REPOGEO REPORT · LITE

benrugg/AI-Render

Default branch main · commit a1e4a915 · scanned 6/23/2026, 8:36:44 PM

GitHub: 1,212 stars · 93 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

59 /100

Needs work

Category recall

1 / 2

Avg rank #4.0 when recommended

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 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

hightopics#1
Add animation-related topics to improve recall for animation queries
Why:
CURRENT
```
ai, blender-addon, stable-diffusion
```
COPY-PASTE FIX
```
ai, blender-addon, stable-diffusion, animation, 3d-animation, ai-animation
```
mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://blendermarket.com/products/ai-render
```

lowreadme#3

Enhance the README's animation section to explicitly mention 'text prompts in 3D software'

Why:

CURRENT

You can render animations with AI Render, with all of Blender's animation tools, as well the ability to animate Stable Diffusion settings and even prompt text!

COPY-PASTE FIX

You can render animations with AI Render, leveraging all of Blender's animation tools. This includes the ability to animate Stable Diffusion settings and even prompt text directly within your 3D scene, enabling dynamic AI-generated sequences.

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

1 / 2

50% of queries surface benrugg/AI-Render

Avg rank

#4.0

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Blender

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Blender · recommended 2×
Stable Diffusion · recommended 2×
ControlNet · recommended 2×
AUTOMATIC1111/stable-diffusion-webui · recommended 2×
carson-katri/dream-textures · recommended 1×

CATEGORY QUERY
How to use AI to generate images directly within a 3D modeling environment?
you: #4
AI recommended (in order):
1. Blender
2. Stable Diffusion
3. Dream Textures (carson-katri/dream-textures)
4. AI Render (benrugg/AI-Render) ← you
5. Unreal Engine
6. ControlNet
7. Unreal Engine Stable Diffusion Plugin (AetherEngine/Unreal-Engine-Stable-Diffusion-Plugin)
8. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
9. Substance 3D Painter
10. Substance 3D Designer
11. Adobe Firefly
12. Houdini
13. SideFX Labs
14. ZBrush
15. GoZ
16. Photoshop
17. Stable Diffusion for Photoshop
18. Alpaca (alpaca-ai/alpaca-photoshop)
Show full AI answer
CATEGORY QUERY
What tools allow animating AI-generated images from text prompts in 3D software?
you: not recommended
AI recommended (in order):
1. RunwayML
2. Stable Diffusion
3. Automatic1111 web UI (AUTOMATIC1111/stable-diffusion-webui)
4. Google Colab
5. ControlNet
6. Deforum
7. Blender
8. Cinema 4D
9. Midjourney
10. Adobe After Effects
11. Foundry Nuke
12. Maya
13. 3ds Max
14. Pika Labs
15. Krea AI
16. EbSynth
AI recommended 16 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 named benrugg/AI-Render explicitly
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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/benrugg/AI-Render.svg)](https://repogeo.com/en/r/benrugg/AI-Render)

HTML

<a href="https://repogeo.com/en/r/benrugg/AI-Render"><img src="https://repogeo.com/badge/benrugg/AI-Render.svg" alt="RepoGEO" /></a>

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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