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Skill

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tao-train-reid Official nvidia//tao-train-reid Person re-identification (ReID). Learns discriminative embeddings to match the same person across different camera vi…

rivet-actors Official rivet-dev//rivet-actors Actors: The primitive for agent orchestration.

tao-train-depth-anything-v2 Official nvidia//tao-train-depth-anything-v2 Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts per-pixe…

tao-train-dino Official nvidia//tao-train-dino DINO (DETR with Improved DeNoising Anchor Boxes) for 2D object detection. Transformer-based detector with denoising t…

tao-train-nvpanoptix3d Official nvidia//tao-train-nvpanoptix3d NVPanoptix3D for panoptic 3D scene reconstruction from posed RGB images. Produces 3D panoptic segmentation (semantic,…

tao-analyze-gaps-vlm-bcq Official nvidia//tao-analyze-gaps-vlm-bcq Extract false-positive and false-negative gaps from VLM binary-classification-question (BCQ, yes/no) predictions. Use…

tao-train-mask2former Official nvidia//tao-train-mask2former Mask2Former for universal image segmentation (panoptic, instance, and semantic). Transformer-based with masked attent…

tao-run-on-brev Official nvidia//tao-run-on-brev Brev managed GPU instances with Docker support. Use when running TAO training, evaluation, or inference on Brev GPU i…

tao-train-metric-learning-recognition Official nvidia//tao-train-metric-learning-recognition Metric-learning recognition (ml-recog) for fine-grained visual recognition. Learns embeddings for retrieval-based mat…

tao-train-rtdetr Official nvidia//tao-train-rtdetr RT-DETR (Real-Time DEtection TRansformer) for 2D object detection. Designed for real-time inference with competitive …

tao-train-visual-changenet Official nvidia//tao-train-visual-changenet Visual ChangeNet for binary image classification and segmentation in AOI defect detection. Use when training, evaluat…

tao-train-nvdinov2 Official nvidia//tao-train-nvdinov2 NVDINOv2 for self-supervised visual representation learning. Trains vision transformers via self-distillation (teache…

tao-train-single-step Official nvidia//tao-train-single-step Standard single-step train/eval/export workflow for any TAO model. Use when training a TAO model on a dataset without…

huggingface-tool-builder Official huggingface//huggingface-tool-builder Use this skill when the user wants to build tool/scripts or achieve a task where using data from the Hugging Face API…

tao-generate-referring-expressions Official nvidia//tao-generate-referring-expressions Four-step image referring-expression pipeline: turns images plus KITTI bounding-box labels into region descriptions, …

tao-run-deft-aoi Official nvidia//tao-run-deft-aoi Run the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models: baseline eva…

tao-train-centerpose Official nvidia//tao-train-centerpose CenterPose for keypoint / pose estimation. Detects object centers and regresses keypoint locations for 6-DoF object p…

tao-train-segformer Official nvidia//tao-train-segformer SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature extraction,…

tao-run-automl-deft-pipeline Official nvidia//tao-run-automl-deft-pipeline Run the canonical NVIDIA AOI three-phase training pipeline — Phase 1 AutoML baseline (HPO), Phase 2 DEFT loop (RCA → …

tao-train-pointpillars Official nvidia//tao-train-pointpillars PointPillars for 3D object detection from LiDAR point clouds. Encodes point clouds into a pseudo-image via a pillar-b…

news-search Official brave/brave-search-/news-search USE FOR news search. Returns news articles with title, URL, description, age, thumbnail, profile. Supports freshness …

brave/brave-search-

tao-train-mask-auto-encoder Official nvidia//tao-train-mask-auto-encoder Masked Auto-Encoder (MAE) for self-supervised pretraining and fine-tuning. Masks random patches and reconstructs them…

tao-train-mask-auto-label Official nvidia//tao-train-mask-auto-label MAL (Mask Auto-Label) for weakly-supervised segmentation. Produces segmentation masks from minimal annotations (point…

tao-train-ocdnet Official nvidia//tao-train-ocdnet OCDNet for scene text detection. Detects arbitrary-oriented text regions in natural images using a differentiable bin…

tao-validate-dataset-format Official nvidia//tao-validate-dataset-format Run `tao-daft validate` to check NVIDIA TAO DAFT datasets for structure, schema, and cross-reference errors. Do not u…

tao-train-bevfusion Official nvidia//tao-train-bevfusion BEVFusion for multi-sensor 3D object detection. Fuses LiDAR point clouds and camera images in bird's-eye-view (BEV) s…

