← all plugins

1. ▌
   cufolio · nvidia bundle

   Build, optimize, backtest, rebalance, or analyze stock portfolios using NVIDIA-accelerated Mean-CVaR optimization with cuOpt GPU solver.
   2.2k
   repo stars
2. ▌
   hsb-app · nvidia bundle

   Discover, select, and run Holoscan Sensor Bridge example applications on a connected devkit over SSH, filtering by platform, board type, and sensors.
   2.2k
   repo stars
3. ▌
   hsb-test · nvidia bundle

   Execute QA test plans on Holoscan Sensor Bridge hardware by reading a test document, filtering tests by setup, running automatable tests with pass/fail evaluation, and producing a structured report.
   2.2k
   repo stars
4. ▌
   rag-eval · nvidia bundle

   Evaluates RAG pipelines using a filesystem-based benchmark with corpus/ and train.json, running evaluate_rag.py to tune retrieval and generation flags and interpret RAGAS metrics.
   2.2k
   repo stars
5. ▌
   rag-perf · nvidia bundle

   Run config-driven performance benchmarks against a deployed NVIDIA RAG Blueprint server, including profiling and load testing, with a unified report.
   2.2k
   repo stars
6. ▌
   hsb-flash · nvidia bundle

   Flash FPGA firmware on HSB Lattice boards and Leopard Imaging VB1940 cameras connected to NVIDIA devkits, with safety checks and multi-step upgrade/downgrade procedures.
   2.2k
   repo stars
7. ▌
   hsb-setup · nvidia bundle

   Set up the Holoscan Sensor Bridge demo environment end-to-end: clone the repo, configure the host per platform, build and run the demo container, and verify connectivity to the sensor board.
   2.2k
   repo stars
8. ▌
   aiq-deploy · nvidia bundle

   Installs, deploys, runs, validates, troubleshoots, and stops NVIDIA AI-Q Blueprint infrastructure for local or self-hosted servers.
   2.2k
   repo stars
9. ▌
   cudaq-guide · nvidia bundle

   Guide users through installing CUDA-Q, writing quantum kernels, running GPU-accelerated simulations, connecting to QPU hardware, and exploring built-in applications.
   2.2k
   repo stars
10. ▌
    aiq-research · nvidia bundle

    Runs deep research queries through a reachable NVIDIA AI-Q Blueprint backend, handling health checks, job submission, polling, and report retrieval.
    2.2k
    repo stars
11. ▌
    nemo-rl-docs · nvidia bundle

    Update docs/index.md and write Google-style docstrings for NeMo-RL documentation changes.
    2.2k
    repo stars
12. ▌
    cuopt-install · nvidia bundle

    Install cuOpt for Python, C, or REST server via pip, conda, or Docker, and verify the installation.
    2.2k
    repo stars
13. ▌
    data-designer · nvidia bundle

    Build synthetic datasets and data generation pipelines using the Data Designer library.
    2.2k
    repo stars
14. ▌
    mcore-testing · nvidia bundle

    Guides testing Megatron-LM: test layout, recipe YAML, adding and running unit/functional tests, golden values, marker filters, and CI parity.
    2.2k
    repo stars
15. ▌
    nv-reason-cxr · nvidia bundle

    Runs chest X-ray reasoning smoke tests using the NV-Reason-CXR-3B model via local inference or a public Hugging Face Space API.
    2.2k
    repo stars
16. ▌
    nv-segment-ct · nvidia bundle

    Segments abdominal organs from CT NIfTI volumes using the NV-Segment-CT VISTA3D model, producing label maps and structured evidence JSON.
    2.2k
    repo stars
17. ▌
    rag-blueprint · nvidia bundle

    Deploy, configure, troubleshoot, and manage NVIDIA RAG Blueprint deployments across Docker, Helm, and library setups.
    2.2k
    repo stars
18. ▌
    vss-ask-video · nvidia bundle

    Ask visual questions about video clips using a VSS agent's video_understanding tool, requiring a fresh look at frames rather than prior metadata or search results.
    2.2k
    repo stars
19. ▌
    deepstream-dev · nvidia bundle

    Build video analytics pipelines using NVIDIA DeepStream SDK 9.0 with Python pyservicemaker API, including GStreamer-based video processing, TensorRT inference integration, object detection/tracking, and Kafka/message broker integration.
    2.2k
    repo stars
20. ▌
    holoscan-setup · nvidia bundle

    Inspects the host system, assesses platform compatibility, and recommends the correct Holoscan SDK installation method, then delegates to a method-specific install skill.
    2.2k
    repo stars
21. ▌
    jetson-package · nvidia bundle

    Selects Jetson-compatible containers, vLLM runtime images, and Jetson AI Lab PyPI indexes based on Orin SM 8.7 vs Thor SM 11.0 and JetPack version.
    2.2k
    repo stars
22. ▌
    launch-nemo-rl · nvidia bundle

