RRepoGEO

REPOGEO REPORT · LITE

earthtojake/text-to-cad

Default branch main · commit a00c8f07 · scanned 6/21/2026, 12:41:49 AM

GitHub: 6,705 stars · 798 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 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
    Strengthen README's opening value proposition for AI agents

    Why:

    CURRENT
    A skills library for CAD, robotics, and hardware design agents
    COPY-PASTE FIX
    Empower your AI agents to automate CAD, robotics, and hardware design tasks with this specialized skills library.
  • mediumtopics#2
    Add specific design automation topics

    Why:

    CURRENT
    3mf, agents, ai-agents, build123d, cad, dxf, glb, mechanical-engineering, opencascade, robotics, sdf, srdf, step, stl, stp, text-to-cad, urdf
    COPY-PASTE FIX
    3mf, agents, ai-agents, build123d, cad, design-automation, dxf, glb, mechanical-engineering, opencascade, robotics, sdf, srdf, step, stl, stp, text-to-cad, urdf
  • lowreadme#3
    Relocate ASCII art for immediate content visibility

    Why:

    CURRENT
    The large ASCII art block currently appears before the introductory text 'A skills library for CAD, robotics, and hardware design agents'.
    COPY-PASTE FIX
    Relocate the large ASCII art block to appear after the first paragraph of descriptive text in the README, ensuring the core value proposition is immediately visible.

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
0%
Of all named tools, what % are you?
Top rival
Fusion 360
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Fusion 360 · recommended 2×
  2. Onshape · recommended 2×
  3. PyBullet · recommended 2×
  4. MuJoCo · recommended 2×
  5. OpenVSP · recommended 1×
  • CATEGORY QUERY
    How to use AI agents for automating mechanical engineering design and CAD model generation?
    you: not recommended
    AI recommended (in order):
    1. Fusion 360
    2. OpenVSP
    3. Rhino
    4. Grasshopper
    5. Galapagos
    6. Octopus
    7. Onshape
    8. FeatureScript
    9. PyBullet
    10. MuJoCo
    11. OpenCASCADE Technology (OCCT)
    12. PythonOCC
    13. build123d
    14. cadquery

    AI recommended 14 alternatives but never named earthtojake/text-to-cad. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help integrate AI into robotics design for creating and modifying URDF/SDF files?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Stable Baselines3
    3. Gazebo
    4. PyBullet
    5. MuJoCo
    6. SolidWorks
    7. Fusion 360
    8. Onshape
    9. xacro
    10. OpenSCAD
    11. Fusion 360 Generative Design

    AI recommended 11 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

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/earthtojake/text-to-cad.svg)](https://repogeo.com/en/r/earthtojake/text-to-cad)
HTML
<a href="https://repogeo.com/en/r/earthtojake/text-to-cad"><img src="https://repogeo.com/badge/earthtojake/text-to-cad.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

earthtojake/text-to-cad — 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