NVIDIA
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- ▌ Digital Health Clinical Asr Eval · nvidia bundleScore a clinical ASR manifest against a chosen NIM, produce a five-section KER leaderboard, and route the user via a post-eval decision tree.
- ▌ Nemo Mbridge Mlm Bridge Training · nvidia bundleRun Megatron-LM (MLM) and Megatron Bridge training with mock or real data, covering correlation testing, available recipes, and multi-GPU examples.
- ▌ Nemo Mbridge Perf Cpu Offloading · nvidia bundleConfigure and validate CPU offloading for Megatron Bridge training, including activation offloading and optimizer state offloading with HybridDeviceOptimizer.
- ▌ Omniverse Usd Performance Tuning · nvidia bundleDiagnose and optimize slow-loading, high-memory, or low-FPS USD scenes using a structured workflow with profiling, validation, and mutation phases.
- ▌ Tao Train Fast Foundation Stereo · nvidia bundleTrains, evaluates, exports, and runs inference for FastFoundationStereo (FFS) stereo depth estimation models, a distilled variant of FoundationStereo with lower latency.
- ▌ Vss Deploy Detection Tracking 2d · nvidia bundleDeploy, debug, and operate the RTVI-CV 2D detection/tracking microservice and call its REST API for stream management, health checks, and metrics.
- ▌ Vss Deploy Detection Tracking 3d · nvidia bundleDeploy and operate the RTVI-CV-3D microservice for multi-camera 3D detection and tracking, supporting sample datasets, custom videos, and RTSP streams.
- ▌ Digital Health Clinical Asr Build · nvidia bundleCurates clinical-specialty term lists, generates IPA-tagged synthetic audio via TTS, and produces NeMo-format manifests for ASR benchmark evaluation.
- ▌ Digital Health Clinical Asr Setup · nvidia bundleBootstraps a clinical ASR evaluation environment by verifying NVIDIA_API_KEY, installing Python dependencies, and running a smoke test against hosted TTS/ASR services.
- ▌ Nemo Automodel Recipe Development · nvidia bundleCreate and modify NeMo AutoModel training and evaluation recipes, including YAML structure, builders, and execution flow.
- ▌ Physical AI Neural Reconstruction · nvidia bundleRoutes NuRec/Neural Reconstruction requests to the correct upstream NVIDIA skill (datasets, conversion, training, rendering, object harvesting, frame cleanup).
- ▌ Tao Analyze Gaps Visual Changenet · nvidia bundleIdentifies the weakest samples per ground-truth label in NVIDIA TAO VCN Classify experiments by running a Docker container that performs threshold sweep, weakness scoring, and per-lighting expansion, then surfaces top-K weak samples for downstream augmentation or relabeling.
- ▌ Cuopt Numerical Optimization API C · nvidia bundleSolve LP, MILP, and QP problems using the cuOpt C API with a consistent build pattern and core calls.
- ▌ Nemo Mbridge Perf Moe Comm Overlap · nvidia bundleOptimizes MoE expert-parallel communication overlap in Megatron Bridge, covering dispatch/combine overlap, flex dispatcher backends, and expert wgrad scheduling.
- ▌ Nemo Mbridge Perf Moe Long Context · nvidia bundleProvides guidance for training Mixture-of-Experts models with long context windows, covering context parallelism sizing, selective recomputation, dispatcher choices, and practical patterns from recent experiments.
- ▌ Nemo Mbridge Perf Moe Vlm Training · nvidia bundleProvides practical guidance for training Mixture-of-Experts Vision-Language Models in Megatron Bridge, comparing FSDP and 3D-parallel approaches with lessons from recent multimodal experiments.
- ▌ Jetson Customize Uphy · nvidia bundleConfigure Jetson UPHY lane allocation on Orin/Thor custom carriers by editing ODMDATA tokens and dispatching per-controller kernel-DT overlay skills.
- ▌ Jetson Print Bsp Info · nvidia bundleInspects a Jetson Linux_for_Tegra BSP tree on the host PC and prints a concise summary including L4T version, board configs, and rootfs state.
