RRepoGEO

REPOGEO REPORT · LITE

negokaz/excel-mcp-server

Default branch main · commit 1ff43405 · scanned 6/15/2026, 4:56:50 AM

GitHub: 972 stars · 120 forks

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 negokaz/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 statement to clarify its role as an MCP server

    Why:

    CURRENT
    A Model Context Protocol (MCP) server that reads and writes MS Excel data.
    COPY-PASTE FIX
    This is an **Excel Model Context Protocol (MCP) server**, designed to enable external applications to programmatically read, write, and interact with Microsoft Excel data and workbooks. Unlike standalone libraries, it acts as a bridge, allowing real-time data exchange and automation with Excel via the MCP standard.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    excel, microsoft-excel, mcp, model-context-protocol, nodejs, server, automation, spreadsheet, windows-only
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://glama.ai/mcp/servers/@negokaz/excel-mcp-server

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 negokaz/excel-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
exceljs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. exceljs · recommended 1×
  2. xlsx · recommended 1×
  3. node-xlsx · recommended 1×
  4. csv-parser · recommended 1×
  5. fast-csv · recommended 1×
  • CATEGORY QUERY
    How can I programmatically read and write data in Excel files using Node.js?
    you: not recommended
    AI recommended (in order):
    1. exceljs
    2. xlsx
    3. node-xlsx
    4. csv-parser
    5. fast-csv

    AI recommended 5 alternatives but never named negokaz/excel-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow server-side automation for reading and writing Microsoft Excel spreadsheets?
    you: not recommended
    AI recommended (in order):
    1. Apache POI
    2. EPPlus
    3. OpenPyXL
    4. NPOI
    5. Syncfusion XlsIO
    6. Aspose.Cells
    7. Microsoft.Office.Interop.Excel

    AI recommended 7 alternatives but never named negokaz/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
    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 negokaz/excel-mcp-server?
    pass
    AI did not name negokaz/excel-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?

  • If a team adopts negokaz/excel-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named negokaz/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 negokaz/excel-mcp-server solve, and who is the primary audience?
    pass
    AI named negokaz/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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negokaz/excel-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