RRepoGEO

REPOGEO REPORT · LITE

haris-musa/excel-mcp-server

Default branch main · commit f51340ec · scanned 5/29/2026, 5:57:19 AM

GitHub: 3,878 stars · 426 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 haris-musa/excel-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
  • highreadme#1
    Reposition the README's opening paragraph to emphasize AI agent server distinction

    Why:

    CURRENT
    A Model Context Protocol (MCP) server that lets you manipulate Excel files without needing Microsoft Excel installed. Create, read, and modify Excel workbooks with your AI agent.
    COPY-PASTE FIX
    The `excel-mcp-server` is a Model Context Protocol (MCP) server that empowers AI agents to programmatically create, read, and modify Excel files *without needing Microsoft Excel installed*. It offers a robust server-side solution for AI-driven Excel automation, distinct from direct manipulation libraries, providing advanced features such as charts, pivot tables, and data validation.
  • hightopics#2
    Add more specific topics to highlight AI agent and server-side automation

    Why:

    CURRENT
    ai, automation, excel, llm, mcp, mcp-server, sse, stdio, streamable-http, toolcalling
    COPY-PASTE FIX
    ai, automation, excel, llm, mcp, mcp-server, sse, stdio, streamable-http, toolcalling, ai-agent, excel-automation-server, llm-tool, agent-tooling
  • mediumabout#3
    Refine the 'About' description to explicitly mention AI agents and programmatic use

    Why:

    CURRENT
    A Model Context Protocol server for Excel file manipulation
    COPY-PASTE FIX
    A Model Context Protocol (MCP) server for AI agents to programmatically manipulate Excel files without needing Microsoft Excel installed.

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 haris-musa/excel-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
python-openpyxl/openpyxl
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. python-openpyxl/openpyxl · recommended 1×
  2. pandas-dev/pandas · recommended 1×
  3. jmcnamara/XlsxWriter · recommended 1×
  4. EPPlusSoftware/EPPlus · recommended 1×
  5. apache/poi · recommended 1×
  • CATEGORY QUERY
    How to programmatically create and modify Excel files using an AI agent without Office installed?
    you: not recommended
    AI recommended (in order):
    1. openpyxl (python-openpyxl/openpyxl)
    2. Pandas (pandas-dev/pandas)
    3. XlsxWriter (jmcnamara/XlsxWriter)
    4. EPPlus (EPPlusSoftware/EPPlus)
    5. Apache POI (apache/poi)
    6. Node-xlsx (mgcrea/node-xlsx)
    7. exceljs (exceljs/exceljs)

    AI recommended 7 alternatives but never named haris-musa/excel-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for automating Excel report generation including charts and pivot tables via API?
    you: not recommended
    AI recommended (in order):
    1. openpyxl
    2. Apache POI
    3. EPPlus
    4. XlsxWriter
    5. Microsoft Graph API
    6. ExcelJS

    AI recommended 6 alternatives but never named haris-musa/excel-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
    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 haris-musa/excel-mcp-server?
    pass
    AI named haris-musa/excel-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 haris-musa/excel-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named haris-musa/excel-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 haris-musa/excel-mcp-server solve, and who is the primary audience?
    pass
    AI named haris-musa/excel-mcp-server explicitly

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

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