- ▌ Jetson Validate Image · nvidia bundleRun static BSP checks and on-target smoke/regression tests on a flashed NVIDIA Jetson device to validate a customized BSP image.
- ▌ Nemo Evaluator Plugin · nvidia bundleRun evaluation tasks against a NeMo Platform server using the Evaluator plugin CLI and Python SDK.
- ▌ Nemo Rl Auto Research · nvidia bundleGuides agents through the full lifecycle of NeMo-RL experiments: understanding recipes, launching reproducible runs, analyzing results, and preserving human oversight with git and TSV logs.
- ▌ Tao List Capabilities · nvidia bundleLists TAO Skill Bank capabilities, models, and AutoML support by running packaged scripts.
- ▌ Tao Run On Kubernetes · nvidia bundleSubmits TAO container jobs as single-pod Kubernetes Jobs with NVIDIA GPU scheduling on EKS, GKE, AKS, or on-prem clusters.
- ▌ Tao Train Mask2former · nvidia bundleTrain, evaluate, export, quantize, and run inference on Mask2Former models for panoptic, instance, and semantic segmentation using NVIDIA TAO.
- ▌ Tao Train Single Step · nvidia bundleFine-tune a TAO model with standard supervised training, evaluation, and export, with AutoML bypass and platform-specific credential intake.
- ▌ Tilegym Cutile Python · nvidia bundleWrite high-performance GPU kernels using cuTile's tile-based programming model with validation and optimization, including deep agent orchestration for complex multi-kernel tasks.
- ▌ Dicom Metadata Extract · nvidia bundleExtracts selected metadata from a DICOM file and flags standard-tag PHI presence. Not for anonymization or clinical use.
- ▌ Dicom Series Preflight · nvidia bundleScans a DICOM series folder to extract header metadata and produce a preflight verdict without decoding pixel data.
- ▌ Dicom Series To Volume · nvidia bundleConverts a single CT DICOM series folder into a Hounsfield Unit NIfTI volume with affine metadata.
- ▌ Holoscan Install Conda · nvidia bundleInstall Holoscan SDK v4.3+ via Conda in a CUDA 13 environment, including Python bindings and C++ development headers.
- ▌ Holoscan Install Wheel · nvidia bundleInstall the Holoscan SDK Python wheel via pip into a virtual environment and verify with example scripts.
- ▌ Jetson Optimize Memory · nvidia bundleReclaim DRAM on NVIDIA Jetson devices by disabling unused display, camera, and DMA subsystems across MB1 BCT, MB2 BCT, kernel reserved-memory, and SWIOTLB layers for headless or no-camera deployments.
- ▌ Nemo Rl Brev Etiquette · nvidia bundleProvides storage and environment conventions for NeMo-RL agents on Brev instances, ensuring large experiment outputs go to /ephemeral and secrets are loaded from .env.
- ▌ Nemo Rl Session Memory · nvidia bundleMaintain durable session memory across agent disconnects by writing structured checkpoints to the repo's session directory, enabling context recovery.
- ▌ Nv Segment Ct Finetune · nvidia bundleFine-tune NV-Segment-CT VISTA3D on CT NIfTI labels for smoke testing or dataset adaptation, wrapping the upstream MONAI bundle entrypoint.
- ▌ Tao Train Nvpanoptix3d · nvidia bundleTrains, evaluates, exports, and runs inference for NVPanoptix3D models that perform panoptic 3D scene reconstruction from posed RGB images, producing 3D panoptic segmentation with occupancy completion.
- ▌ Tao Train Pointpillars · nvidia bundleTrain, evaluate, export, prune, and run inference for PointPillars 3D object detection models from LiDAR point clouds using NVIDIA TAO.
- ▌ Cuopt Server API Python · nvidia bundleDeploy a cuOpt REST server and solve routing optimization problems using Python or curl.
- ▌ Earth2studio Data Fetch · nvidia bundleGuides users through downloading weather/climate data via Earth2Studio data source APIs, verifying variable support via the lexicon system, and generating a working Python fetch script.
- ▌ Holoscan Install Debian · nvidia bundleInstall the Holoscan SDK C++ runtime and headers on Ubuntu using NVIDIA's apt repository, with automatic CUDA variant detection and verification via bundled examples.
