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Opik MCP

为Opik平台实现的模型上下文协议,提供了一个统一的接口来访问Opik的功能,支持多种传输机制,以便与IDE和其他环境灵活集成。

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README

Comet Opik logo
Opik MCP Server
(Model Context Protocol)

A Model Context Protocol (MCP) implementation for the Opik platform with support for multiple transport mechanisms, enabling seamless integration with IDEs and providing a unified interface for Opik's capabilities.

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Opik Server MCP server

⚠️ Notice: SSE (Server-Sent Events) transport support is currently experimental and untested. For production use, we recommend using the direct process execution approach shown in the IDE integration examples.

🚀 What is Opik MCP Server?

Opik MCP Server is an open-source implementation of the Model Context Protocol for the Opik platform. It provides a unified interface for interacting with Opik's capabilities, supporting multiple transport mechanisms for flexible integration into various environments.


You can use Opik MCP Server for:

  • IDE Integration:

    • Seamlessly integrate with Cursor and other compatible IDEs
    • Provide direct access to Opik's capabilities from your development environment
  • Unified API Access:

    • Access all Opik features through a standardized protocol
    • Leverage multiple transport options (stdio, SSE) for different integration scenarios
  • Platform Management:

    • Manage prompts, projects, traces, and metrics through a consistent interface
    • Organize and monitor your LLM applications efficiently

Features

  • Prompts Management: Create, list, update, and delete prompts
  • Projects/Workspaces Management: Organize and manage projects
  • Traces: Track and analyze trace data
  • Metrics: Gather and query metrics data

Quick Start

Installation

Manual Installation

# Clone the repository
git clone https://github.com/comet-ml/opik-mcp.git
cd opik-mcp

# Install dependencies and build
npm install
npm run build

Configuration

Create a .env file based on the example:

cp .env.example .env
# Edit .env with your specific configuration

Starting the Server

# Start with stdio transport (default)
npm run start:stdio

# Start with SSE transport for network access (experimental)
npm run start:sse

IDE Integration

Cursor Integration

To integrate with Cursor IDE, create a .cursor/mcp.json file in your project directory with the following configuration:

{
  "mcpServers": {
    "opik": {
      "command": "/path/to/node",
      "args": [
        "/path/to/opik-mcp/build/index.js",
        "--apiUrl",
        "https://www.comet.com/opik/api",
        "--apiKey",
        "YOUR_API_KEY",
        "--workspace",
        "default",
        "--debug",
        "true"
      ],
      "env": {
        "OPIK_API_BASE_URL": "https://www.comet.com/opik/api",
        "OPIK_API_KEY": "YOUR_API_KEY",
        "OPIK_WORKSPACE_NAME": "default",
      }
    }
  }
}

Replace /path/to/node with the path to your Node.js executable and /path/to/opik-mcp with the path to your opik-mcp installation. Also replace YOUR_API_KEY with your actual Opik API key.

Available Commands

The project includes a Makefile for common operations:

# Display all available commands
make help

# Run tests
make test

# Run transport-specific tests
make test-transport

# Start the server with SSE transport (experimental)
make start-sse

# Start the server with stdio transport
make start-stdio

Transport Options

Standard Input/Output

Ideal for local integration where the client and server run on the same machine.

make start-stdio

Server-Sent Events (SSE)

Enables remote access and multiple simultaneous clients over HTTP. Note that this transport option is experimental.

make start-sse

For detailed information about the SSE transport, see docs/sse-transport.md.

Development

Testing

# Run all tests
npm test

# Run specific test suite
npm test -- tests/transports/sse-transport.test.ts

Pre-commit Hooks

This project uses pre-commit hooks to ensure code quality:

# Run pre-commit checks manually
make precommit

Documentation

Citation

If you use this project in your research, please cite it as follows:

Comet ML, Inc, Koc, V., & Boiko, Y. (2025). Opik MCP Server. Github. https://doi.org/10.5281/zenodo.15411156

Or use the following BibTeX entry:

@software{CometML_Opik_MCP_Server_2025,
  author = {{Comet ML, Inc} and Koc, V. and Boiko, Y.},
  title = {{Opik MCP Server}},
  year = {2025},
  publisher = {GitHub},
  url = {https://doi.org/10.5281/zenodo.15411156},
  doi = {10.5281/zenodo.15411156}
}

You can also find citation information in the CITATION.cff file in this repository.

License

Apache 2.0

help

运行方式说明

cloud

托管运行

托管运行通常表示这个 MCP Server 由服务方环境承载,用户一般按页面提供的连接方式或授权流程接入,不需要在本地长期启动一个 MCP 进程

  1. 打开服务方连接页
  2. 完成授权或复制端点
  3. 在 MCP 客户端中连接
terminal

本地运行 / 其它方式

本地运行通常需要用户在自己的电脑或服务器上安装依赖,把 server_config 复制到 MCP 客户端,并按 env_schema 补齐环境变量、密钥或其它配置

  1. 复制 server_config
  2. 安装所需依赖
  3. 补齐环境变量后重启客户端