    Launch, monitor, stop, and debug NeMo-RL recipes on a Kubernetes cluster using the nrl-k8s CLI, supporting ephemeral and long-lived RayCluster modes.
    2.2k
    repo stars
23. ▌
    mcore-split-pr · nvidia bundle

    Split a large pull request into multiple smaller PRs to reduce the number of required CODEOWNERS reviewer groups.
    2.2k
    repo stars
24. ▌
    nemo-retriever · nvidia bundle

    Index folders of PDFs and other documents into LanceDB for vector search, then query them with semantic search, page filters, verbatim quotes, and cross-document aggregation.
    2.2k
    repo stars
25. ▌
    nv-generate-mr · nvidia bundle

    Generates synthetic body MRI volumes using NVIDIA's NV-Generate-CTMR rflow-mr model. Wraps the upstream diffusion inference pipeline with config staging, output validation, and NIfTI volume summarization.
    2.2k
    repo stars
26. ▌
    tao-run-automl · nvidia bundle

    Run automated hyperparameter optimization for NVIDIA TAO models using AutoMLRunner, supporting multiple search algorithms and experiment tracking.
    2.2k
    repo stars
27. ▌
    tao-train-dino · nvidia bundle

    Train, evaluate, export, distill, quantize, or run inference for a TAO DINO 2D object detector using transformer-based detection with denoising training and multi-scale features.
    2.2k
    repo stars
28. ▌
    tao-train-reid · nvidia bundle

    Trains, evaluates, exports, and runs inference for person re-identification models using TAO, learning discriminative embeddings for cross-camera matching.
    2.2k
    repo stars
29. ▌
    cuopt-developer · nvidia bundle

    Modify, build, test, debug, and contribute to the NVIDIA cuOpt codebase (C++/CUDA, Python, server, CI). Includes guidance for solver internals, pull requests, DCO signoff, and code conventions.
    2.2k
    repo stars
30. ▌
    nemotron-speech · nvidia bundle

    Routes NVIDIA Nemotron Speech (Riva) NIM tasks for ASR, TTS, and NMT, covering cloud-hosted inference, self-hosted Docker deployment, and custom model builds.
    2.2k
    repo stars
31. ▌
    nv-segment-ctmr · nvidia bundle

    Runs NV-Segment-CTMR segmentation on CT or MRI NIfTI volumes and records label-map evidence.
    2.2k
    repo stars
32. ▌
    tao-run-on-brev · nvidia bundle

    Manage NVIDIA Brev GPU instances for TAO training, evaluation, and inference using the Brev CLI and Docker.
    2.2k
    repo stars
33. ▌
    cuopt-user-rules · nvidia bundle

    Guides users through installing, configuring, and calling the NVIDIA cuOpt SDK for routing and optimization problems, with emphasis on clarifying requirements and safe execution.
    2.2k
    repo stars
34. ▌
    cupynumeric-hdf5 · nvidia bundle

    Read and write large cuPyNumeric arrays to HDF5 files using Legate's parallel, distributed HDF5 I/O.
    2.2k
    repo stars
35. ▌
    jetson-link-docs · nvidia bundle

    Bind pre-downloaded Jetson reference docs (developer guide, design guide, pinmux, schematics) into the active profile documents block. Use after staging docs on disk; not for downloading.
    2.2k
    repo stars
36. ▌
    jetson-llm-serve · nvidia bundle

    Serve LLMs and VLMs on NVIDIA Jetson devices using vLLM or SGLang with optimized Docker containers and quantization presets.
    2.2k
    repo stars
37. ▌
    tao-run-deft-aoi · nvidia bundle

    Automates the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models, including baseline evaluation, RCA, synthetic defect generation, data mining, retraining, and deployment gating until KPI targets are met.
    2.2k
    repo stars
38. ▌
    tao-run-on-slurm · nvidia bundle

    Submit and manage TAO training, evaluation, and inference jobs on SLURM GPU clusters over SSH with sbatch/srun, Pyxis/Enroot containers, and Lustre-backed storage.
    2.2k
    repo stars
39. ▌
    tao-run-platform · nvidia bundle

    Submit 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.
    2.2k
    repo stars
40. ▌
    tao-train-ocdnet · nvidia bundle

    Trains, evaluates, exports, prunes, quantizes, retrains, and runs inference for OCDNet scene text detection models using TAO, detecting arbitrary-oriented text regions in natural images.
    2.2k
    repo stars
41. ▌
    tao-train-ocrnet · nvidia bundle

    Trains, evaluates, exports, prunes, quantizes, retrains, and runs inference for TAO OCRNet models for scene text recognition from cropped text-region images, supporting CTC and attention-based decoders.
    2.2k
    repo stars
42. ▌
    tao-train-rtdetr · nvidia bundle

