RRepoGEO

REPOGEO REPORT · LITE

matlab/simulink-agentic-toolkit

Default branch main · commit d2af39d3 · scanned 6/16/2026, 9:07:24 PM

GitHub: 640 stars · 76 forks

AI VISIBILITY SCORE
35 /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
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/simulink-agentic-toolkit, 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:

    CURRENT
    agent-skills, claude-code, codex-plugin, engineering-agents, github-copilot, matlab, matlab-mcp-server, mcp-tools, simulink
    COPY-PASTE FIX
    agent-skills, claude-code, codex-plugin, engineering-agents, github-copilot, matlab, matlab-mcp-server, mcp-tools, simulink, model-based-design, ai-agent-framework, llm-integration
  • highreadme#2
    Reposition the README's opening sentence to emphasize 'framework'

    Why:

    CURRENT
    Give your AI coding agent the ability to read, build, edit, and test Simulink® models using Model-Based Design best practices.
    COPY-PASTE FIX
    The Simulink Agentic Toolkit is a specialized framework that empowers AI coding agents to directly interact with, understand, and modify Simulink models using Model-Based Design best practices.
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms specified in the [LICENSE](LICENSE) file. Please refer to the file for full details on the applicable terms and conditions.

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/simulink-agentic-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Dassault Systèmes 3DEXPERIENCE Platform
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Dassault Systèmes 3DEXPERIENCE Platform · recommended 2×
  2. OpenAI API · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. ParaPy · recommended 1×
  • CATEGORY QUERY
    What frameworks allow AI assistants to understand and modify engineering models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. LlamaIndex
    4. ParaPy
    5. Rhino
    6. Grasshopper
    7. Dassault Systèmes 3DEXPERIENCE Platform
    8. Autodesk Forge
    9. Revit API

    AI recommended 9 alternatives but never named matlab/simulink-agentic-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions exist for automating model-based design best practices with AI?
    you: not recommended
    AI recommended (in order):
    1. Ansys optiSLang
    2. Siemens Simcenter HEEDS MDO
    3. Dassault Systèmes 3DEXPERIENCE Platform
    4. DELMIA
    5. SIMULIA
    6. MathWorks MATLAB
    7. Simulink
    8. Deep Learning Toolbox
    9. Reinforcement Learning Toolbox
    10. Predictive Maintenance Toolbox
    11. Altair HyperWorks
    12. HyperStudy
    13. TensorFlow
    14. PyTorch
    15. scikit-learn

    AI recommended 15 alternatives but never named matlab/simulink-agentic-toolkit. 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 matlab/simulink-agentic-toolkit?
    pass
    AI named matlab/simulink-agentic-toolkit 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/simulink-agentic-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named matlab/simulink-agentic-toolkit 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/simulink-agentic-toolkit solve, and who is the primary audience?
    pass
    AI named matlab/simulink-agentic-toolkit 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/simulink-agentic-toolkit — 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