RRepoGEO

REPOGEO REPORT · LITE

storyicon/comfyui_segment_anything

Default branch main · commit ab639559 · scanned 5/13/2026, 6:56:06 AM

GitHub: 1,103 stars · 109 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 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 README H1 and opening paragraph to state core function first

    Why:

    CURRENT
    # ComfyUI Segment Anything

This project is a ComfyUI version of `https://github.com/continue-revolution/sd-webui-segment-anything`. At present, only the most core functionalities have been implemented. I would like to express my gratitude to continue-revolution for their preceding work on which this is based.
    COPY-PASTE FIX
    # ComfyUI Segment Anything: Text-Prompted Image Segmentation Node

This custom node integrates GroundingDino and the Segment Anything Model (SAM) into ComfyUI, enabling users to segment any object in an image using semantic text prompts. It is a ComfyUI version of `sd-webui-segment-anything`, building upon that work to provide core functionalities within ComfyUI.
  • mediumabout#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/storyicon/comfyui_segment_anything
  • lowtopics#3
    Expand repository topics with more specific segmentation keywords

    Why:

    CURRENT
    comfyui, custom-nodes, groundingdino, sam, segment-anything, stable-diffusion
    COPY-PASTE FIX
    comfyui, custom-nodes, groundingdino, sam, segment-anything, stable-diffusion, semantic-segmentation, ai-segmentation

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
0%
Of all named tools, what % are you?
Top rival
ComfyUI_UltimateSDUpscale
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI_UltimateSDUpscale · recommended 2×
  2. Segment Anything Model (SAM) · recommended 1×
  3. Grounding DINO · recommended 1×
  4. Impact Pack · recommended 1×
  5. ComfyUI-SAM-inpainting · recommended 1×
  • CATEGORY QUERY
    How to segment specific objects in images using text prompts within ComfyUI workflows?
    you: not recommended
    AI recommended (in order):
    1. Segment Anything Model (SAM)
    2. Grounding DINO
    3. Impact Pack
    4. ComfyUI-SAM-inpainting
    5. ComfyUI_UltimateSDUpscale
    6. ComfyUI-Image-Segmentation
    7. ComfyUI-Custom-Scripts

    AI recommended 7 alternatives but never named storyicon/comfyui_segment_anything. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a ComfyUI custom node for AI-driven image segmentation based on text descriptions.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Impact-Pack
    2. ComfyUI_UltimateSDUpscale
    3. ComfyUI-SAM-Loader
    4. ComfyUI-GroundingDINO
    5. ComfyUI-YoloWorld

    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 did not name storyicon/comfyui_segment_anything — 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?

Embed your GEO score

Drop this badge into the README of storyicon/comfyui_segment_anything. 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)
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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