REPOGEO REPORT · LITE

yawiii/ComfyUI-Prompt-Assistant

Default branch main · commit e0587e6d · scanned 5/12/2026, 8:07:03 PM

GitHub: 1,891 stars · 92 forks

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

Add a concise LLM-focused tagline to the README's opening

Why:

CURRENT

<h1 align="center">ComfyUI Prompt Assistant✨提示词小助手V2.0</h1>

<a href="https://space.bilibili.com/520680644"></a>
<a href="https://data.xflow.cc/wechat.png"></a>
<a href="https://ycn58r88iss5.feishu.cn/share/base/form/shrcnJ1AzbUJCynW9qrNJ2zPugy"></a>

</div>

<div align="center">

[简体中文](README.md) | [English](README.en.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Русский](README.ru.md) | [繁體中文](README.zh-TW.md)

</div>

<h4 align="center">🎉🎉全新版本的提示词小助手上线啦！功能更强，响应速度更快！适配ComfyUI node2.0！🎉🎉</h4>

COPY-PASTE FIX

<h1 align="center">ComfyUI Prompt Assistant✨提示词小助手V2.0</h1>
<p align="center"><b>Your all-in-one ComfyUI plugin for AI-powered prompt translation, expansion, and image/video reverse prompting via LLMs like Gemini, Ollama, and Zhipu.</b></p>

<a href="https://space.bilibili.com/520680644"></a>
<a href="https://data.xflow.cc/wechat.png"></a>
<a href="https://ycn58r88iss5.feishu.cn/share/base/form/shrcnJ1AzbUJCynW9qrNJ2zPugy"></a>

</div>

<div align="center">

[简体中文](README.md) | [English](README.en.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Русский](README.ru.md) | [繁體中文](README.zh-TW.md)

</div>

<h4 align="center">🎉🎉全新版本的提示词小助手上线啦！功能更强，响应速度更快！适配ComfyUI node2.0！🎉🎉</h4>

mediumtopics#2

Expand topics with LLM/AI keywords

Why:

CURRENT

comfyui, expand, prompt, tags, translate

COPY-PASTE FIX

comfyui, prompt-assistant, llm, ai-tools, prompt-engineering, image-to-prompt, translation, expansion, ollama, vlm

mediumreadme#3

Explicitly state the core differentiator in the README

Why:

COPY-PASTE FIX

Add a sentence or short paragraph in the "Features" or "Why Choose This?" section, such as: "Unlike basic prompt expansion tools, ComfyUI Prompt Assistant stands out by integrating directly with major LLM/VLM APIs (Zhipu, Gemini, Ollama, Baidu) to provide a comprehensive suite of AI-powered features including intelligent translation, advanced expansion, and robust image/video reverse prompting, making it a truly all-in-one solution for prompt management within ComfyUI."

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

Of all named tools, what % are you?

Top rival

ComfyUI-Prompt-Expansion-Nodes

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

ComfyUI-Prompt-Expansion-Nodes · recommended 1×
ComfyUI-LLaVA-Nodes · recommended 1×
ComfyUI-Custom-Nodes-AlekPet · recommended 1×
ComfyUI-Bmad-Nodes · recommended 1×
ComfyUI-Impact-Pack · recommended 1×

CATEGORY QUERY
Looking for a ComfyUI plugin to translate, expand, and optimize text prompts using AI.
you: not recommended
AI recommended (in order):
1. ComfyUI-Prompt-Expansion-Nodes
2. ComfyUI-LLaVA-Nodes
3. ComfyUI-Custom-Nodes-AlekPet
4. ComfyUI-Bmad-Nodes
5. ComfyUI-Impact-Pack
6. ComfyUI-Prompt-Magic
AI recommended 6 alternatives but never named yawiii/ComfyUI-Prompt-Assistant. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I get AI assistance for reverse image prompting and managing prompt history in ComfyUI?
you: not recommended
AI recommended (in order):
1. ComfyUI-Image-To-Prompt
AI recommended 1 alternative 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.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/yawiii/ComfyUI-Prompt-Assistant.svg)](https://repogeo.com/en/r/yawiii/ComfyUI-Prompt-Assistant)

HTML

<a href="https://repogeo.com/en/r/yawiii/ComfyUI-Prompt-Assistant"><img src="https://repogeo.com/badge/yawiii/ComfyUI-Prompt-Assistant.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

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