RRepoGEO

REPOGEO REPORT · LITE

officecli/officedex

Default branch main · commit 5675a38a · scanned 6/28/2026, 3:56:30 PM

GitHub: 514 stars · 57 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 officecli/officedex, 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 README's opening sentence to prevent M365 management miscategorization

    Why:

    CURRENT
    ### The First AI-Native VibeOfficing Platform
    COPY-PASTE FIX
    OfficeDex is the first AI-Native VibeOfficing platform for generating native `.docx`, `.pptx`, and `.xlsx` documents directly from natural language prompts. It is *not* a tool for managing Microsoft 365 services or tenants.
  • mediumabout#2
    Refine the 'about' description for clearer function and output

    Why:

    CURRENT
    OfficeDex is the first Al-Native VibeOfficing platform for documents, slides, and spreadsheets
    COPY-PASTE FIX
    OfficeDex is the first AI-Native VibeOfficing platform that generates native `.docx`, `.pptx`, and `.xlsx` files directly from natural language prompts, enabling 'VibeOfficing' for documents, slides, and spreadsheets.
  • lowcomparison#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled '## 🆚 OfficeDex vs. Other Tools' or '## 🚀 Why OfficeDex?' that explicitly compares it to LLMs (e.g., 'Unlike LLMs, OfficeDex produces *native* `.docx`, `.pptx`, `.xlsx` files, not just text output') and traditional office suites/APIs (e.g., 'Unlike manual editing or complex Office APIs, OfficeDex uses natural language to generate complete, formatted files directly').

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 officecli/officedex
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Claude
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Claude · recommended 2×
  2. Microsoft 365 Copilot · recommended 1×
  3. Microsoft Word · recommended 1×
  4. Microsoft Excel · recommended 1×
  5. Microsoft PowerPoint · recommended 1×
  • CATEGORY QUERY
    How can I generate professional Word, Excel, and PowerPoint documents directly from AI prompts?
    you: not recommended
    AI recommended (in order):
    1. Microsoft 365 Copilot
    2. Microsoft Word
    3. Microsoft Excel
    4. Microsoft PowerPoint
    5. Google Workspace AI
    6. Google Docs
    7. Google Sheets
    8. Google Slides
    9. ChatGPT
    10. Claude
    11. Gemini
    12. Zapier
    13. Make
    14. PandaDoc
    15. DocuSign Gen
    16. Google Docs/Sheets/Slides API
    17. Gamma
    18. Tome
    19. Beautiful.ai

    AI recommended 19 alternatives but never named officecli/officedex. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for automating native office document creation from natural language descriptions?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5
    2. GPT-4
    3. Claude
    4. Llama 2
    5. Microsoft Office JavaScript API
    6. Office Add-ins
    7. Google Workspace Add-ons
    8. python-docx (python-openxml/python-docx)
    9. openpyxl (python-openxml/openpyxl)
    10. python-pptx (scanny/python-pptx)
    11. Pandoc (jgm/pandoc)
    12. DocuSign Gen for Salesforce
    13. Conga Composer
    14. Jinja2 (pallets/jinja)
    15. Handlebars.js (handlebars-lang/handlebars.js)

    AI recommended 15 alternatives but never named officecli/officedex. 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 officecli/officedex?
    pass
    AI named officecli/officedex explicitly

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

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

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

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