RRepoGEO

REPOGEO REPORT · LITE

GongRzhe/Office-Word-MCP-Server

Default branch main · commit a3bbbb6d · scanned 5/22/2026, 7:26:56 AM

GitHub: 1,979 stars · 259 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 GongRzhe/Office-Word-MCP-Server, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, model-context-protocol, mcp-server, microsoft-word, document-automation, word-processing, office-automation, document-api, ai-tools
  • highreadme#2
    Strengthen README H1 and intro to emphasize AI agent focus

    Why:

    CURRENT
    # Office-Word-MCP-Server
    
    A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Word documents. This server enables AI assistants to work with Word documents through a standardized interface, providing rich document editing capabilities.
    COPY-PASTE FIX
    # Office-Word-MCP-Server: An AI Agent's Gateway to Microsoft Word Documents
    
    This Model Context Protocol (MCP) server is purpose-built to empower AI assistants, enabling them to seamlessly create, read, and manipulate Microsoft Word documents. It provides a standardized, high-level interface for rich document editing capabilities, acting as a dedicated tool for AI agents to interact with Word files programmatically.
  • mediumreadme#3
    Add concrete examples of AI agent interaction in README

    Why:

    CURRENT
    ### Example
    
    #### Pormpt
    
    #### Output
    COPY-PASTE FIX
    ### Example
    
    #### Prompt
    
    ```json
    {
      "tool": "word.create_document",
      "args": {
        "filename": "Quarterly_Report.docx",
        "title": "Q3 Performance Overview",
        "author": "AI Assistant"
      }
    }
    ```
    
    #### Output
    
    ```json
    {
      "status": "success",
      "message": "Document 'Quarterly_Report.docx' created successfully.",
      "document_id": "doc-12345"
    }
    ```
    
    #### Prompt
    
    ```json
    {
      "tool": "word.add_heading",
      "args": {
        "document_id": "doc-12345",
        "text": "Executive Summary",
        "level": 1
      }
    }
    ```
    
    #### Output
    
    ```json
    {
      "status": "success",
      "message": "Heading 'Executive Summary' added to document."
    }
    ```

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 GongRzhe/Office-Word-MCP-Server
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache POI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache POI · recommended 2×
  2. python-docx · recommended 2×
  3. Pandoc · recommended 2×
  4. Microsoft Graph API · recommended 1×
  5. OpenPyXL · recommended 1×
  • CATEGORY QUERY
    What tools allow AI agents to interact with and edit document content programmatically?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Graph API
    2. Apache POI
    3. python-docx
    4. OpenPyXL
    5. PyPDF2
    6. ReportLab
    7. Google Docs API
    8. Pandoc

    AI recommended 8 alternatives but never named GongRzhe/Office-Word-MCP-Server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an API to programmatically manage and edit office-style documents for automation.
    you: not recommended
    AI recommended (in order):
    1. Apache POI
    2. OpenXML SDK
    3. Aspose.Words
    4. Aspose.Cells
    5. Aspose.Slides
    6. Pandoc
    7. python-docx
    8. openpyxl
    9. python-pptx
    10. LibreOffice SDK
    11. Apache OpenOffice SDK

    AI recommended 11 alternatives but never named GongRzhe/Office-Word-MCP-Server. 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 GongRzhe/Office-Word-MCP-Server?
    pass
    AI named GongRzhe/Office-Word-MCP-Server explicitly

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

  • If a team adopts GongRzhe/Office-Word-MCP-Server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GongRzhe/Office-Word-MCP-Server 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 GongRzhe/Office-Word-MCP-Server solve, and who is the primary audience?
    pass
    AI did not name GongRzhe/Office-Word-MCP-Server — likely talking about a different project

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

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GongRzhe/Office-Word-MCP-Server — 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