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lnkosadmin
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LICENSE
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21
LICENSE
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MIT License
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Copyright (c) 2025 lnkos
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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248
README.md
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248
README.md
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# Local Stable Diffusion MCP
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一个基于本地Stable Diffusion WebUI的MCP（Model Context Protocol）服务器，提供AI图片生成功能，支持透明背景图片生成。
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## 🎨 功能特性
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- **文本生成图片**：支持多种风格和参数设置
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- **透明背景生成**：专门的透明背景图片生成功能
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- **图生图功能**：基于现有图片生成新图片
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- **多种采样器**：Euler a、DPM++ 2M、DPM++ SDE等
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- **预设风格模板**：动漫角色、写实肖像、幻想艺术、现代风格
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- **智能提示词优化**：自动生成高质量提示词
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## 🚀 快速开始
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### 1. 环境要求
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- Python 3.8+
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- Stable Diffusion WebUI（已安装并运行）
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- MCP客户端（Claude Desktop、Cursor等）
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### 2. 安装依赖
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```bash
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pip install -r requirements.txt
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```
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### 3. 配置MCP服务器
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#### 配置文件示例（`config.json`）
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```json
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{
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"sd_webui_url": "http://127.0.0.1:7860",
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"models_path": "<YOUR_SD_MODELS_PATH>",
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"default_model": "<YOUR_DEFAULT_MODEL>",
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"output_path": "./output",
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"max_retries": 3,
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"timeout": 60
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}
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```
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### 4. 启动MCP服务器
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```bash
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python server.py
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```
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## 🛠️ 在各种AI编辑器中配置MCP
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### Trae&Trae CN
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```
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{
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"mcpServers": {
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"local_stable_diffusion_mcp": {
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"command": "python",
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"args": [
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"<YOUR_PROJECT_PATH>\\server.py"
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]
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}
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}
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}
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```
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### Claude Desktop
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1. 打开Claude Desktop设置
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2. 找到MCP配置选项
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3. 添加新的MCP服务器：
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```json
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{
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"mcpServers": {
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"local-stable-diffusion": {
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"command": "python",
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"args": ["<YOUR_PROJECT_PATH>/server.py"],
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"env": {
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"PYTHONPATH": "<YOUR_PROJECT_PATH>"
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}
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}
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}
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}
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```
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### Cursor
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1. 打开Cursor设置（Settings）
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2. 搜索"MCP"或"Model Context Protocol"
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3. 在MCP配置中添加：
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```json
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{
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"servers": {
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"local-stable-diffusion": {
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"command": "python",
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"args": ["<YOUR_PROJECT_PATH>/server.py"],
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"cwd": "<YOUR_PROJECT_PATH>"
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}
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}
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}
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```
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### VS Code + Continue插件
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1. 安装Continue插件
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2. 打开`.continue/config.json`
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3. 添加MCP服务器配置：
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```json
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{
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"models": [
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{
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"title": "Local Stable Diffusion MCP",
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"provider": "mcp",
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"server": {
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"command": "python",
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"args": ["server.py"],
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"cwd": "<YOUR_PROJECT_PATH>"
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}
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}
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]
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}
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```
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### Windsurf
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1. 打开Windsurf设置
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2. 导航到MCP配置
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3. 添加服务器配置：
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```json
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{
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"mcpServers": {
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"stable-diffusion": {
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"command": "python",
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"args": ["<YOUR_PROJECT_PATH>/server.py"],
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"env": {
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"MCP_CONFIG_PATH": "<YOUR_PROJECT_PATH>/config.json"
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}
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}
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}
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}
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```
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## 🎨 使用示例
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### 生成透明背景图片
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```python
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# 生成透明背景的动漫角色
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generate_transparent_image(
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prompt="beautiful anime girl, long silver hair, detailed eyes, school uniform",
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output_path="./transparent_character.png",
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width=512,
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height=768,
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style="anime_character"
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)
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```
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### 图生图功能
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```python
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# 基于现有图片生成新图片
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generate_image_img2img(
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input_image_path="./input.jpg",
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prompt="beautiful anime style, detailed eyes, masterpiece",
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output_path="./output.png",
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denoising_strength=0.75
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)
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```
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## ⚙️ 参数说明
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### 基础参数
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| 参数 | 说明 | 默认值 | 范围 |
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|------|------|--------|------|
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| `width` | 图片宽度 | 512 | 64-2048 |
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| `height` | 图片高度 | 512 | 64-2048 |
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| `steps` | 生成步数 | 20 | 1-150 |
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| `cfg_scale` | CFG引导强度 | 7.5 | 1-30 |
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| `sampler` | 采样器 | "Euler a" | 多种可选 |
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### 风格模板
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- `none`：无特定风格
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- `anime_character`：动漫角色风格
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- `realistic_portrait`：写实肖像风格
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- `fantasy_art`：幻想艺术风格
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- `modern_style`：现代风格
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### 采样器推荐
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- **快速生成**：Euler a
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- **平衡质量**：DPM++ 2M
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- **高质量**：DPM++ SDE
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## 💡 使用技巧
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### 透明背景生成技巧
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1. **使用专门的透明背景功能**：使用`generate_transparent_image`而不是普通生成功能
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2. **选择合适的提示词**：包含"transparent background", "no background", "isolated object"
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3. **避免背景相关词汇**：如"background", "scene", "landscape"
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4. **使用适当的风格模板**：根据需求选择`anime_character`、`fantasy_art`等
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### 提示词优化
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系统会自动添加以下优化：
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- 质量增强：`best quality, amazing quality, very aesthetic, absurdres`
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- 透明背景：`transparent background, alpha channel, no background, isolated object`
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- 负面提示词：`background, white background, black background, colored background`
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## 🔧 故障排除
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### 常见问题
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1. **连接失败**：检查Stable Diffusion WebUI是否运行
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2. **模型加载失败**：确认模型文件路径正确
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3. **生成质量差**：调整`steps`和`cfg_scale`参数
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4. **透明效果不佳**：使用专门的透明生成功能
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### 调试模式
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启动服务器时添加调试参数：
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```bash
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python server.py --debug
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```
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## 📄 文件结构
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```
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local_stable_diffusion_mcp/
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├── config.json # 配置文件
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├── requirements.txt # Python依赖
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├── server.py # MCP服务器主文件
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└── README.md # 本文件
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```
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## 🤝 贡献
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|
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此项目为测试使用项目不一定保证都能正常使用，欢迎提交Issue和Pull Request来改进这个项目。
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## 📄 许可证
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|
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MIT License
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168
config.json
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168
config.json
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{
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"default_model": "sd1.5\\anything-v5.safetensors",
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"default_vae": "None",
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"base_url": "http://127.0.0.1:7860",
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"endpoint": "/sdapi/v1/txt2img",
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"img2img_endpoint": "/sdapi/v1/img2img",
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"transparent_endpoint": "/sdapi/v1/img2img",
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"timeout": 120,
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"default_params": {
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"steps": 20,
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"cfg_scale": 7,
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"sampler_index": "Euler a",
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"width": 512,
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"height": 768,
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"n_iter": 1,
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"batch_size": 1,
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"denoising_strength": 0.75,
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"resize_mode": 1,
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"mask_blur": 4,
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"inpainting_fill": 1,
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"inpaint_full_res": true,
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"inpaint_full_res_padding": 32
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},
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"prompt_suggestions": {
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"available_samplers": [
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"Euler a",
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"Euler",
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"LMS",
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"Heun",
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"DPM2",
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"DPM2 a",
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"DPM++ 2S a",
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"DPM++ 2M",
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"DPM++ SDE",
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"DPM++ 2M Karras",
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"DPM++ SDE Karras",
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"DPM fast",
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"DPM adaptive",
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"DDIM",
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"PLMS",
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"UniPC",
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"LCM"
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],
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"character_prompts": {
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"anime_girl": "1girl, solo, school uniform, pink hair, long hair, smile, looking at viewer",
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"anime_boy": "1boy, solo, school uniform, black hair, short hair, confident expression",
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"fantasy_character": "fantasy, elf, pointed ears, long hair, elegant clothing, magical aura",
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"modern_character": "modern, casual wear, natural lighting, detailed face, realistic proportions",
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"beautiful_girl": "1girl, beautiful, detailed eyes, long hair, elegant, graceful pose, masterpiece",
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"handsome_man": "1boy, handsome, sharp facial features, confident expression, detailed face, masterpiece",
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"cute_loli": "1girl, loli, small body, cute, innocent expression, frilly dress, detailed hair",
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"mature_woman": "1woman, mature, elegant, long hair, sophisticated clothing, detailed face, masterpiece",
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|
"warrior": "warrior, armor, weapon, battle stance, detailed armor, epic lighting, fantasy",
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"magical_girl": "magical girl, transformation outfit, wand, sparkles, cute pose, anime style, colorful",
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|
"misaka_mikoto": "misaka mikoto, toaru majutsu no index, anime style, detailed eyes, masterpiece",
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"kafuu_chino": "kafuu chino, gochuumon wa usagi desu ka, anime style, detailed eyes, masterpiece",
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|
"anya": "anya forger, spy x family, anime style, detailed eyes, masterpiece",
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"rem": "rem, re:zero, anime style, blue hair, detailed eyes, masterpiece",
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|
"megumin": "megumin, kono subarashii sekai ni shukufuku wo, anime style, crimson demon, detailed eyes, masterpiece",
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"hakurei_reimu": "hakurei reimu, touhou, shrine maiden, red white dress, detailed eyes, masterpiece"
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},
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"quality_enhancers": {
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"masterpiece": "masterpiece, best quality, amazing quality, very aesthetic, absurdres",
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"detailed": "extremely detailed, intricate details, high resolution",
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"professional": "professional artwork, studio lighting, perfect composition",
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"artistic": "artistic, beautiful, stunning visuals, creative composition",
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"sharp_focus": "sharp focus, clear, crisp image, perfect focus",
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"realistic_lighting": "realistic, reverse light, golden light, best quality, amazing quality, very aesthetic, absurdres",
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"high_quality": "best quality, amazing quality, very aesthetic, absurdres, high resolution",
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|
"ultra_detailed": "ultra detailed, extremely detailed, intricate details, masterpiece",
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"professional_art": "professional artwork, masterpiece, best quality, studio lighting",
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"premium_quality": "premium quality, top tier, masterpiece, best quality, amazing quality",
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"lighting": "beautiful lighting, dynamic lighting, atmospheric lighting, rim lighting",
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"composition": "perfect composition, dynamic angle, rule of thirds, depth of field",
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|
"vibrant": "vibrant colors, vivid colors, rich colors, saturated colors, colorful"
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|
},
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"style_modifiers": {
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|
"anime_style": "anime style, manga style, cel shading, vibrant colors",
|
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|
"realistic_style": "photorealistic, hyperrealistic, lifelike, detailed skin texture",
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"artistic_style": "digital art, concept art, illustration, painterly style",
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"manga_style": "manga style, black and white, ink drawing, japanese comic",
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"watercolor_style": "watercolor painting, soft colors, artistic, traditional media, flowing brushstrokes",
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"oil_painting_style": "oil painting, classical art, rich textures, traditional art, fine art",
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"sketch_style": "sketch, pencil drawing, line art, black and white, artistic drawing",
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"pixel_art_style": "pixel art, retro style, 8-bit, 16-bit, pixelated, nostalgic",
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||||||
|
"3d_render": "3d render, cgi, computer graphics, 3d modeling, realistic lighting",
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|
"vintage_style": "vintage style, retro style, classic, old-fashioned, nostalgic, antique"
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|
},
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|
"negative_prompts": {
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|
"general": "lowres, bad anatomy, worst quality, low quality, extra limbs, missing fingers, extra digits, fused fingers, too many fingers, long neck, mutation, deformed, ugly, blurry, bad proportions",
|
||||||
|
"anime": "bad anatomy, bad hands, missing fingers, extra digits, fewer digits, blurry, bad face, poorly drawn face",
|
||||||
|
"realistic": "cartoon, anime, illustration, painting, drawing, art, sketch, unrealistic proportions",
|
||||||
|
"transparent": "background, white background, black background, colored background",
|
||||||
|
"low_quality": "low quality, worst quality, jpeg artifacts, compression artifacts, pixelated, blurry, out of focus",
|
||||||
|
"distorted": "distorted, deformed, twisted, warped, malformed, disfigured, grotesque",
|
||||||
|
"anatomical_errors": "bad anatomy, bad hands, bad feet, bad proportions, wrong anatomy, anatomical errors",
|
||||||
|
"text_and_watermarks": "text, watermark, signature, username, logo, copyright, subtitles, ui, interface",
|
||||||
|
"heavy_negative": "nsfw, lowres, {bad}, error, fewer, extra, missing, worst quality, jpeg artifacts, bad quality, watermark, unfinished, displeasing, chromatic aberration, signature, extra digits, artistic error, username, scan, [abstract]",
|
||||||
|
"light_negative": "nsfw, lowres, jpeg artifacts, worst quality, watermark, blurry, very displeasing",
|
||||||
|
"character_priority": "nsfw, lowres, {bad}, error, fewer, extra, missing, worst quality, jpeg artifacts, bad quality, watermark, unfinished, displeasing, chromatic aberration, signature, extra digits, artistic error, username, scan, [abstract], bad anatomy, bad hands, @_@, mismatched pupils, heart-shaped pupils, glowing eyes"
|
||||||
|
},
|
||||||
|
"transparent_background": {
|
||||||
|
"layerdiffuse_script": "LayerDiffuse",
|
||||||
|
"layerdiffuse_method": "Foreground/Background",
|
||||||
|
"layerdiffuse_fidelity": 0.5
|
||||||
|
},
|
||||||
|
"scene_backgrounds": {
|
||||||
|
"nature": "beautiful sky, clouds, natural lighting, outdoor, scenic, landscape",
|
||||||
|
"city": "urban environment, city background, modern architecture, street view, cityscape",
|
||||||
|
"indoor": "indoor setting, room interior, cozy atmosphere, home environment, indoor lighting",
|
||||||
|
"fantasy": "magical background, fantasy landscape, ethereal atmosphere, mystical environment",
|
||||||
|
"abstract": "abstract background, artistic background, minimalist, simple background, gradient background",
|
||||||
|
"japanese_garden": "japanese garden, cherry blossoms, traditional architecture, zen garden",
|
||||||
|
"chinese_temple": "chinese temple, traditional architecture, red pillars, incense",
|
||||||
|
"european_castle": "european castle, medieval architecture, stone walls, towers",
|
||||||
|
"modern_city": "modern city, skyscrapers, urban landscape, contemporary architecture",
|
||||||
|
"nature_forest": "nature forest, trees, foliage, woodland, natural environment",
|
||||||
|
"underwater": "underwater, ocean floor, coral reef, aquatic life, submarine",
|
||||||
|
"mountain_landscape": "mountain landscape, peaks, valleys, alpine scenery, rocky terrain",
|
||||||
|
"desert_oasis": "desert oasis, sand dunes, palm trees, water source, arid landscape",
|
||||||
|
"arctic_ice": "arctic ice, snow, icebergs, frozen landscape, polar environment",
|
||||||
|
"tropical_beach": "tropical beach, palm trees, white sand, crystal water, paradise"
|
||||||
|
},
|
||||||
|
"poses_expressions": {
|
||||||
|
"standing_pose": "standing, full body, confident pose, dynamic pose, elegant stance",
|
||||||
|
"sitting_pose": "sitting, relaxed pose, comfortable position, casual sitting, elegant sitting",
|
||||||
|
"action_pose": "action pose, dynamic pose, movement, energetic pose, fighting stance",
|
||||||
|
"cute_expression": "cute expression, happy smile, cheerful, adorable, kawaii",
|
||||||
|
"serious_expression": "serious expression, determined look, confident, intense gaze, focused",
|
||||||
|
"gentle_expression": "gentle smile, soft expression, kind eyes, peaceful, calm"
|
||||||
|
},
|
||||||
|
"clothing_accessories": {
|
||||||
|
"school_uniform": "school uniform, sailor uniform, pleated skirt, student outfit, academic dress",
|
||||||
|
"casual_wear": "casual clothing, everyday outfit, comfortable clothes, modern fashion, street wear",
|
||||||
|
"formal_wear": "formal attire, elegant dress, suit and tie, sophisticated clothing, dress clothes",
|
||||||
|
"fantasy_costume": "fantasy costume, magical outfit, medieval clothing, fantasy armor, mystical garments",
|
||||||
|
"accessories": "jewelry, necklace, earrings, bracelet, accessories, detailed accessories, fashionable accessories",
|
||||||
|
"traditional_chinese": "traditional chinese clothing, hanfu, qipao, chinese dress, oriental style",
|
||||||
|
"traditional_japanese": "traditional japanese clothing, kimono, yukata, japanese dress, oriental style",
|
||||||
|
"modern_fashion": "modern fashion, trendy clothing, contemporary style, fashionable outfit, chic",
|
||||||
|
"sportswear": "sportswear, athletic clothing, gym outfit, activewear, sports uniform",
|
||||||
|
"fantasy_clothing": "fantasy clothing, magical outfit, enchanted dress, mystical attire, ethereal clothing",
|
||||||
|
"military_uniform": "military uniform, army outfit, military attire, combat uniform, soldier clothing",
|
||||||
|
"gothic_lolita": "gothic lolita, lolita fashion, gothic dress, victorian style, elegant gothic",
|
||||||
|
"swimwear": "swimwear, swimsuit, beach outfit, bikini, summer clothing",
|
||||||
|
"winter_clothing": "winter clothing, coat, jacket, warm outfit, cold weather attire",
|
||||||
|
"cosplay_costume": "cosplay costume, character outfit, anime cosplay, game costume, themed clothing"
|
||||||
|
},
|
||||||
|
"environment_tags": {
|
||||||
|
"natural_environments": "forest, mountains, ocean, sky, clouds, sunset, sunrise, landscape, nature",
|
||||||
|
"urban_environments": "city, street, buildings, modern architecture, urban landscape, downtown, cityscape",
|
||||||
|
"fantasy_environments": "magical realm, floating islands, crystal caves, enchanted forest, fantasy landscape",
|
||||||
|
"indoor_environments": "room, interior, furniture, cozy atmosphere, indoor lighting, bedroom, kitchen, living room",
|
||||||
|
"architectural_styles": "chinese architecture, japanese architecture, european architecture, gothic architecture, modern architecture",
|
||||||
|
"gardens_parks": "japanese garden, chinese garden, park, greenhouse, botanical garden, zen garden, cherry blossoms",
|
||||||
|
"transportation": "street, road, highway, bridge, railway, train station, airport, harbor, port",
|
||||||
|
"buildings_structures": "castle, temple, shrine, palace, tower, skyscraper, house, mansion, church, cathedral",
|
||||||
|
"weather_atmosphere": "rain, snow, sunny, cloudy, fog, mist, storm, night, day, evening, morning",
|
||||||
|
"special_locations": "school, classroom, office, hospital, library, museum, restaurant, hotel, amusement park"
|
||||||
|
},
|
||||||
|
"technical_parameters": {
|
||||||
|
"sampling_methods": "Euler a, Euler, DPM++ 2M, DPM++ SDE, DPM++ 2S a, DDIM, DPM2, Heun, LMS, PLMS, UniPC, DPM fast, DPM adaptive",
|
||||||
|
"noise_schedules": "native, karras, exponential, polyexponential, sgm uniform",
|
||||||
|
"special_features": "smea, dyn, variety, decrisp, hires fix, face restoration, 4k, 8k, ultra highres",
|
||||||
|
"image_settings": "portrait, landscape, square, high resolution, detailed, masterpiece, best quality, absurdres"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
4
requirements.txt
Normal file
4
requirements.txt
Normal file
@@ -0,0 +1,4 @@
|
|||||||
|
aiohttp>=3.8.0
|
||||||
|
pillow>=9.0.0
|
||||||
|
numpy>=1.21.0
|
||||||
|
mcp>=0.1.0
|
||||||
Reference in New Issue
Block a user