Control FiftyOne computer vision datasets through AI assistants using 80+ operators.
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Fiftyone MCP Server is an MCP server that control FiftyOne computer vision datasets through AI assistants using 80+ operators. Its tool list has not been published yet over stdio and http, requires no API key, and scores 85/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"fiftyone": {
"command": "fiftyone-mcp"
}
}
}Are you the author?
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Control FiftyOne datasets through AI assistants using the Model Context Protocol
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
uvx 'fiftyone-mcp-server' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
No known CVEs.
Checked fiftyone-mcp-server against OSV.dev.
Click any tool to inspect its schema.
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Control FiftyOne datasets through AI assistants using the Model Context Protocol
Documentation · FiftyOne Skills · FiftyOne Plugins · Discord
Enable Agents to explore datasets, execute operators, and control the FiftyOne App through natural language. This server exposes 45+ MCP tools across data operations, App UI control, and the full operator/plugin ecosystem.
"List all my datasets"
"Load quickstart dataset and show summary"
"Find similar images in my dataset"
The server starts with 50 built-in operators. Install plugins to expand functionality - the AI can discover and install plugins automatically when needed (brain, zoo, annotation, evaluation, and more).
| Category | Tools | Description |
|---|---|---|
| 📊 Dataset Management | 3 | List, load, and summarize datasets |
| 🎯 App Operations | 29 | Control the App UI (views, panels, selection, ...) |
| ⚡ Operator System | 3 | Discover and execute any FiftyOne operator |
| 🔄 Pipelines | 2 | Run pipelines and manage delegated operations |
| 🔌 Plugin Management | 5 | Discover, install, and manage plugins |
| 🖥️ Session | 1 | Launch the FiftyOne App server |
| 📈 Aggregations | 8 | Count, distinct, bounds, mean, histogram, ... |
| 🧬 Samples | 5 | Add, tag, untag, and set values on samples |
| 🗂️ Schema | 2 | Inspect and modify dataset field schemas |
| 🎨 App Config | 6 | Color scheme, sidebar groups, active fields |
45+ tools organized by runtime mode:
ctx.ops.