RRepoGEO

REPOGEO REPORT · LITE

Acly/comfyui-tooling-nodes

Default branch main · commit d8267509 · scanned 6/5/2026, 3:27:51 PM

GitHub: 660 stars · 83 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 Acly/comfyui-tooling-nodes, 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
    Clarify README opening to emphasize custom node pack and integration benefits

    Why:

    CURRENT
    Provides nodes and API geared towards using ComfyUI as a backend for external tools.
    COPY-PASTE FIX
    This custom node pack for ComfyUI provides specialized nodes and API extensions to seamlessly integrate ComfyUI as a robust backend for external applications. It enables direct image exchange and workflow control, bypassing traditional filesystem I/O, offering a superior alternative to generic IPC solutions for ComfyUI automation.
  • hightopics#2
    Expand topics to include specific ComfyUI integration and communication terms

    Why:

    CURRENT
    comfyui, stable-diffusion
    COPY-PASTE FIX
    comfyui, stable-diffusion, comfyui-nodes, comfyui-api, backend-integration, websocket, inter-process-communication
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Acly/comfyui-tooling-nodes

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 Acly/comfyui-tooling-nodes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI API · recommended 2×
  2. multiprocessing.shared_memory · recommended 1×
  3. pyarrow.plasma · recommended 1×
  4. Redis · recommended 1×
  5. ZeroMQ · recommended 1×
  • CATEGORY QUERY
    How to streamline image exchange between external tools and ComfyUI without disk I/O?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI API
    2. multiprocessing.shared_memory
    3. pyarrow.plasma
    4. Redis
    5. ZeroMQ
    6. RabbitMQ
    7. Kafka

    AI recommended 7 alternatives but never named Acly/comfyui-tooling-nodes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to programmatically send and receive images from ComfyUI workflows.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI API
    2. ComfyUI-Client (comfyanonymous/ComfyUI-client)
    3. ComfyUI Manager (ltdrdata/ComfyUI-Manager)
    4. WebSocket API
    5. Custom HTTP Server

    AI recommended 5 alternatives but never named Acly/comfyui-tooling-nodes. 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 Acly/comfyui-tooling-nodes?
    pass
    AI did not name Acly/comfyui-tooling-nodes — 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 Acly/comfyui-tooling-nodes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Acly/comfyui-tooling-nodes 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 Acly/comfyui-tooling-nodes solve, and who is the primary audience?
    pass
    AI named Acly/comfyui-tooling-nodes explicitly

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

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Acly/comfyui-tooling-nodes — 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