    Train, evaluate, distill, quantize, export, and run inference for RT-DETR object detection models using NVIDIA TAO.
    2.2k
    repo stars
43. ▌
    dali-dynamic-mode · nvidia bundle

    Write, review, and migrate code using NVIDIA DALI's imperative dynamic-mode API for efficient data loading and preprocessing.
    2.2k
    repo stars
44. ▌
    jetson-diagnostic · nvidia bundle

    Captures a read-only health snapshot from a Jetson device, reporting identity, memory, GPU, thermal, power, storage, services, and top processes.
    2.2k
    repo stars
45. ▌
    jetson-init-image · nvidia bundle

    Extract 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.
    2.2k
    repo stars
46. ▌
    jetson-set-target · nvidia bundle

    Switch 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.
    2.2k
    repo stars
47. ▌
    tao-finetune-clip · nvidia bundle

    Fine-tune and deploy CLIP vision-language models for zero-shot classification, image-text retrieval, and embedding extraction with ONNX and TensorRT support.
    2.2k
    repo stars
48. ▌
    tao-run-on-lepton · nvidia bundle

    Submit TAO jobs to Lepton managed GPU compute on DGX Cloud, with run/status/cancel interface and multi-node distributed training support.
    2.2k
    repo stars
49. ▌
    vss-manage-alerts · nvidia bundle

    Operate the VSS alert pipeline for real-time monitoring, Alert-Bridge subscriptions, Slack notifications, incident queries, and camera onboarding.
    2.2k
    repo stars
50. ▌
    jetson-flash-image · nvidia bundle

    Flash a promoted BSP image to a Jetson device in RCM mode using NVIDIA's flash.sh or l4t_initrd_flash.sh toolchain.
    2.2k
    repo stars
51. ▌
    jetson-init-source · nvidia bundle

    Bootstraps a BSP customization workspace for NVIDIA Jetson, including the Linux_for_Tegra overlay tracker, bsp_sources mono-tree, and Crosstool-NG toolchain.
    2.2k
    repo stars
52. ▌
    jetson-generate-kb · nvidia bundle

    Generates a per-target knowledge-base markdown file by walking the BSP root and source tree, documenting image layout, source tree structure, and document references.
    2.2k
    repo stars
53. ▌
    jetson-init-target · nvidia bundle

    Creates a new Jetson target-platform profile YAML by selecting a reference devkit and optional custom carrier, then updates the active target pointer.
    2.2k
    repo stars
54. ▌
    jetson-quick-start · nvidia bundle

    Dispatches Jetson BSP customization by presenting a click-to-select setup questionnaire and passing prefilled answers to downstream setup skills.
    2.2k
    repo stars
55. ▌
    mcore-create-issue · nvidia bundle

    Investigate a failing GitHub Actions job, extract the root cause, and file a well-structured bug issue against NVIDIA/Megatron-LM.
    2.2k
    repo stars
56. ▌
    mcore-run-on-slurm · nvidia bundle

    Launch 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.
    2.2k
    repo stars
57. ▌
    nemotron-customize · nvidia bundle

    Plan, 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.
    2.2k
    repo stars
58. ▌
    tao-train-nvdinov2 · nvidia bundle

    Trains vision transformers via self-distillation without labels for self-supervised visual representation learning, and supports export and inference of NVDINOv2 backbones.
    2.2k
    repo stars
59. ▌
    tao-train-sparse4d · nvidia bundle

    Trains, evaluates, exports, quantizes, and runs inference for Sparse4D multi-camera temporal 3D object detection and tracking models using TAO.
    2.2k
    repo stars
60. ▌
    vss-deploy-profile · nvidia bundle

    Selects, configures, deploys, verifies, debugs, or tears down a VSS profile (base, search, lvs, warehouse, edge) for NVIDIA's video search and summarization stack.
    2.2k
    repo stars
61. ▌
    vss-search-archive · nvidia bundle

    Search archived video using natural language, ingest video files or RTSP streams, and manage ingested sources.
    2.2k
    repo stars
62. ▌
    cupynumeric-install · nvidia bundle

    Install and verify cuPyNumeric for Python using conda or pip, including GPU usage checks.
    2.2k
    repo stars
63. ▌
    dynamo-troubleshoot · nvidia bundle

    Diagnose failed or unhealthy Dynamo deployments by collecting a read-only debug bundle, classifying failures, and providing step-by-step remediation guidance.
    2.2k
    repo stars
64. ▌
    cuopt-server-common · nvidia bundle

    Explains the domain concepts of the cuOpt REST server, including supported problem types, request flow, and key endpoints, without deployment or client code.
    2.2k
    repo stars
65. ▌
    jetson-memory-audit · nvidia bundle

