fiftyone-skills

FiftyOne Skills

What are Skills?

Skills are packaged workflows that teach AI assistants to perform complex computer vision tasks autonomously. Combined with the FiftyOne MCP Server, you can find duplicates, run inference, and explore datasets using natural language.

"Find and remove duplicate images from my dataset"
"Import this COCO dataset and run object detection"
"Visualize my embeddings and identify outliers"

Skills bridge the gap between natural language and FiftyOne's 80+ operators, providing step-by-step guidance that AI assistants follow to complete complex workflows.

Available Skills

Skill	Description	MCP
📥 Dataset Import	Universal import for all media types, label formats, multimodal groups, and Hugging Face Hub	Yes
📤 Dataset Export	Export datasets to COCO, YOLO, VOC, CVAT, CSV, Hugging Face Hub, and more	Yes
🔍 Find Duplicates	Find and remove duplicate images using brain similarity	Yes
🤖 Dataset Inference	Run Zoo models for detection, classification, segmentation, embeddings	Yes
📈 Model Evaluation	Compute mAP, precision, recall, confusion matrices, analyze TP/FP/FN	Yes
📊 Embeddings Visualization	Visualize datasets in 2D, find clusters, identify outliers	Yes
🔌 Develop Plugin	Create custom FiftyOne plugins (operators and panels)	—
🎨 VOODO Design	Build UIs with VOODO React components and design tokens	—
📝 Code Style	Write Python code following FiftyOne's official conventions	—
📓 Create Notebook	Create Jupyter notebooks: getting-started guides, tutorials, recipes, ML pipelines	—
🏷️ Issue Triage	Triage GitHub issues: validate status, categorize, generate responses	—
🧹 Dataset Curation	End-to-end curation: quality checks, annotation audit, duplicates, class distribution, splits	Yes
🔧 Troubleshoot	Fix common issues: dataset persistence, App connection, MongoDB errors, codecs, performance	—
🛡️ Eval Plugin	Evaluate plugins for quality, security, and agent-readiness. Produces a structured report	—

Quick Start

Step 1: Install Skills

Universal Installer (Recommended):

curl -sL skil.sh | sh -s -- voxel51/fiftyone-skills

Interactive prompts let you select skills, agents, and install scope (project or global).