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Label Studio

Manage Label Studio tasks and annotations.

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About

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Label Studio is a Model Context Protocol server in the Data & Databases category. It lets AI assistants that speak MCP call its tools and read its resources over STDIO.

Example tools

Illustrative tool names — the actual tool set is defined by the server at runtime.

query
Run a read-only SQL query
list_tables
List tables in the connected database
describe_table
Return column info for a table

Screenshots

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Frequently Asked Questions

Common questions about Label Studio.

What is the Label Studio Model Context Protocol (MCP) used for?
This MCP allows you to manage tasks and annotations within Label Studio. It facilitates interaction with your Label Studio instance for data labeling workflows.
How can I authenticate with the Label Studio MCP?
Authentication for the Label Studio MCP uses an API key. You will need to provide a valid API key to connect and utilize its features.
What kind of tasks can I perform with the Label Studio MCP?
The Label Studio MCP enables management of annotation tasks and their corresponding annotations. This typically involves creating, updating, and retrieving labeling data.
Is there a cost associated with using the Label Studio MCP?
The Label Studio MCP itself is provided by the Community and is likely open-source. Any costs would depend on your specific Label Studio deployment and infrastructure.
What is a common limitation when using the Label Studio MCP?
A common limitation is that the MCP's capabilities are restricted to the functionalities exposed by the underlying Label Studio API. It does not provide features beyond what Label Studio offers.
How do I configure the Label Studio MCP in an MCP client like Cline?
To configure it in Cline, you would typically add the MCP using its slug 'label-studio' and provide your API key when prompted. The communication transport is standard I/O (stdio).

Install Label Studio

Claude Desktop

Add this to claude_desktop_config.json.

{
  "mcpServers": {
    "label-studio": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-label-studio"
      ]
    }
  }
}

Cursor

Add this to ~/.cursor/mcp.json.

{
  "mcpServers": {
    "label-studio": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-label-studio"
      ]
    }
  }
}

VS Code

Add this to your workspace settings.json.

{
  "mcp.servers": {
    "label-studio": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-label-studio"
      ]
    }
  }
}

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