RRepoGEO

REPOGEO REPORT · LITE

CoderWanFeng/python-office

Default branch develop · commit 839b9c12 · scanned 6/25/2026, 7:28:02 AM

GitHub: 1,308 stars · 280 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 CoderWanFeng/python-office, 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
    Update the repository description to emphasize 'all-in-one' functionality

    Why:

    CURRENT
    pip install python-office 自动化办公专用库
    COPY-PASTE FIX
    The all-in-one Python library for office automation: PDF, Word, Excel, PPT, Email, WeChat, Images, Video, OCR, and more, all with one line of code.
  • mediumreadme#2
    Refine the README's initial tagline to immediately convey breadth and consolidation

    Why:

    CURRENT
    🚀 Office automation, one line of code at a time
    COPY-PASTE FIX
    🚀 The all-in-one Python library for comprehensive office automation: PDF, Word, Excel, PPT, Email, WeChat, Images, Video, OCR, and more, all with one line of code.
  • lowtopics#3
    Add more specific topics to better categorize the library's functionalities

    Why:

    CURRENT
    office, pip, pypi, python, weixin
    COPY-PASTE FIX
    office-automation, python-library, pdf-processing, word-processing, excel-automation, ppt-automation, email-automation, image-processing, video-processing, ocr, wechat-bot, file-management

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 CoderWanFeng/python-office
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openpyxl
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. openpyxl · recommended 2×
  2. python-docx · recommended 2×
  3. smtplib · recommended 2×
  4. PyPDF2 · recommended 1×
  5. reportlab · recommended 1×
  • CATEGORY QUERY
    What's a good Python library for automating common office tasks like documents and emails?
    you: not recommended
    AI recommended (in order):
    1. openpyxl
    2. python-docx
    3. PyPDF2
    4. reportlab
    5. smtplib
    6. email
    7. Outlook for Windows
    8. pywin32
    9. Google API Client Library for Python
    10. requests

    AI recommended 10 alternatives but never named CoderWanFeng/python-office. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which Python package simplifies automating document processing, image manipulation, and email sending?
    you: not recommended
    AI recommended (in order):
    1. ReportLab Toolkit
    2. Pillow
    3. smtplib
    4. Apache OpenOffice
    5. LibreOffice
    6. PyUNO
    7. python-docx
    8. openpyxl
    9. WeasyPrint
    10. img2pdf

    AI recommended 10 alternatives but never named CoderWanFeng/python-office. 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 CoderWanFeng/python-office?
    pass
    AI named CoderWanFeng/python-office explicitly

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

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