REPOGEO REPORT · LITE

KoStard/forgecad-public-kit

Default branch mainline · commit d6f3c2bf · scanned 6/6/2026, 7:53:24 PM

GitHub: 840 stars · 97 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 KoStard/forgecad-public-kit, 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 README opening to clarify kit's role in JS/TS CAD

Why:

CURRENT

Public examples, agent skills, docs links, and issue tracking for ForgeCAD.
ForgeCAD is code-first parametric CAD for JavaScript/TypeScript: a normal `.forge.js` file becomes a live model with parameters, assemblies, validation, renders, inspections, and exports.
This repository is the public companion kit. It is intentionally focused on assets people can use directly: example models, installable agent skills, public issues, docs links, and historical benchmark artifacts.

COPY-PASTE FIX

This is the public companion kit for ForgeCAD, a code-first parametric CAD system for JavaScript/TypeScript. It provides examples, agent skills, and documentation links to help you generate parametric 3D models programmatically in your browser.

mediumtopics#2

Add broader 3D design topics

Why:

CURRENT

agent-skills, cad-as-code, cad-examples, forgecad, issue-tracker, javascript-cad, parametric-cad, typescript-cad

COPY-PASTE FIX

agent-skills, cad-as-code, cad-examples, forgecad, issue-tracker, javascript-cad, parametric-cad, typescript-cad, 3d-modeling, generative-design, computational-design, web-cad

lowabout#3

Refine the repository description

Why:

CURRENT

Public companion kit for ForgeCAD: examples, agent skills, docs links, and issue tracking. The hosted CAD app and core source live elsewhere.

COPY-PASTE FIX

Public companion kit for ForgeCAD, providing examples, agent skills, and documentation links to enable code-first parametric CAD design with JavaScript/TypeScript. The hosted CAD app and core source live elsewhere.

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 KoStard/forgecad-public-kit

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenSCAD.js

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenSCAD.js · recommended 1×
Three.js · recommended 1×
Babylon.js · recommended 1×
Rhino3dm.js · recommended 1×
Potree · recommended 1×

CATEGORY QUERY
How to generate parametric 3D models using JavaScript or TypeScript code?
you: not recommended
AI recommended (in order):
1. OpenSCAD.js
2. Three.js
3. Babylon.js
4. Rhino3dm.js
5. Potree
AI recommended 5 alternatives but never named KoStard/forgecad-public-kit. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable browser-based parametric CAD design with programmatic control?
you: not recommended
AI recommended (in order):
1. Onshape
2. OpenSCAD
3. OpenSCAD.net
4. Thingiverse Customizer
5. Blockscad3D
6. JSCAD (jscad/OpenJSCAD.org)
7. CadQuery (CadQuery/cadquery)
8. Jupyter notebooks (jupyter/jupyter)
9. Fusion 360
AI recommended 9 alternatives but never named KoStard/forgecad-public-kit. 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 KoStard/forgecad-public-kit?
pass
AI named KoStard/forgecad-public-kit explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts KoStard/forgecad-public-kit in production, what risks or prerequisites should they evaluate first?
pass
AI named KoStard/forgecad-public-kit 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 KoStard/forgecad-public-kit solve, and who is the primary audience?
pass
AI did not name KoStard/forgecad-public-kit — 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?

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MARKDOWN (README)

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HTML

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