MCP 服务器

mcp-label-studio: A Label Studio MCP server

This could refer to a few things, depending on the context. Here are a few possible translations and explanations: **1. Most Likely: "MCP Server" as a general concept related to Label Studio:** * **Chinese Translation:** **MCP 服务器 (MCP fúwùqì)** * **Explanation:** If you're talking about using an "MCP server" *in conjunction with* Label Studio, it's likely referring to a server that handles some aspect of the data pipeline *before* the data reaches Label Studio for labeling. "MCP" itself doesn't have a standard meaning in this context, so it's likely an abbreviation specific to your project or organization. It could stand for things like: * **M**essage **C**ontrol **P**rotocol (unlikely, but possible if it's related to message queuing) * **M**edia **C**onversion **P**ipeline (if you're dealing with images or videos) * **M**odel **C**reation **P**rocess (if it's related to pre-processing data for model training) * **M**anagement **C**ontrol **P**anel (if it's a server for managing data and users) Without more context, it's impossible to know the exact meaning of "MCP." The translation simply reflects that you're talking about a server called "MCP" that is used with Label Studio. **2. If "MCP" is a specific software or tool:** * **Chinese Translation:** (Depends on the actual name of the software/tool. If it's a proper noun, you might just transliterate it.) For example, if "MCP" is a specific software package, you might say: **用于 Label Studio 的 MCP 软件 (yòng yú Label Studio de MCP ruǎnjiàn)** - "MCP software for Label Studio." * **Explanation:** If "MCP" is a specific product, the best translation would depend on its official Chinese name (if it has one). If not, you might transliterate it (e.g., "M-C-P"). The phrase "用于 Label Studio 的..." (yòng yú Label Studio de...) means "for Label Studio." **3. If you're asking about setting up a server *for* Label Studio using a specific method called "MCP":** * **Chinese Translation:** **使用 MCP 方法为 Label Studio 设置服务器 (shǐyòng MCP fāngfǎ wèi Label Studio shèzhì fúwùqì)** * **Explanation:** This translates to "Setting up a server for Label Studio using the MCP method." Again, the meaning of "MCP" is unclear without more context. **In order to provide a more accurate translation, please provide more context. For example:** * What does "MCP" stand for in your context? * What is the purpose of the MCP server? * What are you trying to achieve by using an MCP server with Label Studio? With more information, I can give you a much better and more helpful translation.

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README

mcp-label-studio：一个 Label Studio MCP 服务器

概述

一个用于管理和与 Label Studio 项目交互的模型上下文协议服务器。此服务器提供工具来创建和管理标注项目、导入和导出数据，并促进数据标注工作流程。

工具

get_projects
- 获取所有项目信息
- 返回：包含所有项目及其基本信息的列表
get_project_detail
- 获取有关特定项目的详细信息
- 输入：
  - project_id (字符串)：Label Studio 项目 ID
- 返回：详细的项目信息，包括标签配置
create_project
- 创建一个新的标注项目
- 输入：
  - title (字符串)：项目标题
  - description (字符串，可选)：项目描述
  - label_config (字符串，可选)：XML 标签配置
- 返回：新的项目信息
update_project
- 更新现有项目
- 输入：
  - project_id (字符串)：项目 ID
  - title (字符串，可选)：新的项目标题
  - description (字符串，可选)：新的项目描述
  - label_config (字符串，可选)：新的 XML 标签配置
- 返回：更新后的项目信息
delete_project
- 删除项目
- 输入：
  - project_id (字符串)：要删除的项目 ID
- 返回：删除状态
export_project_annotations
- 导出项目标注数据
- 输入：
  - project_id (字符串)：项目 ID
  - export_format (字符串，可选)：导出格式（“JSON”、“CSV”、“TSV”、“CONLL2003”、“COCO”）
  - output_path (字符串，可选)：保存导出文件的路径
- 返回：导出的标注数据
import_tasks_from_file
- 从文件导入任务
- 输入：
  - project_id (字符串)：项目 ID
  - file_path (字符串)：导入文件的路径
- 返回：导入状态
get_export_formats
- 获取项目支持的导出格式
- 输入：
  - project_id (字符串)：项目 ID
- 返回：支持的导出格式列表

安装

使用 uv (推荐)

当使用 uv 时，您可以直接运行服务器：

git clone https://github.com/yourusername/mcp-label-studio.git
cd mcp-label-studio
uv pip install -e .
uv run server.py

使用 Docker

您也可以使用 Docker 运行服务器：

docker build -t mcp-label-studio .
docker run -e LABEL_STUDIO_API_KEY=your-api-key -e LABEL_STUDIO_URL=http://your-label-studio-instance mcp-label-studio

配置

与 Claude Desktop 一起使用

将此添加到您的 claude_desktop_config.json：

"mcpServers": {
  "label-studio": {
    "command": "uv",
    "args": ["run", "/path/to/mcp-label-studio/server.py"],
    "env": {
      "LABEL_STUDIO_API_KEY": "YOUR_LABEL_STUDIO_API_KEY",
      "LABEL_STUDIO_URL": "YOUR_LABEL_STUDIO_URL"
    }
  }
}

</details>

<details> <summary>使用 docker</summary>

"mcpServers": {
  "label-studio": {
    "command": "docker",
    "args": ["run", "-i", "--rm", "-e", "LABEL_STUDIO_API_KEY=YOUR_API_KEY", "-e", "LABEL_STUDIO_URL=YOUR_URL", "mcp-label-studio"]
  }
}

</details>

调试

您可以使用 MCP 检查器来调试服务器：

cd /path/to/mcp-label-studio
LABEL_STUDIO_API_KEY=YOUR_API_KEY LABEL_STUDIO_URL=YOUR_URL npx @modelcontextprotocol/inspector uv run server.py

许可证

此 MCP 服务器是在 MIT 许可证下授权的。这意味着您可以自由使用、修改和分发该软件，但须遵守 MIT 许可证的条款和条件。有关更多详细信息，请参阅项目存储库中的 LICENSE 文件

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