RRepoGEO

REPOGEO REPORT · LITE

yawiii/ComfyUI-Prompt-Assistant

Default branch main · commit e0587e6d · scanned 6/23/2026, 4:52:08 AM

GitHub: 2,035 stars · 102 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 yawiii/ComfyUI-Prompt-Assistant, 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
    Strengthen the README's opening value proposition

    Why:

    COPY-PASTE FIX
    ComfyUI Prompt Assistant is an all-in-one, LLM-powered toolkit for ComfyUI, enabling prompt translation, expansion, image/video reverse prompting, and preset management directly within your workflow.
  • hightopics#2
    Expand repository topics with specific keywords

    Why:

    CURRENT
    comfyui, expand, prompt, tags, translate
    COPY-PASTE FIX
    comfyui, comfyui-plugin, llm, vlm, prompt-engineering, image-to-prompt, video-to-prompt, prompt-translation, prompt-expansion, preset-management, ollama
  • mediumreadme#3
    Refine repository description to highlight all-in-one LLM integration

    Why:

    CURRENT
    The Prompt Assistant enables one-click access to LLMs/VLMs for prompt translation, expansion, and image captioning. It also supports one-click preset insertion and historical prompt search.
    COPY-PASTE FIX
    ComfyUI Prompt Assistant is an all-in-one plugin providing one-click access to various LLMs/VLMs (Zhipu, SiliconFlow, Gemini, local Ollama, Baidu, etc.) for comprehensive prompt engineering tasks: translation, expansion, image/video reverse prompting, and preset management. It's a powerful, multi-functional toolkit for ComfyUI users.

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 yawiii/ComfyUI-Prompt-Assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI-Manager
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI-Manager · recommended 2×
  2. ComfyUI-Custom-Scripts · recommended 2×
  3. ComfyUI-LLaVA-Nodes / ComfyUI-Image-Captioning · recommended 1×
  4. ComfyUI-DeepL-Translate · recommended 1×
  5. ComfyUI-GoogleTranslate-Nodes · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI models to translate and expand prompts within ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager
    2. ComfyUI-LLaVA-Nodes / ComfyUI-Image-Captioning
    3. ComfyUI-DeepL-Translate
    4. ComfyUI-GoogleTranslate-Nodes
    5. ComfyUI-Custom-Scripts
    6. ComfyUI-Impact-Pack
    7. ComfyUI-Prompt-Stylers

    AI recommended 7 alternatives but never named yawiii/ComfyUI-Prompt-Assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a ComfyUI plugin to reverse engineer images into prompts and manage presets.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Image-To-Prompt-and-Preset-Manager
    2. ComfyUI-Custom-Scripts
    3. ComfyUI-Manager
    4. ComfyUI-CLIP-Interrogator
    5. ComfyUI-Workflow-Manager

    AI recommended 5 alternatives but never named yawiii/ComfyUI-Prompt-Assistant. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 yawiii/ComfyUI-Prompt-Assistant?
    pass
    AI did not name yawiii/ComfyUI-Prompt-Assistant — 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 yawiii/ComfyUI-Prompt-Assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yawiii/ComfyUI-Prompt-Assistant 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 yawiii/ComfyUI-Prompt-Assistant solve, and who is the primary audience?
    pass
    AI named yawiii/ComfyUI-Prompt-Assistant 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 yawiii/ComfyUI-Prompt-Assistant. 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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yawiii/ComfyUI-Prompt-Assistant — 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