- ▌ Holoscan Install Source · nvidia bundleBuild the Holoscan SDK from source using its in-tree Docker-based build script, producing a local install tree for CMake-based applications.
- ▌ Jetson Customize Camera · nvidia bundleEnable MIPI/GMSL camera sensors on a Jetson Thor or Orin custom carrier by rendering a kernel-DT overlay from the in-tree sensor DTSI.
- ▌ Jetson Customize Clocks · nvidia bundleLock, cap, or customize CPU, GPU, and EMC clock behavior on NVIDIA Jetson devices by editing BPMP DTB and nvpower.sh before flashing.
- ▌ Jetson Customize Pinmux · nvidia bundleParse a Jetson Orin/Thor pinmux XLSM spreadsheet and generate per-pin BCT DTSI files for a custom carrier board.
- ▌ Nemo Mbridge Resiliency · nvidia bundleConfigure fault tolerance, straggler detection, preemption, in-process restart, and re-run state machine for Megatron Bridge training jobs.
- ▌ Tao Run On Local Docker · nvidia bundleRun TAO SDK jobs as Docker containers on a local or remote Docker daemon with NVIDIA GPU support, including preflight checks and credential handling.
- ▌ Cuopt Routing API Python · nvidia bundleSolve vehicle routing problems (TSP, VRP, PDP) using NVIDIA cuOpt's Python API with cost matrices, time windows, capacity constraints, and pickup-delivery pairs.
- ▌ Jetson Print Device Info · nvidia bundleCaptures a baseline snapshot of a Jetson device's module model, L4T version, kernel, OS version, and power mode for performance testing or verification.
- ▌ Nv Generate Vae Finetune · nvidia bundleFinetune the NV-Generate-CTMR MAISI VAE/autoencoder on user-supplied CT or MRI NIfTI volumes using a staged config and datalist workflow.
- ▌ Tao Analyze Gaps Vlm Bcq · nvidia bundleExtract false-positive and false-negative gaps from VLM binary-classification-question predictions by comparing model responses against ground truth, producing a structured JSONL file and summary report for downstream root-cause analysis.
- ▌ Tao Train Grounding Dino · nvidia bundleTrains, evaluates, exports, quantizes, and runs inference for a Grounding DINO model that detects objects described by text prompts without a fixed class vocabulary.
- ▌ Cuopt Routing Formulation · nvidia bundleDefines vehicle routing problem types (TSP, VRP, PDP) and the data requirements needed to formulate them, without covering any API or interface details.
- ▌ Dynamo Interconnect Check · nvidia bundleValidates that a Dynamo deployment's NIXL/UCX/NCCL interconnect is ready for disaggregated serving over RDMA/NVLink. Use after deploying a disagg or multi-node recipe to confirm KV transport is correct, or use troubleshoot for already-failed pods.
- ▌ Jetson Customize Nvpmodel · nvidia bundleAdd, remove, edit, list, or change the boot default of nvpmodel power modes on Jetson/Tegra platforms (Orin, Thor) by modifying the BSP-side configuration file.
- ▌ Jetson Inference Mem Tune · nvidia bundleRecommends an inference runtime and memory-related launch flags for LLM/VLM workloads on NVIDIA Jetson devices, based on a live memory audit snapshot.
- ▌ Nemo Data Designer Plugin · nvidia bundleBuild synthetic datasets and data generation pipelines using the Data Designer library.
- ▌ Nemotron Policy Generator · nvidia bundleGenerates custom safety policies for NVIDIA Nemotron content-safety guardrails, producing a Markdown policy, JSON taxonomy, and inference prompts from rough user input.
- ▌ Omniverse Cad To Simready · nvidia bundleCoordinate the end-to-end pipeline from CAD or source assets to SimReady USD assets, including conversion, material and physics assignment, validation, conformance, and optional packaging.
- ▌ Omniverse Realtime Viewer · nvidia bundleRoutes Omniverse Realtime Viewer requests to focused reference documents and enforces architectural rules for building USD viewer applications.
