What is the key difference between Label Studio MCP Server and Fiftyone MCP Server?

Label Studio MCP Server belongs to the Data Science Tools category with local stdio execution, while Fiftyone MCP Server belongs to the Data Science Tools category with local stdio execution.

How do I install Label Studio MCP Server or Fiftyone MCP Server in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Label Studio MCP Server and Fiftyone MCP Server free or paid?

Label Studio MCP Server operates under a Free / Open Source model (API Key required). Fiftyone MCP Server operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Label Studio MCP Server lists 2 tools with 3 views and 36 GitHub stars. Fiftyone MCP Server lists 3 tools with 2 views and 25 GitHub stars.

Can I use both Label Studio MCP Server and Fiftyone MCP Server together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

Label Studio MCP Server vs Fiftyone MCP Server

In-depth architectural comparison of the Label Studio MCP Server and Fiftyone MCP Server MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Label Studio MCP Server

Data Science Tools · Local stdio

Quality: 52/100 (Good) | Auth: API Key required

Fiftyone MCP Server

Data Science Tools · Local stdio

Quality: 59/100 (Good) | Auth: No auth required

Verdict Summary: Choose Label Studio MCP Server if you need specialized Data Science Tools tools running via a local process. Choose Fiftyone MCP Server if your workspace requires Data Science Tools integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Label Studio MCP Server when:

You need dedicated capabilities in the Data Science Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (Free / Open Source).
You have access to required keys: LABEL_STUDIO_API_KEY, LABEL_STUDIO_URL.
Primary tools included: model_version, score.

Explore Label Studio MCP Server Details

Choose Fiftyone MCP Server when:

You need dedicated capabilities in the Data Science Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: SDK, APP, SESSION.

Feature & Specification Comparison

Specification	Label Studio MCP Server HumanSignal Data Science Tools	Fiftyone MCP Server Data Science Tools
Summary	Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.	Control FiftyOne computer vision datasets through AI assistants using 80+ operators.
Category & Scope	Data Science Tools

Tools & Capabilities Breakdown

Label Studio MCP Server Tools (2)

model_version

score

Fiftyone MCP Server Tools (3)

SDK

Data operations that work everywhere (datasets, aggregations, schema, samples, operators, plugins). No App connection needed.

APP

Controls the FiftyOne App UI in real time (set_view, open_panel, notify, select_samples, reload, and 25+ more). Requires a connected browser via `ctx.ops`.

SESSION

Bootstrap tools for starting a local App server (launch_app). Used from terminal environments.

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Label Studio MCP Server Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "humansignal-label-studio-mcp-server": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/HumanSignal/label-studio-mcp-server",
        "mcp-label-studio"
      ],
      "env": {
        "LABEL_STUDIO_API_KEY": "YOUR_LABEL_STUDIO_API_KEY_HERE",
        "LABEL_STUDIO_URL": "YOUR_LABEL_STUDIO_URL_HERE"
      }
    }
  }
}

Fiftyone MCP Server Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "fiftyone-mcp-server": {
      "command": "uvx",
      "args": [
        "fiftyone-mcp-server"
      ]
    }
  }
}

Frequently Asked Questions

Label Studio MCP Server is categorized under Data Science Tools and uses a local stdio subprocess. In contrast, Fiftyone MCP Server belongs to Data Science Tools using local stdio subprocess. Select Label Studio MCP Server when you need capabilities focused on data science tools and Fiftyone MCP Server when you require tools for data science tools.

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