    Measure Jetson DRAM and NvMap usage, capture before/after baselines, and verify memory reclamation with live audit data.
    2.2k
    repo stars
66. ▌
    nemoclaw-user-guide · nvidia bundle

    Guides AI coding assistants to the official NemoClaw documentation via MCP server or Markdown files for installation, configuration, operation, and troubleshooting.
    2.2k
    repo stars
67. ▌
    tao-launch-workflow · nvidia bundle

    Collects 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.
    2.2k
    repo stars
68. ▌
    jetson-build-source · nvidia bundle

    Rebuild kernel-side artifacts (DTBs, OOT modules, kernel Image) from source changes under bsp_sources/ and produce a manifest for staging into a BSP image.
    2.2k
    repo stars
69. ▌
    tao-mine-aoi-images · nvidia bundle

    Embeds target and source image parquets, then mines nearest-neighbour source images for augmentation in VCN AOI workflows.
    2.2k
    repo stars
70. ▌
    jetson-download-bsp · nvidia bundle

    Downloads 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.
    2.2k
    repo stars
71. ▌
    tao-train-bevfusion · nvidia bundle

    Trains, 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.
    2.2k
    repo stars
72. ▌
    tao-train-oneformer · nvidia bundle

    Train, evaluate, export, quantize, and run inference for a TAO OneFormer model that performs panoptic, instance, and semantic segmentation using task-conditioned queries.
    2.2k
    repo stars
73. ▌
    tao-train-segformer · nvidia bundle

    Trains, evaluates, exports, quantizes, and runs inference for SegFormer semantic segmentation models using NVIDIA TAO.
    2.2k
    repo stars
74. ▌
    vss-query-analytics · nvidia bundle

    Queries video analytics incidents, alerts, metrics, and sensor data from Elasticsearch via the VA-MCP server.
    2.2k
    repo stars
75. ▌
    vss-summarize-video · nvidia bundle

    Summarize recorded video clips using the LVS microservice with a VLM fallback, producing a narrative summary with timestamped events.
    2.2k
    repo stars
76. ▌
    dynamo-recipe-runner · nvidia bundle

    Select, validate, patch, and deploy existing NVIDIA Dynamo Kubernetes recipes for model serving with GPU support.
    2.2k
    repo stars
77. ▌
    earth2studio-install · nvidia bundle

    Guides installing Earth2Studio via uv or pip, selecting model extras, and configuring environment variables.
    2.2k
    repo stars
78. ▌
    jetson-customize-fan · nvidia bundle

    Add, remove, edit, list, or change the boot default of an nvfancontrol fan profile on a Jetson/Tegra target.
    2.2k
    repo stars
79. ▌
    jetson-customize-usb · nvidia bundle

    Enable, disable, or change the role of USB2/USB3 SS ports on Jetson custom carriers by generating kernel-DT overlays that flip lane, port, and host xHCI phys in lockstep.
    2.2k
    repo stars
80. ▌
    jetson-headless-mode · nvidia bundle

    Plan and apply safe, reversible headless-mode changes on Jetson devices to reclaim memory from the GUI and non-essential daemons.
    2.2k
    repo stars
81. ▌
    jetson-llm-benchmark · nvidia bundle

    Benchmark Jetson LLM/VLM serving performance across vLLM, llama.cpp, and Ollama with structured JSON output.
    2.2k
    repo stars
82. ▌
    jetson-promote-image · nvidia bundle

    Copies overlay files and built artifacts into a staged BSP image for NVIDIA Jetson platforms, preparing it for flashing without modifying the workspace.
    2.2k
    repo stars
83. ▌
    nv-generate-ct-rflow · nvidia bundle

    Generates synthetic CT volumes and masks using NVIDIA's rectified-flow pipeline for medical imaging research.
    2.2k
    repo stars
84. ▌
    nv-generate-mr-brain · nvidia bundle

    Generates synthetic brain MRI volumes using NVIDIA's NV-Generate-CTMR workflow, with configurable modality and random seed.
    2.2k
    repo stars
85. ▌
    physicsnemo-discover · nvidia bundle

    Navigate the PhysicsNeMo repository by discovering model families, datapipes, and examples through live file search, without writing training code.
    2.2k
    repo stars
86. ▌
    skill-card-generator · nvidia bundle

    Generates or updates a governance skill card for an existing agent skill directory by analyzing source signals, building a grounded JSON context, and rendering a deterministic markdown card.
    2.2k
    repo stars
87. ▌
    tao-train-centerpose · nvidia bundle

    Train, evaluate, export, and run inference for CenterPose models used in 6-DoF object pose estimation with keypoint regression.
    2.2k
    repo stars
88. ▌
    dynamo-router-starter · nvidia bundle

