RRepoGEO

REPOGEO REPORT · LITE

matlab/matlab-mcp-server

Default branch main · commit 1545405c · scanned 6/21/2026, 4:31:28 AM

GitHub: 1,022 stars · 81 forks

AI VISIBILITY SCORE
33 /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
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 matlab/matlab-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 to highlight AI integration

    Why:

    CURRENT
    # MATLAB MCP Server

<p align="center">
  English •
  <a href="l10n/README.es.md">Español</a> •
  <a href="l10n/README.ja.md">日本語</a> •
  <a href="l10n/README.ko.md">한국어</a> •
  <a href="l10n/README.zh-cn.md">简体中文</a>
</p>

> [!WARNING]
> As of v0.11.0, MATLAB MCP Core Server has been renamed to MATLAB MCP Server. To use the latest version of the server after this change, you must update your settings.
    COPY-PASTE FIX
    # MATLAB MCP Server

Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.

<p align="center">
  English •
  <a href="l10n/README.es.md">Español</a> •
  <a href="l10n/README.ja.md">日本語</a> •
  <a href="l10n/README.ko.md">한국어</a> •
  <a href="l10n/README.zh-cn.md">简体中文</a>
</p>

> [!WARNING]
> As of v0.11.0, MATLAB MCP Core Server has been renamed to MATLAB MCP Server. To use the latest version of the server after this change, you must update your settings.
  • hightopics#2
    Add more specific AI-related topics

    Why:

    CURRENT
    engineering-tools, matlab, matlab-mcp-server, mcp-server, mcp-tools
    COPY-PASTE FIX
    engineering-tools, matlab, matlab-mcp-server, mcp-server, mcp-tools, ai-integration, coding-agents, llm-tools, scientific-computing-ai
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [insert specific license name(s) and terms here, e.g., 'a custom MathWorks license, as detailed in the LICENSE file.']

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 matlab/matlab-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ansys PyMAPDL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ansys PyMAPDL · recommended 1×
  2. Abaqus Scripting Interface · recommended 1×
  3. COMSOL Python API · recommended 1×
  4. OpenFOAM Python Bindings · recommended 1×
  5. PyFoam · recommended 1×
  • CATEGORY QUERY
    How can I connect AI coding agents to my engineering simulation software?
    you: not recommended
    AI recommended (in order):
    1. Ansys PyMAPDL
    2. Abaqus Scripting Interface
    3. COMSOL Python API
    4. OpenFOAM Python Bindings
    5. PyFoam
    6. swak4Foam utilities
    7. Simcenter STAR-CCM+
    8. Simulink
    9. COMSOL LiveLink for MATLAB
    10. Abaqus MATLAB Interface
    11. Dassault Systèmes 3DEXPERIENCE Platform
    12. Ansys Cloud
    13. Altair HyperWorks Cloud
    14. Abaqus
    15. OpenFOAM
    16. LS-DYNA
    17. Nastran
    18. OptiStruct
    19. Isight
    20. ModeFrontier
    21. HEEDS MDO
    22. HyperStudy

    AI recommended 22 alternatives but never named matlab/matlab-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to integrate AI assistants with numerical computing environments for scientific tasks.
    you: not recommended
    AI recommended (in order):
    1. Jupyter Notebook/JupyterLab
    2. Streamlit
    3. Panel
    4. Dash by Plotly
    5. Google Colaboratory (Colab) / Kaggle Notebooks
    6. MATLAB

    AI recommended 6 alternatives but never named matlab/matlab-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 matlab/matlab-mcp-server?
    pass
    AI did not name matlab/matlab-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 matlab/matlab-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named matlab/matlab-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 matlab/matlab-mcp-server solve, and who is the primary audience?
    pass
    AI named matlab/matlab-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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matlab/matlab-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