fiftyone-skills

Universal dataset import for FiftyOne supporting all media types (images, videos, point clouds, 3D scenes), all label formats (COCO, YOLO, VOC, CVAT, KITTI, etc.), and multimodal grouped datasets. Use when users want to import any dataset regardless of format, handle autonomous driving data with multiple cameras and LiDAR, or create grouped datasets from multimodal data.

Find duplicate or near-duplicate images in FiftyOne datasets using brain similarity computation. Use when users want to deduplicate datasets, find similar images, cluster visually similar content, or remove redundant samples. Requires FiftyOne MCP server with @voxel51/brain plugin installed.

Create FiftyOne datasets from local directories, import labels in standard formats (COCO, YOLO, VOC), and run model inference. Use when users want to load local files, apply ML models for detection, classification, or segmentation, or build end-to-end inference pipelines.

Visualize datasets in 2D using embeddings with UMAP or t-SNE dimensionality reduction. Use when users want to explore dataset structure, find clusters in images, identify outliers, color samples by class or metadata, or understand data distribution.

Develop custom FiftyOne plugins (operators and panels) from scratch. Use when users want to create, build, or develop a new plugin for FiftyOne App, extend FiftyOne with custom operators, create interactive panels, add new functionality to FiftyOne, or integrate external APIs/services into FiftyOne.

Write Python code following FiftyOne's official conventions. Use when contributing to FiftyOne, developing plugins, or writing code that integrates with FiftyOne's codebase. Covers module structure, import organization, Google-style docstrings, lazy imports, guard patterns, and error handling.

Triage FiftyOne GitHub issues by validating status, categorizing resolution, and generating standardized responses. Use when reviewing issues to determine if already fixed, won't fix, not reproducible, no longer relevant, or still valid. Includes investigation workflow and response templates.