📦 Anomalous Model Browser

A blazing fast, zero-dependency model browser and Civitai scraper for ComfyUI.

English | 中文

🇬🇧 English

🌟 Why Anomalous Model Browser?

In the rapidly evolving landscape of AI art tools, legacy plugins have become bloated. They introduce heavy frameworks like Svelte and complex npm dependency chains just to render a UI, leading to complicated installations and environment conflicts.

Anomalous Model Browser was born out of an extreme pursuit of minimalism and high performance:

True Zero Dependencies: We completely abandoned Node.js, Webpack, Vue/React/Svelte, and other heavy frontend tools. The entire extension is written in pure Native Python + Vanilla JS!
Unmatched Performance: With a total codebase of under 35KB, it delivers a much smoother experience. No background polling loops, no memory leaks—just plug and play with millisecond response times.
Smart Association & Synchronization: Say goodbye to complex database building. It smartly and seamlessly associates your .safetensors files with their corresponding .info descriptions and .png/.mp4 previews purely through file naming.

✨ Core Features

🌳 Smart Tree View & Infinite Collapse
- Automatically reads ComfyUI's physical hard drive mappings (including extra_model_paths.yaml).
- Perfectly supports deep subfolders for Checkpoints, Loras, UNet, Diffusion_Models, etc.
- Infinite subfolder collapsing allows you to hide cluttered categories with a single click, keeping your interface incredibly clean.
🕵️‍♂️ Floating Quick-Access Button with Drag Memory
- Provides a minimalist, draggable 📦 floating button globally. Click to open anytime, close when done.
- Features local "Drag Memory" (using LocalStorage)—it remembers its exact coordinates across browser refreshes and never blocks your workflow nodes.
📋 Rich Detail Panel & Clipboard Integration
- Native Markdown Rendering: Perfectly displays rich text fetched from Civitai.
- Immersive Full-Panel Scroll: The entire detail panel scrolls seamlessly, automatically hiding headers to maximize reading space for model descriptions.
- Base Model Badges: The grid view automatically displays glowing Base Model badges (e.g., SDXL, SD 1.5) on the corners of model cards.
- One-Click Trigger Words: Click any individual trained word to instantly copy it, or use the "Copy All" button to copy everything!
- One-Click Cleaner: A dedicated 🗑️ Delete button that not only deletes the model file but also hunts down and deletes associated images and .info files.
🤖 Smart Media Civitai Scraper (Multi-Threaded Daemon)
- Forget messy CMD windows! Paste your Civitai API Key in the UI (safely saved to both local server config and browser cache).
- Click Scan Folder to silently launch a background daemon thread that computes SHA256, fetches metadata, and automatically renames your local .safetensors files to a clean format.
- Smart Content-Type Detection: The new scraper engine dynamically parses HTTP network headers. If a Civitai preview is a video, it perfectly saves it as an .mp4 or .webm file rather than a corrupted PNG.
- Energy-Saving Previews: Video previews only play on mouse hover!

📥 Installation

Say goodbye to pip install and npm install!

Navigate to your ComfyUI custom nodes directory:
```
cd ComfyUI/custom_nodes
```

Clone this repository:

git clone https://github.com/DemonGatanjieu/Anomalous_Model_Browser.git Anomalous_Model_Browser

Restart ComfyUI. You will see the 📦 button in the bottom right corner—installation complete!

🇨🇳 中文说明

🌟 为什么选择 Anomalous Model Browser？

在 AI 绘画工具极速迭代的今天，旧时代的插件已经显得有些臃肿。为了实现复杂的界面，往往引入庞大的框架和繁琐的 npm 依赖链，不仅让安装变得复杂，还容易引发各种环境冲突。

Anomalous Model Browser 诞生于对“极简主义”和“高性能”的极致追求：

真正的零依赖：我们彻底抛弃了 Node.js、Webpack、Vue/React 等重型武器。全端采用最纯粹的 原生 Python + Vanilla JS 编写！
降维打击的性能：不到 35KB 的总代码量，实现了极度丝滑的体验。没有内存泄漏，即插即用，毫秒级响应。
智能级联关联机制：不再需要复杂的数据库，直接通过底层文件名映射，无缝关联 .safetensors 与其对应的 .info 描述及动态预览媒体。

✨ 核心特性

🌳 智能自动层级映射 & 树状折叠
- 自动读取 ComfyUI 的物理硬盘映射（包含 extra_model_paths.yaml）。
- 完美支持 Checkpoints、Loras、UNet、Diffusion_Models 等深层子文件夹。
- 子文件夹无限折叠，一键收起冗杂的分类，界面清爽无比。
🕵️‍♂️ 隐形式悬浮交互与“拖拽记忆”
- 全局提供一个极简可拖拽的 📦 悬浮按钮，随时点开，用完即关。
- 拥有浏览器级“拖拽记忆”功能，刷新页面后按钮依然留在你设定的坐标，绝不遮挡工作流节点。
📋 沉浸式详情页与剪贴板神器
- 全局滑动沉浸空间：向下滚动时自动隐藏顶部面板，把 100% 的视觉空间让给模型介绍。
- 底模高亮角标：网格视图中，卡片封面会自动贴上 SDXL / SD 1.5 等专属发光底模标签，一目了然。
- 闪电触发词：点击任意 Trained Word 闪亮复制，或者点击【复制全部】一键打包。
- 一键清道夫：专属的 🗑️ Delete 按钮，不仅删除模型本体，还会顺藤摸瓜清理残余的 .mp4 和 .info。
🤖 全格式动态刮削引擎 (后台多线程守护)
- 全局双端持久化保存 Civitai API Key，一键静默扫描本文件夹。
- 真正的独立后台多线程，计算海量 7GB 模型 SHA256 时前端 UI 完全不卡顿。
- 全媒体探测雷达：不仅能抓图片，遇到新世代模型的 .mp4 / .webm 视频封面，爬虫会根据 Content-Type 报文头精准保存对应的视频格式，彻底告别“损坏的图片”。
- 节能渲染：视频只在鼠标悬浮时播放，杜绝显卡资源浪费！

📥 极简安装说明

告别 pip install 和 npm install！

进入你的 ComfyUI 自定义节点目录：
```
cd ComfyUI/custom_nodes
```

将本仓库克隆（或直接拖入）该目录中：

git clone https://github.com/DemonGatanjieu/Anomalous_Model_Browser.git Anomalous_Model_Browser

彻底重启 ComfyUI，在网页右下角看到 📦 按钮，即代表安装成功！

📜 License

MIT License

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