    Start or patch Dynamo router modes and run router endpoint smoke checks for round-robin, KV-aware, least-loaded, or device-aware routing.
    2.2k
    repo stars
89. ▌
    jetson-customize-mgbe · nvidia bundle

    Generates kernel-DT overlay fragments to enable 25G/10G/1G MGBE QSFP interfaces on Jetson Thor, verifying pinmux and integrating with the BSP customization workflow.
    2.2k
    repo stars
90. ▌
    jetson-customize-pcie · nvidia bundle

    Generates kernel device-tree overlay fragments to enable or disable individual PCIe controllers and configure lane count and link speed on Jetson Thor/Orin custom carriers.
    2.2k
    repo stars
91. ▌
    jetson-customize-uphy · nvidia bundle

    Configure Jetson UPHY lane allocation on Orin/Thor custom carriers by editing ODMDATA tokens and dispatching per-controller kernel-DT overlay skills.
    2.2k
    repo stars
92. ▌
    jetson-print-bsp-info · nvidia bundle

    Inspects a Jetson Linux_for_Tegra BSP tree on the host PC and prints a concise summary including L4T version, board configs, and rootfs state.
    2.2k
    repo stars
93. ▌
    cuopt-skill-evolution · nvidia bundle

    Detects generalizable learnings from problem-solving interactions and proposes skill updates to improve future performance.
    2.2k
    repo stars
94. ▌
    jetson-validate-image · nvidia bundle

    Run static BSP checks and on-target smoke/regression tests on a flashed NVIDIA Jetson device to validate a customized BSP image.
    2.2k
    repo stars
95. ▌
    nemo-evaluator-plugin · nvidia bundle

    Run evaluation tasks against a NeMo Platform server using the Evaluator plugin CLI and Python SDK.
    2.2k
    repo stars
96. ▌
    earth2studio-discover · nvidia bundle

    Find Earth2Studio models, data sources, and examples for weather/climate use cases by consulting live documentation and verifying compatibility via the lexicon system.
    2.2k
    repo stars
97. ▌
    nemo-rl-auto-research · nvidia bundle

    Guides 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.
    2.2k
    repo stars
98. ▌
    tao-list-capabilities · nvidia bundle

    Lists TAO Skill Bank capabilities, models, and AutoML support by running packaged scripts.
    2.2k
    repo stars
99. ▌
    tao-run-on-kubernetes · nvidia bundle

    Submits TAO container jobs as single-pod Kubernetes Jobs with NVIDIA GPU scheduling on EKS, GKE, AKS, or on-prem clusters.
    2.2k
    repo stars
100. ▌
     tao-train-mask2former · nvidia bundle

     Train, evaluate, export, quantize, and run inference on Mask2Former models for panoptic, instance, and semantic segmentation using NVIDIA TAO.
     2.2k
     repo stars
101. ▌
     jetson-derive-carrier · nvidia bundle

     Bootstrap a custom carrier board by forking carrier files and scaffolding a DT overlay from the reference devkit.
     2.2k
     repo stars
102. ▌
     tao-train-single-step · nvidia bundle

     Fine-tune a TAO model with standard supervised training, evaluation, and export, with AutoML bypass and platform-specific credential intake.
     2.2k
     repo stars
103. ▌
     tilegym-cutile-python · nvidia bundle

     Write high-performance GPU kernels using cuTile's tile-based programming model with validation and optimization, including deep agent orchestration for complex multi-kernel tasks.
     2.2k
     repo stars
104. ▌
     dicom-metadata-extract · nvidia bundle

     Extracts selected metadata from a DICOM file and flags standard-tag PHI presence. Not for anonymization or clinical use.
     2.2k
     repo stars
105. ▌
     dicom-series-preflight · nvidia bundle

     Scans a DICOM series folder to extract header metadata and produce a preflight verdict without decoding pixel data.
     2.2k
     repo stars
106. ▌
     dicom-series-to-volume · nvidia bundle

     Converts a single CT DICOM series folder into a Hounsfield Unit NIfTI volume with affine metadata.
     2.2k
     repo stars
107. ▌
     holoscan-install-conda · nvidia bundle

     Install Holoscan SDK v4.3+ via Conda in a CUDA 13 environment, including Python bindings and C++ development headers.
     2.2k
     repo stars
108. ▌
     holoscan-install-wheel · nvidia bundle

     Install the Holoscan SDK Python wheel via pip into a virtual environment and verify with example scripts.
     2.2k
     repo stars
109. ▌
     jetson-optimize-memory · nvidia bundle

     Reclaim 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.
     2.2k
     repo stars
110. ▌
     nemo-rl-brev-etiquette · nvidia bundle

