REPOGEO REPORT · LITE

matlab/matlab-mcp-core-server

Default branch main · commit 6e09c5cd · scanned 6/16/2026, 11:21:38 PM

GitHub: 996 stars · 81 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 matlab/matlab-mcp-core-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

Expand topics to include AI integration and agentic terms

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-assistant, agentic-ai, server-solution, numerical-computing, matlab-server

highreadme#2

Reposition the README's opening to emphasize its role as an AI-facing server

Why:

CURRENT

Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®.

COPY-PASTE FIX

The MATLAB MCP Core Server is the official server solution from MathWorks® designed to enable AI applications and coding assistants to seamlessly integrate with and execute MATLAB® code. It provides a robust interface for AI agents to start, control, and interact with MATLAB for numerical computing and engineering tasks.

mediumlicense#3

Clarify the existing license in the README

Why:

COPY-PASTE FIX

This project is licensed under the terms found in the [LICENSE](LICENSE) file. Please review the file for specific details regarding usage and distribution.

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-core-server

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Jupyter Notebook

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Jupyter Notebook · recommended 1×
JupyterLab · recommended 1×
OpenAI API · recommended 1×
GitHub Copilot · recommended 1×
Google Gemini · recommended 1×

CATEGORY QUERY
How to integrate a numerical computing environment with modern AI coding assistants?
you: not recommended
AI recommended (in order):
1. Jupyter Notebook
2. JupyterLab
3. OpenAI API
4. GitHub Copilot
5. Google Gemini
6. VS Code
7. Python Extension
8. Codeium
9. Tabnine
10. MATLAB
11. MATLAB Coder
12. Deep Learning Toolbox
13. RStudio
14. VS Code Julia Extension
AI recommended 14 alternatives but never named matlab/matlab-mcp-core-server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What server solution allows AI applications to execute code in engineering tools?
you: not recommended
AI recommended (in order):
1. pywin32 (mhammond/pywin32)
2. win32com.client
3. MATLAB Production Server
4. MATLAB Compiler SDK
5. FastAPI (tiangolo/fastapi)
6. Flask (pallets/flask)
7. Django REST Framework (encode/django-rest-framework)
8. UiPath
9. Automation Anywhere
10. Power Automate Desktop
11. SSH
12. RDP
13. VNC
14. JupyterHub (jupyterhub/jupyterhub)
15. VS Code Remote Development
AI recommended 15 alternatives but never named matlab/matlab-mcp-core-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-core-server?
pass
AI named matlab/matlab-mcp-core-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 matlab/matlab-mcp-core-server in production, what risks or prerequisites should they evaluate first?
pass
AI named matlab/matlab-mcp-core-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-core-server solve, and who is the primary audience?
pass
AI named matlab/matlab-mcp-core-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-core-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