RRepoGEO

REPOGEO REPORT · LITE

Adam-CAD/CADAM

Default branch master · commit df393cb3 · scanned 6/22/2026, 1:57:02 AM

GitHub: 4,569 stars · 567 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)

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

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 Adam-CAD/CADAM, 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
  • highabout#1
    Update the 'About' description to clarify modern AI-driven nature

    Why:

    CURRENT
    CADAM is the open source text-to-CAD web application
    COPY-PASTE FIX
    Adam-CAD/CADAM is a modern, open-source web application that uses AI to generate parametric 3D CAD models from natural language descriptions, running entirely in your browser.
  • highreadme#2
    Add a strong introductory sentence to the README after the H1

    Why:

    COPY-PASTE FIX
    Adam-CAD/CADAM is the leading open-source web application for generating parametric 3D CAD models using AI and natural language, all within your browser. It transforms natural language and images into 3D models with interactive parametric controls. (Place this immediately after the H1: '⛮ The Open Source Text to CAD Web App ⛮')
  • mediumtopics#3
    Refine topics to emphasize 3D, parametric, and web-based aspects

    Why:

    CURRENT
    agents, ai, ai-agents, cad, llms, mechnical-engineering, openscad, react, robotics, stl, text-to-cad, wasm
    COPY-PASTE FIX
    agents, ai, ai-agents, cad, llms, mechanical-engineering, openscad, react, robotics, stl, text-to-cad, wasm, 3d-cad, parametric-design, web-app, browser-based

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 Adam-CAD/CADAM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenSCAD
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenSCAD · recommended 2×
  2. Stable Diffusion · recommended 1×
  3. ControlNet · recommended 1×
  4. MVSNet · recommended 1×
  5. COLMAP · recommended 1×
  • CATEGORY QUERY
    What open-source tools use AI to generate 3D CAD models from text descriptions?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. ControlNet
    3. MVSNet
    4. COLMAP
    5. DreamFusion
    6. MVDream
    7. OpenSCAD
    8. solidpython
    9. pyopenscad
    10. Llama 2
    11. GPT-4
    12. Blender
    13. FreeCAD

    AI recommended 13 alternatives but never named Adam-CAD/CADAM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Browser-based application to create parametric 3D models for mechanical engineering from natural language?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Claude
    4. OpenSCAD
    5. FreeCAD's Python API
    6. SolidWorks
    7. Fusion 360
    8. BlockSCAD
    9. Onshape
    10. CAD Assistant
    11. Shapr3D

    AI recommended 11 alternatives but never named Adam-CAD/CADAM. 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 Adam-CAD/CADAM?
    pass
    AI named Adam-CAD/CADAM explicitly

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

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

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

Embed your GEO score

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