HumanSignal/label-studio-mcp-server
🔌 MCP ServerHumanSignal
Connect Label Studio to AI agents via MCP to automate data labeling, project management, and task workflows.
The Label Studio MCP Server acts as a standardized interface between AI agents and Label Studio, the industry-standard open-source data labeling tool. By leveraging the Model Context Protocol, this server exposes Label Studio's robust API functionality to AI assistants, enabling them to perform complex operations without manual intervention. Key capabilities include the automated creation of labeling projects, dynamic task assignment, and the retrieval of model predictions for iterative refinement. This integration is particularly powerful for teams looking to build 'human-in-the-loop' AI agents that can autonomously manage their own data feedback loops. Developers can use this server to build agents that monitor data quality, trigger labeling tasks when model confidence is low, and integrate human feedback directly into the model training lifecycle. It supports a wide range of data types, including text, images, audio, and video, making it a versatile tool for diverse AI development needs.
💡Highlights
- ├─Full Label Studio API integration
- ├─Automated project & task management
- └─Supports human-in-the-loop workflows
🎯For
- ├─AI Engineers
- ├─Data Scientists
- └─MLOps Professionals