RRepoGEO

REPOGEO REPORT · LITE

neka-nat/freecad-mcp

Default branch main · commit 63acb305 · scanned 6/26/2026, 10:19:04 AM

GitHub: 1,171 stars · 177 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 neka-nat/freecad-mcp, 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
    Clarify README's opening to define 'MCP' and emphasize AI control

    Why:

    CURRENT
    This repository is a FreeCAD MCP that allows you to control FreeCAD from Claude Desktop.
    COPY-PASTE FIX
    This repository implements a FreeCAD Model Context Protocol (MCP) server, enabling programmatic control of FreeCAD directly from generative AI assistants like Claude Desktop for automated design workflows.
  • mediumtopics#2
    Expand repository topics with relevant keywords

    Why:

    CURRENT
    claude, freecad, mcp
    COPY-PASTE FIX
    claude, freecad, mcp, generative-ai, cad-automation, scripting, design-automation, llm-integration
  • lowhomepage#3
    Add a homepage URL to the repository About section

    Why:

    COPY-PASTE FIX
    https://mseep.ai/app/neka-nat-freecad-mcp

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 neka-nat/freecad-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Autodesk Fusion 360
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Autodesk Fusion 360 · recommended 1×
  2. Dassault Systèmes SOLIDWORKS · recommended 1×
  3. DriveWorksXpress · recommended 1×
  4. DriveWorks · recommended 1×
  5. Grasshopper · recommended 1×
  • CATEGORY QUERY
    How to integrate generative AI with CAD software for automated design workflows?
    you: not recommended
    AI recommended (in order):
    1. Autodesk Fusion 360
    2. Dassault Systèmes SOLIDWORKS
    3. DriveWorksXpress
    4. DriveWorks
    5. Grasshopper
    6. Rhino 3D
    7. gRPC-AI
    8. ML.NET for Grasshopper
    9. scikit-learn
    10. TensorFlow
    11. PyTorch
    12. Open CASCADE Technology
    13. nTopology
    14. Onshape
    15. FeatureScript
    16. ANSYS Discovery

    AI recommended 16 alternatives but never named neka-nat/freecad-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a way to programmatically control open-source CAD applications for scripting tasks.
    you: not recommended
    AI recommended (in order):
    1. FreeCAD
    2. OpenSCAD
    3. SolidPython
    4. PyOpenSCAD
    5. Blender
    6. Open CASCADE Technology (OCCT)
    7. PythonOCC
    8. SolveSpace

    AI recommended 8 alternatives but never named neka-nat/freecad-mcp. 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 neka-nat/freecad-mcp?
    pass
    AI named neka-nat/freecad-mcp explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite