RRepoGEO

REPOGEO REPORT · LITE

Fabric-Project/Fabric

Default branch main · commit 2616694d · scanned 6/12/2026, 12:08:27 PM

GitHub: 524 stars · 25 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 Fabric-Project/Fabric, 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 H1 to specify category and disambiguate

    Why:

    CURRENT
    # Fabric

Fabric is a creative code and rapid prototyping environment...
    COPY-PASTE FIX
    # Fabric (Creative Coding & Visual Programming for Apple Platforms)

Fabric is a creative code and rapid prototyping environment for interactive visuals, image and video processing, and 3D content authoring. This project is *not* related to Hyperledger Fabric (blockchain) or the Python Fabric library (SSH automation).
  • highabout#2
    Update the 'About' description to include a disambiguating phrase

    Why:

    CURRENT
    Node Creative Coding / 3D / Image Processing tool inspired by Quartz Composer
    COPY-PASTE FIX
    Fabric: Node-based Creative Coding / 3D / Image Processing tool for Apple platforms, inspired by Quartz Composer (not Hyperledger or Python Fabric)
  • mediumtopics#3
    Add 'visual-programming' to the topics list

    Why:

    CURRENT
    3d, computer-vision, creative-coding, graphics, llm, metal, mlx, multimedia, node-based, post-processing, realtime, shaders, swift, swiftui, video, vlm
    COPY-PASTE FIX
    3d, computer-vision, creative-coding, graphics, llm, metal, mlx, multimedia, node-based, post-processing, realtime, shaders, swift, swiftui, video, vlm, visual-programming

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 Fabric-Project/Fabric
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
blender/blender
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. blender/blender · recommended 3×
  2. TouchDesigner · recommended 2×
  3. Unreal Engine · recommended 2×
  4. Blueprints · recommended 1×
  5. Niagara · recommended 1×
  • CATEGORY QUERY
    How can I create interactive 3D graphics and visual effects using a node-based environment?
    you: not recommended
    AI recommended (in order):
    1. TouchDesigner
    2. Unreal Engine
    3. Blueprints
    4. Niagara
    5. Material Editor
    6. Unity
    7. Visual Scripting
    8. Shader Graph
    9. VFX Graph
    10. Blender (blender/blender)
    11. Geometry Nodes (blender/blender)
    12. Shader Nodes (blender/blender)
    13. Notch
    14. Natron (NatronGitHub/Natron)
    15. OpenFX plugins

    AI recommended 15 alternatives but never named Fabric-Project/Fabric. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are modern alternatives to Quartz Composer for real-time visual programming on Apple platforms?
    you: not recommended
    AI recommended (in order):
    1. VDMX
    2. TouchDesigner
    3. Isadora
    4. Resolume Arena/Avenue
    5. Max/MSP/Jitter
    6. Unreal Engine

    AI recommended 6 alternatives but never named Fabric-Project/Fabric. 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 Fabric-Project/Fabric?
    pass
    AI named Fabric-Project/Fabric explicitly

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

  • If a team adopts Fabric-Project/Fabric in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Fabric-Project/Fabric 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 Fabric-Project/Fabric solve, and who is the primary audience?
    pass
    AI named Fabric-Project/Fabric 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite