WoLiu-MCP
Provides integration with Ollama for running local language models, enabling AI agents to leverage on-premise LLM capabilities.
Provides tools for interacting with Spine 2D animation software, allowing AI agents to create, edit, and manage Spine animations.
Provides integration with YOLO for object detection, enabling AI agents to train and manage YOLO models.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@WoLiu-MCPlist all available service modules and show their health status"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
WoLiu-MCP
WoLiu-AI-Agent 的 MCP 服务模块插件系统。
插件化 · 自动发现 · 任意 MCP 客户端即插即用
是什么
一套可插拔的 MCP 服务模块框架。每个模块(ComfyUI、PPT 生成、TTS、Spine2D 等)放入目录即可被自动发现,无需手动注册。
面向 WoLiu-AI-Agent 项目,但任何支持 MCP 协议的智能体客户端均可直接使用。
Related MCP server: ComfyUI MCP Server
接入我流展示
安装
pip install woliumcp如需 MCP Server 支持:
pip install woliumcp[mcp]快速开始
from woliumcp import init, list_modules, get_module, get_all_mcp_configs
# 设置 WoLiu-AI-Agent 项目根目录
init(project_root="/path/to/WoLiu-AI-Agent")
# 列出所有已安装的服务模块
for m in list_modules():
print(f"{m['id']}: {m['name']} (running={m['running']})")
# 获取单个模块的 MCP 配置
spine_mcp = get_module("spine2d").get_mcp_command()
print(spine_mcp)
# {'command': 'python', 'args': ['-m', 'spine2d_mcp.server'], 'cwd': '...'}
# 获取所有 MCP 配置,供 MCP 客户端连接
configs = get_all_mcp_configs()或命令行:
python -m woliumcp /path/to/WoLiu-AI-Agent集成到 WoLiu-AI-Agent
WoLiu-MCP 是 WoLiu-AI-Agent 的服务管理核心。当你克隆主项目后:
1. 安装
cd WoLiu-AI-Agent
pip install woliumcp2. 工作原理
主项目 server/app.py 启动时会自动调用 WoLiu-MCP:
server/app.py
├── 扫描 agent/mcp_modules/ 下的所有模块
├── 每个模块的 module.py 由 WoLiu-MCP 框架自动发现
├── 注册各模块提供的工具 Schema(供 LLM 调用)
├── 前端设置面板 → 显示模块开关/启停按钮
├── WebSocket handler → 接收前端点"开启"消息
└── 子进程/HTTP 调用 → 启动各服务(ComfyUI、Presenton 等)内置模块(personality 等)直接
import进 Agent 进程外部服务模块(ComfyUI、Presenton、JadeAI 等)通过子进程启动服务,Agent 通过 HTTP API 或 MCP 协议与它们通信
3. 添加新模块
在 agent/mcp_modules/ 下创建目录,写入 module.py,参考上面的「自定义模块」示例。放到目录中即被自动发现,主项目无需任何额外配置。
4. MCP Server 集成
部分模块(spine2d、agent-browser)对外暴露标准 MCP Server:
{
"mcpServers": {
"spine2d": {
"command": "python",
"args": ["-m", "spine2d_mcp.server"],
"cwd": "./side-projects/spine2d-animation-mcp-main"
},
"agent-browser": {
"command": "npx",
"args": ["@playwright/mcp", "--headless"],
"cwd": "."
}
}
}主项目的 Agent 内核通过 agent/mcp_client/ 连接这些 MCP Server,获取工具列表并调用。
内置模块
模块 | ID | 类型 | MCP |
AI 绘画 (ComfyUI) |
| external | - |
PPT 生成 (Presenton) |
| external | - |
语音合成 (ChatTTS) |
| external | - |
Spine 动画 |
| external | MCP |
简历生成 (JadeAI) |
| external | - |
YOLO 训练 (AutoLabel) |
| external | - |
浏览器自动化 |
| external | MCP |
本地 LLM (Ollama) |
| external | - |
15维人格系统 |
| builtin | - |
自定义模块
在 woliumcp/modules/ 下创建新目录,放入 module.py:
from woliumcp.base import BaseMCPModule, ModuleMeta, ModuleHealth
class MyModule(BaseMCPModule):
@property
def meta(self) -> ModuleMeta:
return ModuleMeta(
id="my-module",
name="我的模块",
description="这是一个自定义 MCP 服务模块",
icon="star",
category="external",
)
def detect(self) -> bool:
return self._exists("side-projects/my-module/main.py")
def get_mcp_command(self) -> dict | None:
return {
"command": "python",
"args": ["-m", "my_module.server"],
"cwd": self._path("side-projects/my-module"),
}
async def health(self) -> ModuleHealth:
return ModuleHealth(installed=self.detect())放进去就自动发现,无需改任何注册代码。
与其他 MCP 客户端集成
WoLiu-MCP 模块通过标准 MCP 协议暴露。任何支持 MCP 的客户端(Claude Desktop、Cursor、VS Code Copilot 等)都可通过 get_mcp_command() 返回的配置直接连接。
在 MCP 客户端配置文件中添加:
{
"mcpServers": {
"spine2d": {
"command": "python",
"args": ["-m", "spine2d_mcp.server"],
"cwd": "./side-projects/spine2d-animation-mcp-main"
}
}
}集成项目
语音合成: ChatTTS: https://github.com/2noise/ChatTTS Confucius4-TTS: https://github.com/netease-youdao/Confucius4-TTS/blob/main/README.zh.md
简历制作: JadeAI-0.4.1: https://github.com/LingyiChen-AI/JadeAI
PPT制作: https://github.com/presenton/presenton
Live2D动画: https://github.com/ampersante/spine2d-animation-mcp
目标检测: https://github.com/xzcGit/autolabel-dock
ComfyUI: https://github.com/Comfy-Org/ComfyUI
许可证
MIT
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