RRepoGEO

REPOGEO REPORT · LITE

KoStard/ForgeCAD

Default branch mainline · commit 7523f68c · scanned 6/17/2026, 1:12:38 PM

GitHub: 856 stars · 99 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 KoStard/ForgeCAD, 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
    Reposition the 'About' description to lead with the product, not the kit

    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
    ForgeCAD is code-first parametric CAD for JavaScript/TypeScript. This public companion kit provides examples, agent skills, docs links, and issue tracking for the hosted CAD app.
  • mediumreadme#2
    Clarify the repository's role as the primary entry point in the README's opening

    Why:

    CURRENT
    Public examples, agent skills, docs links, and issue tracking for ForgeCAD.
    COPY-PASTE FIX
    This repository is the primary entry point for developers to explore and engage with ForgeCAD, a code-first parametric CAD system for JavaScript/TypeScript. It provides public examples, installable agent skills, documentation links, and issue tracking.
  • lowtopics#3
    Add broader, yet relevant, topics to improve general category visibility

    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, design-automation

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
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
JSCAD
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. JSCAD · recommended 1×
  2. OpenJSCAD · recommended 1×
  3. Three.js · recommended 1×
  4. three-bvh-csg · recommended 1×
  5. csg.js · recommended 1×
  • CATEGORY QUERY
    How can I define parametric CAD models using JavaScript or TypeScript?
    you: not recommended
    AI recommended (in order):
    1. JSCAD
    2. OpenJSCAD
    3. Three.js
    4. three-bvh-csg
    5. csg.js
    6. Rhino3dm.js
    7. CAD.js
    8. Blockscad3d

    AI recommended 8 alternatives but never named KoStard/ForgeCAD. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best options for browser-based parametric CAD modeling with code?
    you: not recommended
    AI recommended (in order):
    1. OpenSCAD (openscad/openscad-wasm)
    2. JSCAD (jscad/OpenJSCAD.org)
    3. CadQuery (CadQuery/cadquery)
    4. Blockscad3D (blockscad3d/blockscad3d)
    5. Three.js (mrdoob/three.js)

    AI recommended 5 alternatives but never named KoStard/ForgeCAD. 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?
    pass
    AI named KoStard/ForgeCAD 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 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named KoStard/ForgeCAD 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 solve, and who is the primary audience?
    pass
    AI named KoStard/ForgeCAD 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 KoStard/ForgeCAD. 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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MARKDOWN (README)
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KoStard/ForgeCAD — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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