REPOGEO REPORT · LITE

ltdrdata/ComfyUI-Impact-Pack

Default branch Main · commit 429d0159 · scanned 6/26/2026, 3:07:28 AM

GitHub: 3,191 stars · 383 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 ltdrdata/ComfyUI-Impact-Pack, 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 relevant topics

Why:

COPY-PASTE FIX

comfyui, comfyui-nodes, stable-diffusion, image-enhancement, ai-workflow, computer-vision, image-upscaling, object-detection

highreadme#2

Strengthen README's opening to emphasize ComfyUI ecosystem and advanced workflow integration

Why:

CURRENT

**Custom node pack for ComfyUI**
This node pack helps to conveniently enhance images through Detector, Detailer, Upscaler, Pipe, and more.

COPY-PASTE FIX

ComfyUI-Impact-Pack is an advanced custom node pack designed to significantly enhance and streamline complex image generation and processing workflows within ComfyUI. It provides a comprehensive suite of powerful nodes for precise image manipulation, including advanced detection, detailing, upscaling, and flexible piping, specifically tailored for experienced ComfyUI users.

mediumhomepage#3
Add a homepage URL
Why:
COPY-PASTE FIX
```
https://github.com/ltdrdata/ComfyUI-Impact-Pack
```

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 ltdrdata/ComfyUI-Impact-Pack

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Topaz Photo AI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Topaz Photo AI · recommended 1×
Upscayl · recommended 1×
Magnific AI · recommended 1×
Stable Diffusion · recommended 1×
ControlNet · recommended 1×

CATEGORY QUERY
How can I enhance AI-generated images with better detail, detection, and upscaling capabilities?
you: not recommended
AI recommended (in order):
1. Topaz Photo AI
2. Upscayl
3. Magnific AI
4. Stable Diffusion
5. ControlNet
6. SD Upscale
7. Ultimate SD Upscale
8. 4x-UltraSharp
9. 8x_NMKD-Superscale_150000_G
10. Automatic1111's web UI
11. Gigapixel AI
12. Adobe Photoshop
13. Neural Filters
14. Generative Fill
15. Real-ESRGAN
AI recommended 15 alternatives but never named ltdrdata/ComfyUI-Impact-Pack. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What extensions are available for advanced image processing within a visual AI workflow?
you: not recommended
AI recommended (in order):
1. OpenCV
2. Pillow
3. scikit-image
4. tf.image
5. PyTorch torchvision.transforms
6. Keras Preprocessing Layers
7. Albumentations
AI recommended 7 alternatives but never named ltdrdata/ComfyUI-Impact-Pack. 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 ltdrdata/ComfyUI-Impact-Pack?
pass
AI did not name ltdrdata/ComfyUI-Impact-Pack — 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 ltdrdata/ComfyUI-Impact-Pack in production, what risks or prerequisites should they evaluate first?
pass
AI named ltdrdata/ComfyUI-Impact-Pack 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 ltdrdata/ComfyUI-Impact-Pack solve, and who is the primary audience?
pass
AI named ltdrdata/ComfyUI-Impact-Pack 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 ltdrdata/ComfyUI-Impact-Pack. 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)

[![RepoGEO](https://repogeo.com/badge/ltdrdata/ComfyUI-Impact-Pack.svg)](https://repogeo.com/en/r/ltdrdata/ComfyUI-Impact-Pack)

HTML

<a href="https://repogeo.com/en/r/ltdrdata/ComfyUI-Impact-Pack"><img src="https://repogeo.com/badge/ltdrdata/ComfyUI-Impact-Pack.svg" alt="RepoGEO" /></a>

Pro

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ltdrdata/ComfyUI-Impact-Pack — 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