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This project provides a Model Context Protocol (MCP) server that allows interaction with a Label Studio instance using the label-studio-sdk. It enables programmatic management of labeling projects, tasks, and predictions via natural language or structured calls from MCP clients. Using this MCP Server, you can make requests like:
- "Create a project in label studio with this data ..."
- "How many tasks are labeled in my RAG review project?"
- "Add predictions for my tasks."
- "Update my labeling template to include a comment box."
- Project Management: Create, update, list, and view details/configurations of Label Studio projects.
- Task Management: Import tasks from files, list tasks within projects, and retrieve task data/annotations.
- Prediction Integration: Add model predictions to specific tasks.
- SDK Integration: Leverages the official
label-studio-sdkfor communication.
- 1. Running Label Studio Instance: You need a running instance of Label Studio accessible from where this MCP server will run.
- 2. API Key: Obtain an API key from your user account settings in Label Studio.
Works with Claude (desktop and mobile), Cursor, Windsurf, VS Code, and any MCP-compatible AI app.
Category: Developer Tools
Don't lose this
Three weeks from now, you'll want HumanSignal/label-studio-mcp-server again. Will you remember where to find it?
Save it to your library and the next time you need HumanSignal/label-studio-mcp-server, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
This plugs directly into your AI and gives it new abilities it didn't have before. HumanSignal/label-studio-mcp-server. Once connected, just ask your AI to use it. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
What's New
Imported from awesome:punkpeye/awesome-mcp-servers
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