Opik Mcp 伺服器（模型上下文協議）

概覽

什麼是 Opik-MCP？

Opik-MCP 是一種模型上下文協議（MCP）實現，旨在與集成開發環境（IDE）無縫集成。它提供了一個統一的訪問點，用於管理提示、項目、追蹤和指標，增強開發人員和數據科學家的工作流程。這個工具對於那些希望簡化機器學習過程並改善團隊協作的人特別有用。

Opik-MCP 的特點

無縫的 IDE 集成：Opik-MCP 允許用戶輕鬆集成其開發環境，使管理機器學習項目的各個方面變得更加簡單。
統一訪問：用戶可以從單一界面訪問提示、項目、追蹤和指標，減少管理多個工具的複雜性。
增強的協作：該協議通過提供共享的平台來促進團隊成員之間的更好協作。
開源：作為一個公共庫，Opik-MCP 開放供貢獻，允許開發人員增強其功能和特性。

如何使用 Opik-MCP

安裝：首先從 GitHub 克隆 Opik-MCP 倉庫。使用以下命令：
```
git clone https://github.com/comet-ml/opik-mcp.git
```
設置：按照倉庫的 README 文件中提供的設置說明配置環境以滿足您的需求。
集成：將 Opik-MCP 與您首選的 IDE 集成。詳細說明可以在倉庫的文檔部分找到。
使用：開始使用 Opik-MCP 的功能來有效管理您的機器學習項目。通過統一界面訪問提示、項目、追蹤和指標。

常見問題解答

Opik-MCP 支持哪些編程語言？

Opik-MCP 設計為與語言無關，允許它與各種常用於機器學習的編程語言一起使用，例如 Python、R 和 Java。

Opik-MCP 是免費使用的嗎？

是的，Opik-MCP 是一個開源項目，根據 Apache-2.0 許可證發布，免費使用和修改。

我如何能為 Opik-MCP 做出貢獻？

您可以通過分叉倉庫、進行更改並提交拉取請求來貢獻。歡迎貢獻，您也可以報告問題或建議功能。

我在哪裡可以找到更多有關 Opik-MCP 的信息？

欲了解更多詳情，請訪問官方 Opik-MCP 頁面或查看 GitHub 倉庫中提供的文檔。

詳細

<h1 align="center" style="border-bottom: none"> <div> <a href="https://www.comet.com/site/products/opik/?from=llm&utm_source=opik&utm_medium=github&utm_content=header_img&utm_campaign=opik-mcp"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/comet-ml/opik-mcp/refs/heads/main/docs/assets/logo-dark-mode.svg"> <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/comet-ml/opik-mcp/refs/heads/main/docs/assets/logo-light-mode.svg"> <img alt="Comet Opik logo" src="docs/assets/logo-light-mode.svg" width="200" /> </picture> </a> <br> Opik MCP Server </div> (Model Context Protocol)<br> </h1> <p align="center"> A Model Context Protocol (MCP) implementation for the <a href="https://github.com/comet-ml/opik/">Opik platform</a> with support for multiple transport mechanisms, enabling seamless integration with IDEs and providing a unified interface for Opik's capabilities. </p> <div align="center">

</div> <p align="center"> <a href="https://www.comet.com/site/products/opik/?from=llm&utm_source=opik&utm_medium=github&utm_content=website_button&utm_campaign=opik"><b>Website</b></a> • <a href="https://chat.comet.com"><b>Slack community</b></a> • <a href="https://x.com/Cometml"><b>Twitter</b></a> • <a href="https://www.comet.com/docs/opik/?from=llm&utm_source=opik&utm_medium=github&utm_content=docs_button&utm_campaign=opik"><b>Documentation</b></a> </p> <p align="center"> <a href="https://glama.ai/mcp/servers/@comet-ml/opik-mcp" rel="nofollow" target="_blank"> <img width="380" height="200" src="https://glama.ai/mcp/servers/@comet-ml/opik-mcp/badge" alt="Opik Server MCP server" /> </a> </p>

⚠️ 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.

