RRepoGEO

REPOGEO REPORT · LITE

benrugg/AI-Render

Default branch main · commit a1e4a915 · scanned 5/13/2026, 9:41:29 AM

GitHub: 1,206 stars · 93 forks

AI VISIBILITY SCORE
28 /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
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 benrugg/AI-Render, 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 highlight unique Blender integration

    Why:

    CURRENT
    # AI Render - Stable Diffusion in Blender

Render with Stable Diffusion in Blender. This add-on renders an AI generated image based on a text prompt and your scene.
    COPY-PASTE FIX
    # AI Render - Stable Diffusion in Blender

AI Render is the leading Blender add-on for seamlessly integrating Stable Diffusion directly into your 3D workflow. Generate incredible AI images using your Blender scene's context—camera, depth, normals, and masks—as powerful control inputs, all without leaving your familiar 3D environment.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the primary project URL (e.g., Blender Market page, Gumroad link, or a dedicated project website) to the repository's 'Homepage' field in GitHub settings.
  • mediumtopics#3
    Expand repository topics for greater specificity in 3D/Blender context

    Why:

    CURRENT
    ai, blender-addon, stable-diffusion
    COPY-PASTE FIX
    ai, blender-addon, stable-diffusion, 3d-rendering, generative-ai, image-generation, creative-tools, computer-graphics

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 benrugg/AI-Render
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. Midjourney · recommended 2×
  3. RunwayML · recommended 2×
  4. Leonardo.Ai · recommended 2×
  5. ComfyUI · recommended 2×
  • CATEGORY QUERY
    How can I integrate AI image generation directly into my 3D animation software?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Krita AI Diffusion
    3. Blender AI Addon
    4. Photoshop Stable Diffusion Plugin
    5. Midjourney
    6. Adobe Firefly
    7. RunwayML
    8. Gen-1
    9. Gen-2
    10. Leonardo.Ai
    11. ComfyUI

    AI recommended 11 alternatives but never named benrugg/AI-Render. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a method to create AI-powered rendered images from 3D models using text prompts.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. ControlNet
    3. IP-Adapter
    4. Automatic1111's Stable Diffusion web UI
    5. ComfyUI
    6. Midjourney
    7. Blender
    8. Dream Textures
    9. Blender Stable Diffusion
    10. Kaedim
    11. RunwayML
    12. Leonardo.Ai

    AI recommended 12 alternatives but never named benrugg/AI-Render. 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 benrugg/AI-Render?
    pass
    AI did not name benrugg/AI-Render — 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?

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

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

Embed your GEO score

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benrugg/AI-Render — 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