REPOGEO REPORT · LITE

earthtojake/text-to-cad

Default branch main · commit 8d7bf106 · scanned 5/10/2026, 11:08:27 PM

GitHub: 2,348 stars · 279 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 earthtojake/text-to-cad, 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

Reposition the README's opening to highlight "AI agent harness" and "code-based CAD"

Why:

CURRENT

The current README starts with a title and then "An open source harness for generating 3D models with your favorite coding agent", followed by many links before "Getting Started".

COPY-PASTE FIX

Add a concise, prominent paragraph immediately after the main title that clearly states its purpose as an AI agent harness for *code-based, parametric* CAD generation, differentiating it from mesh-based tools. For example: "This repository provides an open-source harness for AI agents (like Codex or Claude Code) to generate parametric, code-based CAD models from natural language descriptions. Unlike mesh-based text-to-3D tools, `text-to-cad` focuses on producing structured, editable CAD files suitable for mechanical engineering and robotics."

mediumtopics#2

Add more specific topics to improve AI categorization

Why:

CURRENT

3mf, agents, ai, ai-agents, build123d, cad, cad-skill, dxf, glb, mechanical-engineering, opencascade, robotics, step, stl, text-to-cad, wasm

COPY-PASTE FIX

3mf, agents, ai, ai-agents, build123d, cad, cad-skill, dxf, glb, mechanical-engineering, opencascade, robotics, step, stl, text-to-cad, wasm, llm, large-language-models, generative-ai, generative-cad, code-based-cad

lowreadme#3

Add a 'Comparison' or 'Differentiators' section to the README

Why:

COPY-PASTE FIX

Add a new section titled 'Why `text-to-cad`? (Differentiators)' or 'Comparison to other tools' that explicitly contrasts it with mesh-based text-to-3D generators and traditional CAD software, highlighting its focus on AI agents and code-based parametric output.

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 earthtojake/text-to-cad

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenSCAD

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenSCAD · recommended 2×
Blender · recommended 2×
Shap-E · recommended 1×
Meshy.ai · recommended 1×
Luma AI · recommended 1×

CATEGORY QUERY
How can I generate 3D CAD models from text descriptions using an AI assistant?
you: not recommended
AI recommended (in order):
1. Shap-E
2. Meshy.ai
3. Luma AI
4. Blockade Labs
5. RealityCapture
6. Metashape
7. DreamFusion
8. Magic3D
9. SolidWorks
10. Fusion 360
11. Onshape
12. Rhino
13. OpenSCAD
14. ChatGPT
15. GitHub Copilot
16. Midjourney
17. DALL-E 3
18. Blender
AI recommended 18 alternatives but never named earthtojake/text-to-cad. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source tools automate mechanical design and create CAD files with AI agents?
you: not recommended
AI recommended (in order):
1. OpenSCAD
2. FreeCAD
3. CadQuery
4. Grasshopper
5. Blender
6. SolveSpace
AI recommended 6 alternatives but never named earthtojake/text-to-cad. 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 earthtojake/text-to-cad?
pass
AI named earthtojake/text-to-cad explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts earthtojake/text-to-cad in production, what risks or prerequisites should they evaluate first?
pass
AI named earthtojake/text-to-cad 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 earthtojake/text-to-cad solve, and who is the primary audience?
pass
AI named earthtojake/text-to-cad 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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MARKDOWN (README)

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