     Provides storage and environment conventions for NeMo-RL agents on Brev instances, ensuring large experiment outputs go to /ephemeral and secrets are loaded from .env.
     2.2k
     repo stars
111. ▌
     nemo-rl-session-memory · nvidia bundle

     Maintain durable session memory across agent disconnects by writing structured checkpoints to the repo's session directory, enabling context recovery.
     2.2k
     repo stars
112. ▌
     nv-segment-ct-finetune · nvidia bundle

     Fine-tune NV-Segment-CT VISTA3D on CT NIfTI labels for smoke testing or dataset adaptation, wrapping the upstream MONAI bundle entrypoint.
     2.2k
     repo stars
113. ▌
     tao-train-nvpanoptix3d · nvidia bundle

     Trains, 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.
     2.2k
     repo stars
114. ▌
     tao-train-pointpillars · nvidia bundle

     Train, evaluate, export, prune, and run inference for PointPillars 3D object detection models from LiDAR point clouds using NVIDIA TAO.
     2.2k
     repo stars
115. ▌
     cuopt-server-api-python · nvidia bundle

     Deploy a cuOpt REST server and solve routing optimization problems using Python or curl.
     2.2k
     repo stars
116. ▌
     holoscan-install-debian · nvidia bundle

     Install the Holoscan SDK C++ runtime and headers on Ubuntu using NVIDIA's apt repository, with automatic CUDA variant detection and verification via bundled examples.
     2.2k
     repo stars
117. ▌
     holoscan-install-source · nvidia bundle

     Build the Holoscan SDK from source using its in-tree Docker-based build script, producing a local install tree for CMake-based applications.
     2.2k
     repo stars
118. ▌
     jetson-customize-camera · nvidia bundle

     Enable MIPI/GMSL camera sensors on a Jetson Thor or Orin custom carrier by rendering a kernel-DT overlay from the in-tree sensor DTSI.
     2.2k
     repo stars
119. ▌
     jetson-customize-clocks · nvidia bundle

     Lock, cap, or customize CPU, GPU, and EMC clock behavior on NVIDIA Jetson devices by editing BPMP DTB and nvpower.sh before flashing.
     2.2k
     repo stars
120. ▌
     jetson-customize-pinmux · nvidia bundle

     Parse a Jetson Orin/Thor pinmux XLSM spreadsheet and generate per-pin BCT DTSI files for a custom carrier board.
     2.2k
     repo stars
121. ▌
     nemo-mbridge-resiliency · nvidia bundle

     Configure fault tolerance, straggler detection, preemption, in-process restart, and re-run state machine for Megatron Bridge training jobs.
     2.2k
     repo stars
122. ▌
     tao-run-on-local-docker · nvidia bundle

     Run TAO SDK jobs as Docker containers on a local or remote Docker daemon with NVIDIA GPU support, including preflight checks and credential handling.
     2.2k
     repo stars
123. ▌
     cuopt-routing-api-python · nvidia bundle

     Solve vehicle routing problems (TSP, VRP, PDP) using NVIDIA cuOpt's Python API with cost matrices, time windows, capacity constraints, and pickup-delivery pairs.
     2.2k
     repo stars
124. ▌
     earth2studio-data-fetch · nvidia bundle

     Guides 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.
     2.2k
     repo stars
125. ▌
     jetson-print-device-info · nvidia bundle

     Captures a baseline snapshot of a Jetson device's module model, L4T version, kernel, OS version, and power mode for performance testing or verification.
     2.2k
     repo stars
126. ▌
     nv-generate-vae-finetune · nvidia bundle

     Finetune the NV-Generate-CTMR MAISI VAE/autoencoder on user-supplied CT or MRI NIfTI volumes using a staged config and datalist workflow.
     2.2k
     repo stars
127. ▌
     tao-analyze-gaps-vlm-bcq · nvidia bundle

     Extract 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.
     2.2k
     repo stars
128. ▌
     tao-train-grounding-dino · nvidia bundle

     Trains, evaluates, exports, quantizes, and runs inference for a Grounding DINO model that detects objects described by text prompts without a fixed class vocabulary.
     2.2k
     repo stars
129. ▌
     amc-run-video-calibration · nvidia bundle

     Calibrate a new dataset from pre-recorded video files via the AutoMagicCalib REST API.
     2.2k
     repo stars
130. ▌
     dynamo-interconnect-check · nvidia bundle

     Validates 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.
     2.2k
     repo stars
131. ▌
     jetson-customize-nvpmodel · nvidia bundle

     Add, 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.
     2.2k
     repo stars
132. ▌
     jetson-inference-mem-tune · nvidia bundle

     Recommends an inference runtime and memory-related launch flags for LLM/VLM workloads on NVIDIA Jetson devices, based on a live memory audit snapshot.
     2.2k
     repo stars
133. ▌
     nemo-data-designer-plugin · nvidia bundle