- ▌ Tao Analyze Changenet Rca · nvidia bundlePerforms deep root cause analysis on NVIDIA TAO Visual ChangeNet classification experiments, using image-evidence-driven investigation to diagnose model failures and produce actionable reports.
- ▌ Tao Finetune Cosmos Embed · nvidia bundleFine-tune, evaluate, run inference, and export Cosmos-Embed1 video-text embedding models for tasks like text-to-video retrieval and semantic deduplication.
- ▌ Tao Run Inference Service · nvidia bundleStart, query, and stop a TAO inference microservice for a specific network architecture by delegating container execution to the appropriate platform skill.
- ▌ Tao Setup Nvidia Gpu Host · nvidia bundleChecks and installs NVIDIA driver, CUDA Toolkit, and NVIDIA Container Toolkit for GPU-accelerated Docker and Kubernetes hosts. Supports multiple Linux distributions with automated install and read-only check modes.
- ▌ Tao Train Deformable Detr · nvidia bundleTrain, evaluate, export, quantize, and run inference for a Deformable DETR 2D object detection model using TAO, with deformable attention for efficient multi-scale feature processing.
- ▌ Tao Train Mask Auto Label · nvidia bundleTrains, evaluates, and runs inference for Mask Auto-Label (MAL) weakly-supervised segmentation models using ViT-MAE backbones with minimal point or box annotations.
- ▌ Tilegym Cutile Autotuning · nvidia bundleAdds autotuning to CuTile kernels using the exhaustive_search API with a tune-once/cache/direct-launch pattern, covering occupancy-only and complex tile-size search spaces.
- ▌ Accelerated Computing Cudf · nvidia bundleAccelerate pandas workflows with GPU DataFrames using cuDF and dask-cuDF for ETL, joins, groupby, and large-scale data processing.
- ▌ Holoscan Install Container · nvidia bundlePull and verify the official Holoscan SDK container from NGC, selecting the correct CUDA/arch tag for the host GPU and validating with bundled Python and C++ examples.
- ▌ Nemotron Retrieval Recipes · nvidia bundlePlan, debug, tune, evaluate, export, or deploy public Nemotron embedding and reranking retrieval recipes using the current checkout.
- ▌ Tao Run On Slurm · nvidia bundleSubmit and manage TAO training, evaluation, and inference jobs on SLURM GPU clusters over SSH with sbatch/srun, Pyxis/Enroot containers, and Lustre-backed storage.
- ▌ Tao Run Platform · nvidia bundleSubmit and monitor GPU training jobs on Brev, SLURM, Docker, or Kubernetes using the TAO Execution SDK, with job handles, S3 I/O wrapping, and multi-node distributed training.
- ▌ Dali Dynamic Mode · nvidia bundleWrite, review, and migrate code using NVIDIA DALI's imperative dynamic-mode API for efficient data loading and preprocessing.
- ▌ Jetson Diagnostic · nvidia bundleCaptures a read-only health snapshot from a Jetson device, reporting identity, memory, GPU, thermal, power, storage, services, and top processes.
- ▌ Jetson Init Image · nvidia bundleExtract Jetson Linux BSP and sample-rootfs tarballs, run apply_binaries.sh with the correct GPU stack flag, and record the image metadata in the active target profile.
- ▌ Jetson Set Target · nvidia bundleSwitch the active Jetson target-platform pointer to an existing profile YAML. Use before customize/build/flash to change target; not for authoring profiles — use jetson-init-target instead.
- ▌ Tao Finetune Clip · nvidia bundleFine-tune and deploy CLIP vision-language models for zero-shot classification, image-text retrieval, and embedding extraction with ONNX and TensorRT support.
- ▌ Tao Run On Lepton · nvidia bundleSubmit TAO jobs to Lepton managed GPU compute on DGX Cloud, with run/status/cancel interface and multi-node distributed training support.
- ▌ Vss Manage Alerts · nvidia bundleOperate the VSS alert pipeline for real-time monitoring, Alert-Bridge subscriptions, Slack notifications, incident queries, and camera onboarding.
- ▌ Jetson Flash Image · nvidia bundleFlash a promoted BSP image to a Jetson device in RCM mode using NVIDIA's flash.sh or l4t_initrd_flash.sh toolchain.
