RRepoGEO

REPOGEO REPORT · LITE

huangserva/3DCellForge

Default branch main · commit df569572 · scanned 5/20/2026, 9:32:43 AM

GitHub: 2,272 stars · 378 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 huangserva/3DCellForge, 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 H1 and opening paragraph to specify domain

    Why:

    CURRENT
    # 3D Model Studio

AI-powered interactive 3D model generation, inspection, and presentation studio.
    COPY-PASTE FIX
    # 3D CellForge: AI-powered 3D Cell Model Studio

3D CellForge is an AI-powered interactive studio for generating, inspecting, and presenting 3D cell models. It's a React + Three.js prototype for turning uploaded 2D microscopy images or GLB files into a polished interactive 3D workspace, primarily for researchers in cell biology and bio-image analysis.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    3d-modeling, ai-generation, cell-biology, microscopy, bioimage-analysis, react, threejs, webgl, 3d-viewer, glb-viewer
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/huangserva/3DCellForge/blob/main/docs/demo/3DCellForge-demo-2026-05-10.mp4

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 huangserva/3DCellForge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RealityCapture
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. RealityCapture · recommended 2×
  2. mrdoob/three.js · recommended 1×
  3. facebook/react · recommended 1×
  4. vuejs/core · recommended 1×
  5. angular/angular · recommended 1×
  • CATEGORY QUERY
    How to create an interactive 3D model viewer and editor from uploaded images or GLB?
    you: not recommended
    AI recommended (in order):
    1. Three.js (mrdoob/three.js)
    2. React (facebook/react)
    3. Vue (vuejs/core)
    4. Angular (angular/angular)
    5. Agisoft Metashape
    6. RealityCapture
    7. Meshroom (alicevision/Meshroom)
    8. Babylon.js (BabylonJS/Babylon.js)
    9. A-Frame (aframevr/aframe)
    10. Spline
    11. PlayCanvas (playcanvas/engine)
    12. 3DF Zephyr
    13. AWS Rekognition Custom Labels
    14. NeRFs

    AI recommended 14 alternatives but never named huangserva/3DCellForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools help generate and interactively display 3D models from input images?
    you: not recommended
    AI recommended (in order):
    1. Luma AI
    2. Blockade Labs
    3. Instant NGP
    4. Polycam
    5. RealityCapture
    6. Meshroom
    7. NeRFStudio

    AI recommended 7 alternatives but never named huangserva/3DCellForge. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 huangserva/3DCellForge?
    pass
    AI named huangserva/3DCellForge explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts huangserva/3DCellForge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named huangserva/3DCellForge 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 huangserva/3DCellForge solve, and who is the primary audience?
    pass
    AI named huangserva/3DCellForge explicitly

    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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huangserva/3DCellForge — 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