     Build synthetic datasets and data generation pipelines using the Data Designer library.
     2.2k
     repo stars
134. ▌
     nemotron-policy-generator · nvidia bundle

     Generates custom safety policies for NVIDIA Nemotron content-safety guardrails, producing a Markdown policy, JSON taxonomy, and inference prompts from rough user input.
     2.2k
     repo stars
135. ▌
     omniverse-cad-to-simready · nvidia bundle

     Coordinate 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.
     2.2k
     repo stars
136. ▌
     omniverse-realtime-viewer · nvidia bundle

     Routes Omniverse Realtime Viewer requests to focused reference documents and enforces architectural rules for building USD viewer applications.
     2.2k
     repo stars
137. ▌
     tao-analyze-changenet-rca · nvidia bundle

     Performs deep root cause analysis on NVIDIA TAO Visual ChangeNet classification experiments, using image-evidence-driven investigation to diagnose model failures and produce actionable reports.
     2.2k
     repo stars
138. ▌
     cuopt-routing-formulation · nvidia bundle

     Defines vehicle routing problem types (TSP, VRP, PDP) and the data requirements needed to formulate them, without covering any API or interface details.
     2.2k
     repo stars
139. ▌
     tao-finetune-cosmos-embed · nvidia bundle

     Fine-tune, evaluate, run inference, and export Cosmos-Embed1 video-text embedding models for tasks like text-to-video retrieval and semantic deduplication.
     2.2k
     repo stars
140. ▌
     tao-run-inference-service · nvidia bundle

     Start, query, and stop a TAO inference microservice for a specific network architecture by delegating container execution to the appropriate platform skill.
     2.2k
     repo stars
141. ▌
     tao-setup-nvidia-gpu-host · nvidia bundle

     Checks 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.
     2.2k
     repo stars
142. ▌
     tao-train-deformable-detr · nvidia bundle

     Train, 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.
     2.2k
     repo stars
143. ▌
     tao-train-mask-auto-label · nvidia bundle

     Trains, evaluates, and runs inference for Mask Auto-Label (MAL) weakly-supervised segmentation models using ViT-MAE backbones with minimal point or box annotations.
     2.2k
     repo stars
144. ▌
     tilegym-cutile-autotuning · nvidia bundle

     Adds 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.
     2.2k
     repo stars
145. ▌
     vss-generate-video-report · nvidia bundle

     Generates video analysis reports by routing to a VLM backend for per-clip analysis or an analytics backend for incident-range reports, with deployment profile verification and URL rewriting.
     2.2k
     repo stars
146. ▌
     accelerated-computing-cudf · nvidia bundle

     Accelerate pandas workflows with GPU DataFrames using cuDF and dask-cuDF for ETL, joins, groupby, and large-scale data processing.
     2.2k
     repo stars
147. ▌
     amc-run-sample-calibration · nvidia bundle

     Run end-to-end calibration on the bundled sample dataset against a running AMC microservice to verify the stack works before processing real data.
     2.2k
     repo stars
148. ▌
     holoscan-install-container · nvidia bundle

     Pull 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.
     2.2k
     repo stars
149. ▌
     nemotron-retrieval-recipes · nvidia bundle

     Plan, debug, tune, evaluate, export, or deploy public Nemotron embedding and reranking retrieval recipes using the current checkout.
     2.2k
     repo stars
150. ▌
     tao-convert-dataset-format · nvidia bundle

     Converts NVIDIA TAO DAFT datasets between supported formats using the `tao-daft convert` CLI.
     2.2k
     repo stars
151. ▌
     tao-finetune-cosmos-reason · nvidia bundle

     Fine-tune Cosmos Reason video QA models using supervised fine-tuning with FSDP parallelism, including dataset preparation, spec construction, and AutoML support.
     2.2k
     repo stars
152. ▌
     tao-train-visual-changenet · nvidia bundle

     Trains, evaluates, exports, and runs inference for Visual ChangeNet models used in AOI defect detection, comparing image pairs for PASS/NO_PASS classification or change-segmentation masks.
     2.2k
     repo stars
153. ▌
     vss-deploy-video-embedding · nvidia bundle

     Deploy and operate the VSS 3.2 GA RT-Embed Video Embedding microservice using Docker Compose, covering GPU prerequisites, REST API usage for file uploads, text/video embeddings, live RTSP streams, Redis/Kafka/OTel integration, and troubleshooting.
     2.2k
     repo stars
154. ▌
     amc-setup-calibration-stack · nvidia bundle

     Deploy the AutoMagicCalib microservice and web UI from pre-built NGC release images using Docker Compose.
     2.2k
     repo stars
155. ▌
     deepstream-profile-pipeline · nvidia bundle