- ▌ Jetson Generate Kb · nvidia bundleGenerates a per-target knowledge-base markdown file by walking the BSP root and source tree, documenting image layout, source tree structure, and document references.
- ▌ Jetson Init Source · nvidia bundleBootstraps a BSP customization workspace for NVIDIA Jetson, including the Linux_for_Tegra overlay tracker, bsp_sources mono-tree, and Crosstool-NG toolchain.
- ▌ Jetson Init Target · nvidia bundleCreates a new Jetson target-platform profile YAML by selecting a reference devkit and optional custom carrier, then updates the active target pointer.
- ▌ Jetson Quick Start · nvidia bundleDispatches Jetson BSP customization by presenting a click-to-select setup questionnaire and passing prefilled answers to downstream setup skills.
- ▌ Mcore Create Issue · nvidia bundleInvestigate a failing GitHub Actions job, extract the root cause, and file a well-structured bug issue against NVIDIA/Megatron-LM.
- ▌ Mcore Run On Slurm · nvidia bundleLaunch distributed Megatron-LM training jobs on a SLURM cluster with a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules, container conventions, monitoring, and per-rank failure diagnosis.
- ▌ Nemotron Customize · nvidia bundlePlan, configure, and chain Nemotron model customization steps into single-step or multi-step pipelines for curation, translation, fine-tuning, RL alignment, benchmarking, checkpoint conversion, optimization, and evaluation.
- ▌ Tao Train Nvdinov2 · nvidia bundleTrains vision transformers via self-distillation without labels for self-supervised visual representation learning, and supports export and inference of NVDINOv2 backbones.
- ▌ Tao Train Sparse4d · nvidia bundleTrains, evaluates, exports, quantizes, and runs inference for Sparse4D multi-camera temporal 3D object detection and tracking models using TAO.
- ▌ Vss Deploy Profile · nvidia bundleSelects, configures, deploys, verifies, debugs, or tears down a VSS profile (base, search, lvs, warehouse, edge) for NVIDIA's video search and summarization stack.
- ▌ Vss Search Archive · nvidia bundleSearch archived video using natural language, ingest video files or RTSP streams, and manage ingested sources.
- ▌ Cuopt Server Common · nvidia bundleExplains the domain concepts of the cuOpt REST server, including supported problem types, request flow, and key endpoints, without deployment or client code.
- ▌ Cupynumeric Install · nvidia bundleInstall and verify cuPyNumeric for Python using conda or pip, including GPU usage checks.
- ▌ Dynamo Troubleshoot · nvidia bundleDiagnose failed or unhealthy Dynamo deployments by collecting a read-only debug bundle, classifying failures, and providing step-by-step remediation guidance.
- ▌ Jetson Build Source · nvidia bundleRebuild kernel-side artifacts (DTBs, OOT modules, kernel Image) from source changes under bsp_sources/ and produce a manifest for staging into a BSP image.
- ▌ Jetson Download Bsp · nvidia bundleDownloads NVIDIA Jetson Linux BSP artifacts (BSP tarball, sample rootfs, public_sources, x-tools, guides) for the active target. Used for Auto Setup; does not extract or edit profiles.
- ▌ Jetson Memory Audit · nvidia bundleMeasure Jetson DRAM and NvMap usage, capture before/after baselines, and verify memory reclamation with live audit data.
- ▌ Nemoclaw User Guide · nvidia bundleGuides AI coding assistants to the official NemoClaw documentation via MCP server or Markdown files for installation, configuration, operation, and troubleshooting.
- ▌ Tao Launch Workflow · nvidia bundleCollects launch inputs and runs preflight checks before executing TAO workflows such as AutoML, training, evaluation, inference, export, TensorRT engine generation, or DEFT jobs on supported platforms.
- ▌ Tao Mine Aoi Images · nvidia bundleEmbeds target and source image parquets, then mines nearest-neighbour source images for augmentation in VCN AOI workflows.
- ▌ Tao Train Bevfusion · nvidia bundleTrains, evaluates, and runs inference for BEVFusion multi-sensor 3D object detection models that fuse LiDAR and camera data in bird's-eye-view space for autonomous driving.