagination loops.
    you: not recommended
    AI recommended (in order):
    1. Adobe's CSS Regions Polyfill
    2. Framer Motion
    3. Paged.js
    4. PrinceXML
    5. WeasyPrint
    6. React-PDF
    7. Vue-PDF
    8. Angular-PDF

    AI recommended 8 alternatives but never named cosmiciron/vmprint. 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 cosmiciron/vmprint?
    pass
    AI named cosmiciron/vmprint explicitly

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

  • If a team adopts cosmiciron/vmprint in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cosmiciron/vmprint 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 cosmiciron/vmprint solve, and who is the primary audience?
    pass
    AI named cosmiciron/vmprint 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 cosmiciron/vmprint. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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cosmiciron/vmprint — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite