RRepoGEO

REPOGEO REPORT · LITE

CosmosShadow/gptpdf

Default branch main · commit 3e874153 · scanned 5/27/2026, 7:57:43 PM

GitHub: 3,554 stars · 264 forks

AI VISIBILITY SCORE
35 /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
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 CosmosShadow/gptpdf, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README opening to emphasize LLM-driven PDF-to-Markdown conversion

    Why:

    CURRENT
    # gptpdf

<p align="center">
<a href="README_CN.md"></a>
<a href="README.md"></a>
</p>

Using VLLM (like GPT-4o) to parse PDF into markdown.

Our approach is very simple (only 293 lines of code), but can almost perfectly parse typography, math formulas, tables, pictures, charts, etc.
    COPY-PASTE FIX
    # gptpdf: LLM-Powered PDF to Markdown Converter (GPT-4o, VLLM)

A lightweight, open-source tool that leverages large language models (like GPT-4o or VLLM) to accurately convert complex PDF documents into structured markdown. Our simple approach (only 293 lines of code) excels at parsing typography, math formulas, tables, pictures, and charts, making it ideal for researchers and developers needing high-fidelity PDF content extraction.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://your-project-homepage-or-demo-url.com (replace with actual URL if available, e.g., a Streamlit demo)

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 CosmosShadow/gptpdf
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Acrobat Pro DC
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Acrobat Pro DC · recommended 2×
  2. Azure AI Document Intelligence · recommended 2×
  3. Google Cloud Document AI · recommended 2×
  4. facebookresearch/nougat · recommended 1×
  5. jsvine/pdfplumber · recommended 1×
  • CATEGORY QUERY
    How can I accurately convert complex PDF documents into structured markdown format?
    you: not recommended
    AI recommended (in order):
    1. Adobe Acrobat Pro DC
    2. Nougat (facebookresearch/nougat)
    3. PDFplumber (jsvine/pdfplumber)
    4. Pandoc (jgm/pandoc)
    5. Azure AI Document Intelligence
    6. Google Cloud Document AI
    7. PDF.js Express

    AI recommended 7 alternatives but never named CosmosShadow/gptpdf. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use large language models for extracting tables and figures from PDFs?
    you: not recommended
    AI recommended (in order):
    1. Adobe Acrobat Pro DC
    2. Azure AI Document Intelligence
    3. Google Cloud Document AI
    4. Amazon Textract
    5. Tabula
    6. PDF.co
    7. DocuPrime

    AI recommended 7 alternatives but never named CosmosShadow/gptpdf. 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 CosmosShadow/gptpdf?
    pass
    AI named CosmosShadow/gptpdf explicitly

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

  • If a team adopts CosmosShadow/gptpdf in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CosmosShadow/gptpdf 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 CosmosShadow/gptpdf solve, and who is the primary audience?
    pass
    AI named CosmosShadow/gptpdf 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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MARKDOWN (README)
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CosmosShadow/gptpdf — 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