RRepoGEO

REPOGEO REPORT · LITE

chrisryugj/kordoc

Default branch main · commit 31ec46a0 · scanned 5/28/2026, 8:11:56 PM

GitHub: 978 stars · 191 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 chrisryugj/kordoc, 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's opening to clearly state purpose and AI integration

    Why:

    CURRENT
    # kordoc
    
    **모두 파싱해버리겠다.**
    COPY-PASTE FIX
    # kordoc: Korean Document Parser & AI Agent Integration Toolkit
    
    **Parse Korean documents (HWP3-5, HWPX, HWPML, PDF, Office) to Markdown — CLI + MCP Server with form-filler & diff. Designed for seamless integration with AI agents.**
  • mediumtopics#2
    Add specific topics for AI agent integration and core features

    Why:

    CURRENT
    cli, document-parser, docx, hancom, hwp, hwpx, korean, markdown, mcp, office, parser, pdf, xlsx
    COPY-PASTE FIX
    ai-agent, cli, document-diff, document-parser, docx, form-filler, hancom, hwp, hwpx, korean, markdown, mcp, office, parser, pdf, xlsx
  • mediumfaq#3
    Add FAQ entry to clarify AI agent integration use cases

    Why:

    COPY-PASTE FIX
    ## FAQ
    
    ### How does kordoc integrate with AI agents?
    kordoc provides a CLI and MCP Server that allows AI agents to programmatically parse various Korean office documents (HWP, HWPX, PDF, Office), extract structured data, fill forms, and perform document comparisons. This enables AI agents to automate complex document processing workflows common in Korean public administration.

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 chrisryugj/kordoc
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hancom Office
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hancom Office · recommended 1×
  2. Pandoc · recommended 1×
  3. AnyConv · recommended 1×
  4. Convertio · recommended 1×
  5. OnlineConvertFree · recommended 1×
  • CATEGORY QUERY
    How to convert various Korean office documents like HWP, PDF, and DOCX to Markdown?
    you: not recommended
    AI recommended (in order):
    1. Hancom Office
    2. Pandoc
    3. AnyConv
    4. Convertio
    5. OnlineConvertFree
    6. pdf2md
    7. pdfminer.six
    8. Aspose PDF to Markdown
    9. Microsoft Word
    10. Adobe Acrobat Pro
    11. Tesseract
    12. Google Cloud Vision API

    AI recommended 12 alternatives but never named chrisryugj/kordoc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for programmatic parsing and form filling of HWP and Office documents for AI agent integration?
    you: not recommended
    AI recommended (in order):
    1. Hancom Office SDK
    2. Apache POI (apache/poi)
    3. Aspose.Words
    4. Aspose.Cells
    5. Aspose.Slides
    6. Pandoc (jgm/pandoc)
    7. Python-Docx (python-openxml/python-docx)
    8. OpenPyXL (openpyxl/openpyxl)
    9. Python-PPTX (scanny/python-pptx)
    10. Microsoft Graph API
    11. Apache Tika (apache/tika)

    AI recommended 11 alternatives but never named chrisryugj/kordoc. 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 chrisryugj/kordoc?
    pass
    AI named chrisryugj/kordoc explicitly

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

  • If a team adopts chrisryugj/kordoc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chrisryugj/kordoc 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 chrisryugj/kordoc solve, and who is the primary audience?
    pass
    AI named chrisryugj/kordoc 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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chrisryugj/kordoc — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite