REPOGEO REPORT · LITE

storyicon/comfyui_segment_anything

Default branch main · commit ab639559 · scanned 6/23/2026, 2:47:43 PM

GitHub: 1,110 stars · 110 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 storyicon/comfyui_segment_anything, 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's opening to state core functionality first

Why:

CURRENT

# ComfyUI Segment Anything

This project is a ComfyUI version of `https://github.com/continue-revolution/sd-webui-segment-anything`.

COPY-PASTE FIX

# ComfyUI Segment Anything

This ComfyUI custom node integrates GroundingDino and SAM, enabling users to segment any element in an image using semantic text prompts. It is a ComfyUI version of `sd-webui-segment-anything`, ensuring consistent output.

highhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/storyicon/comfyui_segment_anything
```

mediumreadme#3

Add a 'Key Features' section to explicitly list capabilities

Why:

COPY-PASTE FIX

## Key Features

*   **Semantic Segmentation:** Segment any object in an image using natural language text prompts.
*   **GroundingDino & SAM Integration:** Leverages powerful models for accurate and flexible segmentation.
*   **ComfyUI Native:** Seamlessly integrates as a custom node within your ComfyUI workflows.
*   **Consistent Output:** Designed to provide outputs consistent with `sd-webui-segment-anything`.

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 storyicon/comfyui_segment_anything

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ComfyUI-Impact-Pack

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ComfyUI-Impact-Pack · recommended 2×
ComfyUI_IPAdapter_plus · recommended 2×
ComfyUI-Image-Segmentation · recommended 2×
Segment Anything Model (SAM) · recommended 1×
Grounding DINO · recommended 1×

CATEGORY QUERY
How to segment specific objects in an image using text prompts in ComfyUI?
you: not recommended
AI recommended (in order):
1. Segment Anything Model (SAM)
2. Grounding DINO
3. ComfyUI-Impact-Pack
4. ComfyUI_IPAdapter_plus
5. ComfyUI-Image-Segmentation
6. YOLO-World
7. ComfyUI-YoloWorld-Segment
8. OWL-ViT
AI recommended 8 alternatives but never named storyicon/comfyui_segment_anything. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a ComfyUI solution to perform semantic image segmentation with GroundingDino and SAM.
you: not recommended
AI recommended (in order):
1. ComfyUI-Impact-Pack
2. ComfyUI-SAM-Loader
3. ComfyUI_IPAdapter_plus
4. ComfyUI-Image-Segmentation
5. ComfyUI-Custom-Nodes-AlekPet
AI recommended 5 alternatives but never named storyicon/comfyui_segment_anything. 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 storyicon/comfyui_segment_anything?
pass
AI named storyicon/comfyui_segment_anything explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts storyicon/comfyui_segment_anything in production, what risks or prerequisites should they evaluate first?
pass
AI named storyicon/comfyui_segment_anything 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 storyicon/comfyui_segment_anything solve, and who is the primary audience?
pass
AI named storyicon/comfyui_segment_anything 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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/storyicon/comfyui_segment_anything.svg)](https://repogeo.com/en/r/storyicon/comfyui_segment_anything)

HTML

<a href="https://repogeo.com/en/r/storyicon/comfyui_segment_anything"><img src="https://repogeo.com/badge/storyicon/comfyui_segment_anything.svg" alt="RepoGEO" /></a>

Pro

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storyicon/comfyui_segment_anything — 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