<br>

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

SSE Transport - Details on using the SSE transport
API Reference - Complete API documentation
Configuration - Advanced configuration options
IDE Integration - Integration with Cursor IDE

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

{ "mcpServers": { "opik-mcp": { "command": "docker", "args": [ "run", "-i", "--rm", "ghcr.io/metorial/mcp-container--comet-ml--opik-mcp--opik-mcp", "npm run start" ], "env": { "OPIK_API_BASE_URL": "opik-api-base-url", "OPIK_API_KEY": "opik-api-key", "OPIK_WORKSPACE_NAME": "opik-workspace-name" } } } }

概覽

什麼是 Opik-MCP？

Opik-MCP 的特點

無縫的 IDE 集成：Opik-MCP 允許用戶輕鬆集成其開發環境，使管理機器學習項目的各個方面變得更加簡單。
統一訪問：用戶可以從單一界面訪問提示、項目、追蹤和指標，減少管理多個工具的複雜性。
增強的協作：該協議通過提供共享的平台來促進團隊成員之間的更好協作。
開源：作為一個公共庫，Opik-MCP 開放供貢獻，允許開發人員增強其功能和特性。

如何使用 Opik-MCP

安裝：首先從 GitHub 克隆 Opik-MCP 倉庫。使用以下命令：
```
git clone https://github.com/comet-ml/opik-mcp.git
```
設置：按照倉庫的 README 文件中提供的設置說明配置環境以滿足您的需求。
集成：將 Opik-MCP 與您首選的 IDE 集成。詳細說明可以在倉庫的文檔部分找到。
使用：開始使用 Opik-MCP 的功能來有效管理您的機器學習項目。通過統一界面訪問提示、項目、追蹤和指標。

常見問題解答

Opik-MCP 支持哪些編程語言？

Opik-MCP 設計為與語言無關，允許它與各種常用於機器學習的編程語言一起使用，例如 Python、R 和 Java。

Opik-MCP 是免費使用的嗎？

是的，Opik-MCP 是一個開源項目，根據 Apache-2.0 許可證發布，免費使用和修改。

我如何能為 Opik-MCP 做出貢獻？

您可以通過分叉倉庫、進行更改並提交拉取請求來貢獻。歡迎貢獻，您也可以報告問題或建議功能。

我在哪裡可以找到更多有關 Opik-MCP 的信息？

欲了解更多詳情，請訪問官方 Opik-MCP 頁面或查看 GitHub 倉庫中提供的文檔。

詳細

⚠️ 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?

<br>

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

SSE Transport - Details on using the SSE transport
API Reference - Complete API documentation
Configuration - Advanced configuration options
IDE Integration - Integration with Cursor IDE

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

Opik Mcp 伺服器（模型上下文協議）

概覽

什麼是 Opik-MCP？

Opik-MCP 的特點

如何使用 Opik-MCP

常見問題解答

Opik-MCP 支持哪些編程語言？

Opik-MCP 是免費使用的嗎？

我如何能為 Opik-MCP 做出貢獻？

我在哪裡可以找到更多有關 Opik-MCP 的信息？

詳細

🚀 What is Opik MCP Server?

Features

Quick Start

Installation

Manual Installation

Configuration

Starting the Server

IDE Integration

Cursor Integration

Available Commands

Transport Options

Standard Input/Output

Server-Sent Events (SSE)

Development

Testing

Pre-commit Hooks

Documentation

Citation

License

伺服器配置

專案資訊

Opik Mcp 伺服器（模型上下文協議）

概覽

什麼是 Opik-MCP？

Opik-MCP 的特點

如何使用 Opik-MCP

常見問題解答

Opik-MCP 支持哪些編程語言？

Opik-MCP 是免費使用的嗎？

我如何能為 Opik-MCP 做出貢獻？

我在哪裡可以找到更多有關 Opik-MCP 的信息？

詳細

🚀 What is Opik MCP Server?

Features

Quick Start

Installation

Manual Installation

Configuration

Starting the Server

IDE Integration

Cursor Integration

Available Commands

Transport Options

Standard Input/Output

Server-Sent Events (SSE)

Development

Testing

Pre-commit Hooks

Documentation

Citation

License

伺服器配置

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