RRepoGEO

REPOGEO REPORT · LITE

Adam-CAD/CADAM

Default branch master · commit ad264aa6 · scanned 5/11/2026, 8:12:15 PM

GitHub: 3,197 stars · 416 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 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
  • highreadme#1
    Clarify project identity in README's opening paragraph

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main H1 title, or as the very first sentence of the introductory paragraph: 'This project is a modern, AI-powered text-to-CAD web application, distinct from the historic IBM CADAM system.'
  • mediumabout#2
    Refine the GitHub repository description

    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 transforms natural language and images into 3D CAD models using AI, running entirely in your browser.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in README

    Why:

    COPY-PASTE FIX
    Add a new section titled '## 🆚 Comparison to Alternatives' with content like: 'Unlike traditional CAD software such as OpenSCAD or CadQuery, Adam-CAD/CADAM focuses on AI-driven generation from natural language. Compared to general text-to-3D tools like Blockade Labs or DreamFusion, Adam-CAD/CADAM specifically targets parametric CAD model generation for engineering and design, offering export formats like .STL, .SCAD, and .DXF, all within a browser-based environment.'

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. Blockade Labs · recommended 1×
  3. DreamFusion · recommended 1×
  4. Luma AI's Imagine 3D · recommended 1×
  5. Spline · recommended 1×
  • CATEGORY QUERY
    How can I convert natural language descriptions into 3D CAD models directly in my browser?
    you: not recommended
    AI recommended (in order):
    1. Blockade Labs
    2. DreamFusion
    3. Luma AI's Imagine 3D
    4. Spline
    5. Shap-E
    6. Hugging Face
    7. Autodesk Fusion 360
    8. Onshape
    9. ChatGPT
    10. ChatGPT-4
    11. Google Gemini
    12. OpenSCAD
    13. Three.js

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

    Show full AI answer
  • CATEGORY QUERY
    What open source tools allow generating parametric CAD designs from text prompts using AI?
    you: not recommended
    AI recommended (in order):
    1. OpenSCAD
    2. Code Llama
    3. GPT-3.5
    4. GPT-4
    5. CadQuery
    6. Blender
    7. Gradio
    8. Streamlit
    9. Stable Diffusion
    10. Kandinsky
    11. DeepFloyd IF
    12. Luma AI
    13. Instant-NGP
    14. FreeCAD
    15. Shape-E

    AI recommended 15 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 did not name Adam-CAD/CADAM — 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 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

Drop this badge into the README of Adam-CAD/CADAM. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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