tao-train-mask-grounding-dino Official nvidia//tao-train-mask-grounding-dino Mask Grounding DINO for grounded instance segmentation. Extends Grounding DINO with a mask-prediction head for open-s…

tao-train-oneformer Official nvidia//tao-train-oneformer OneFormer for universal image segmentation. Unifies panoptic, instance, and semantic segmentation with a single archi…

tao-train-deformable-detr Official nvidia//tao-train-deformable-detr Deformable DETR for 2D object detection. Uses deformable attention for efficient multi-scale feature processing, ligh…

tilegym-monkey-patch-kernels-to-transformers Official nvidia//tilegym-monkey-patch-kernels-to-transformers Integrate TileGym kernels into Hugging Face `transformers` models by replacing the library's submodule(s) and certain…

tao-mine-aoi-images Official nvidia//tao-mine-aoi-images Runs the DEFT embed-then-mine workflow for VCN AOI iterations — embeds the gap-analysis target parquet, embeds a sour…

tao-run-on-slurm Official nvidia//tao-run-on-slurm Remote SLURM GPU cluster execution over SSH with sbatch/srun, Pyxis/Enroot containers, and Lustre-backed results. Use…

tao-train-sparse4d Official nvidia//tao-train-sparse4d Sparse4D for multi-camera temporal 3D object detection and tracking. Uses sparse queries with deformable attention ac…

planetscale-codebase-sqlcommenter-instrumentation Official planetscale//planetscale-codebase-sqlcommenter-instrumentation Inspect an application repository connected to PlanetScale and recommend SQLCommenter-compatible query tagging packag…

tao-train-foundation-stereo Official nvidia//tao-train-foundation-stereo Stereo depth estimation using FoundationStereo. Predicts disparity maps from stereo image pairs for 3D reconstruction…

planetscale-change-gates-and-approval-contract Official planetscale//planetscale-change-gates-and-approval-contract Enforce explicit approval gates for any PlanetScale, database, repository, credential, network, or automation mutatio…

tao-train-fast-foundation-stereo Official nvidia//tao-train-fast-foundation-stereo Real-time stereo depth estimation using FastFoundationStereo (FFS), the distilled bp2 commercial variant of Foundatio…

planetscale-readonly-inventory Official planetscale//planetscale-readonly-inventory Collect read-only evidence about PlanetScale org, database, branches, webhooks, backups, roles, Insights, recommendat…

tao-route-visual-changenet-samples Official nvidia//tao-route-visual-changenet-samples Routes the weakest VCN samples (output of `tao-analyze-gaps-visual-changenet`) into per-augmentation-module subsets b…

planetscale-traffic-control-recommendations Official planetscale//planetscale-traffic-control-recommendations Build a safe recommendation plan for PlanetScale Postgres Database Traffic Control budgets and rules without applying…

iris-development Official redis/agent-/iris-development Iris is Redis's umbrella for AI-focused products.

tilegym-improve-cutile-kernel-perf Official nvidia//tilegym-improve-cutile-kernel-perf Iteratively optimize cuTile kernel performance through systematic profiling, bottleneck analysis, IR comparison, and …

planetscale-webhook-automation-recommendations Official planetscale//planetscale-webhook-automation-recommendations Recommend webhook subscriptions and safe automation patterns for PlanetScale alerts, anomalies, schema recommendation…

apollo-router-plugin-creator Official apollographql//apollo-router-plugin-creator Guide for writing Apollo Router native Rust plugins. Use this skill when: (1) users want to create a new router plugi…

tao-run-platform Official nvidia//tao-run-platform TAO Execution SDK for submitting and monitoring GPU training jobs on supported platforms (Brev, SLURM, local Docker, …

planetscale-vitess-safety-review Official planetscale//planetscale-vitess-safety-review Review a PlanetScale Vitess database for safe migrations, deploy requests, schema recommendations, Insights, webhooks…

vitess Official planetscale/database-/vitess Vitess best practices, query optimization, and connection troubleshooting for PlanetScale Vitess databases. Load when…

planetscale/database-

llm-security Official semgrep//llm-security Security guidelines for LLM applications based on OWASP Top 10 for LLM 2025. Use when building LLM apps, reviewing AI…

tilegym-cutile-autotuning Official nvidia//tilegym-cutile-autotuning Use when adding, modifying, optimizing, or debugging CuTile autotuning code.

tilegym-converting-cutile-to-triton Official nvidia//tilegym-converting-cutile-to-triton Converts cuTile GPU kernels (@ct.kernel) to Triton (@triton.jit). Handles standard in-repo conversion, debugging (cud…