RRepoGEO

REPOGEO REPORT · LITE

iOfficeAI/OfficeCLI

Default branch main · commit d06bbbed · scanned 5/27/2026, 8:01:51 AM

GitHub: 5,261 stars · 436 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 iOfficeAI/OfficeCLI, 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
    Add a 'Why OfficeCLI for AI Agents?' comparison section to README

    Why:

    COPY-PASTE FIX
    ## Why OfficeCLI for AI Agents?
    
    Unlike traditional libraries (e.g., OpenPyXL, python-docx, Apache POI) that require language-specific coding and often target single file types, OfficeCLI offers a unified, language-agnostic command-line interface for all Word, Excel, and PowerPoint operations. It stands apart from cloud APIs like Microsoft Graph by operating locally without Office installations or subscriptions, and unlike general document converters (Pandoc, LibreOffice), OfficeCLI is purpose-built for AI agents, providing a unique rendering engine for visual feedback and a comprehensive suite of tools for complex automation.
  • hightopics#2
    Expand the topics list with more specific keywords

    Why:

    CURRENT
    agent, ai, cli, office, openclaw, skills
    COPY-PASTE FIX
    agent, ai, cli, office, word, excel, powerpoint, document-automation, office-automation, document-generation, no-office, single-binary
  • mediumreadme#3
    Add a 'Key Features for AI Agents' section to README

    Why:

    COPY-PASTE FIX
    ## Key Features for AI Agents
    
    *   **AI-Native Design:** Purpose-built for programmatic control by AI agents, offering a simple, consistent interface across all Office file types.
    *   **Zero Dependencies:** A single, self-contained binary means no Microsoft Office installation, no external libraries, and no complex environment setup required.
    *   **Visual Feedback Loop:** Includes a built-in rendering engine to convert `.docx`, `.xlsx`, and `.pptx` files to HTML or PNG, allowing agents to "see" and validate their output.
    *   **Cross-Platform:** Works seamlessly on Windows, macOS, and Linux, enabling automation in any environment.
    *   **Comprehensive Suite:** Full read, edit, and creation capabilities for Word documents, Excel spreadsheets, and PowerPoint presentations.

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 iOfficeAI/OfficeCLI
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. Apache POI · recommended 2×
  4. Microsoft Graph API · recommended 1×
  5. Pandas · recommended 1×
  • CATEGORY QUERY
    How can my AI agent programmatically generate and modify office documents like Word or Excel?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Graph API
    2. OpenPyXL
    3. python-docx
    4. Apache POI
    5. Pandas
    6. Google Docs API
    7. Google Sheets API
    8. Aspose.Words
    9. Aspose.Cells

    AI recommended 9 alternatives but never named iOfficeAI/OfficeCLI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools automate creating and editing Office files from CLI without Microsoft Office?
    you: not recommended
    AI recommended (in order):
    1. Pandoc
    2. Apache POI
    3. python-docx
    4. OpenPyXL
    5. LibreOffice/OpenOffice
    6. unoconv
    7. DocxFactory

    AI recommended 7 alternatives but never named iOfficeAI/OfficeCLI. 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 iOfficeAI/OfficeCLI?
    pass
    AI named iOfficeAI/OfficeCLI explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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