label-studio-mcp-server

label-studio-mcp-server

3.4

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The Label Studio MCP Server allows interaction with a Label Studio instance using the label-studio-sdk, enabling programmatic management of labeling projects, tasks, and predictions.

get_label_studio_projects_tool

Lists available projects (ID, title, task count).

get_label_studio_project_details_tool

Retrieves detailed information for a specific project.

get_label_studio_project_config_tool

Fetches the XML labeling configuration for a project.

create_label_studio_project_tool

Creates a new project with a title, XML config, and optional settings. Returns project details including a URL.

update_label_studio_project_config_tool

Updates the XML labeling configuration for an existing project.

list_label_studio_project_tasks_tool

Lists task IDs within a project (up to 100).

get_label_studio_task_data_tool

Retrieves the data payload for a specific task.

get_label_studio_task_annotations_tool

Fetches existing annotations for a specific task.

import_label_studio_project_tasks_tool

Imports tasks from a JSON file (containing a list of task objects) into a project. Returns import summary and project URL.

create_label_studio_prediction_tool

Creates a prediction for a specific task. Requires the prediction result as a list of dictionaries matching the Label Studio format. Optional model_version and score.