     Profile a DeepStream pipeline with Nsight Systems and derive its configs from the measurement.
     2.2k
     repo stars
156. ▌
     jetson-speculative-decoding · nvidia bundle

     Reduce per-token latency on Jetson vLLM servers by appending speculative decoding configuration, with guidance on when to enable and how to benchmark the improvement.
     2.2k
     repo stars
157. ▌
     tao-train-depth-anything-v2 · nvidia bundle

     Train, evaluate, export, and run inference for monocular depth estimation models using Metric Depth Anything v2 or Relative Depth Anything architectures via the TAO toolkit.
     2.2k
     repo stars
158. ▌
     tao-train-foundation-stereo · nvidia bundle

     Trains, evaluates, exports, and runs inference on FoundationStereo models for stereo depth estimation and 3D reconstruction from stereo image pairs.
     2.2k
     repo stars
159. ▌
     tao-train-mask-auto-encoder · nvidia bundle

     Train, evaluate, export, and run inference for Masked Auto-Encoder (MAE) models for self-supervised pretraining and fine-tuning of visual representations.
     2.2k
     repo stars
160. ▌
     tao-port-huggingface-model · nvidia bundle

     Integrate a HuggingFace computer vision model into the NVIDIA TAO Toolkit ecosystem, covering the full pipeline from prerequisites to container testing.
     2.2k
     repo stars
161. ▌
     vss-deploy-dense-captioning · nvidia bundle

     Deploy a standalone RT-VLM dense-captioning microservice and exercise its REST API endpoints for file upload, caption generation, streaming, chat completions, and Kafka integration.
     2.2k
     repo stars
162. ▌
     vss-manage-video-io-storage · nvidia bundle

     Manage VIOS and NvStreamer REST API operations for video input/output and storage, including sensors, streams, snapshots, clips, and recordings.
     2.2k
     repo stars
163. ▌
     deepstream-generate-pipeline · nvidia bundle

     Builds and validates DeepStream GStreamer pipelines through an interactive questionnaire and a BM25 retrieval engine over 270+ verified pipelines.
     2.2k
     repo stars
164. ▌
     mcore-linting-and-formatting · nvidia bundle

     Lint and format Python code for Megatron-LM using ruff, black, isort, pylint, and mypy, with commands for autoformatting and import ordering.
     2.2k
     repo stars
165. ▌
     tao-generate-image-grounding · nvidia bundle

     Generates phrase-grounded bounding box annotations from image-caption pairs using a VLM, producing cleaned captions, referring expressions, and pixel-space bounding boxes.
     2.2k
     repo stars
166. ▌
     tao-run-automl-deft-pipeline · nvidia bundle

     Runs a three-phase AOI training pipeline: AutoML HPO baseline, DEFT iterative data improvement, and AutoML refinement on the augmented dataset.
     2.2k
     repo stars
167. ▌
     tao-train-action-recognition · nvidia bundle

     Train, evaluate, export, and run inference on TAO action-recognition models for classifying temporal actions in video clips using RGB, optical flow, or joint input.
     2.2k
     repo stars
168. ▌
     tao-validate-dataset-format · nvidia bundle

     Validates NVIDIA TAO DAFT datasets for structure, schema, and cross-reference errors using the `tao-daft validate` CLI tool.
     2.2k
     repo stars
169. ▌
     tao-train-optical-inspection · nvidia bundle

     Trains, evaluates, exports, and runs inference for Siamese-network-based optical inspection models to detect manufacturing defects and quality issues in image pairs.
     2.2k
     repo stars
170. ▌
     tilegym-adding-cutile-kernel · nvidia bundle

     Add a new cuTile GPU kernel operator to TileGym, covering dispatch registration, backend implementation, exports, tests, and benchmarks.
     2.2k
     repo stars
171. ▌
     vss-setup-behavior-analytics · nvidia bundle

     Deploy the behavior-analytics service standalone with a chosen entrypoint, config source, and optional calibration, without the full warehouse stack.
     2.2k
     repo stars
172. ▌
     nemo-mbridge-multi-node-slurm · nvidia bundle

     Convert single-node PyTorch distributed scripts into multi-node Slurm sbatch jobs and debug common multi-node failures, covering srun-native and torch.distributed approaches, container setup, NCCL timeouts, and interactive allocation.
     2.2k
     repo stars
173. ▌
     nemo-mbridge-perf-cuda-graphs · nvidia bundle

     Validate and use CUDA graph capture in Megatron Bridge, including local full-iteration graphs and Transformer Engine scoped graphs for attention, MLP, and MoE modules.
     2.2k
     repo stars
174. ▌
     nv-generate-mr-brain-finetune · nvidia bundle

     Finetunes the NV-Generate-CTMR MR-brain diffusion UNet from user-supplied NIfTI training volumes using a wrapper that stages configs and delegates to upstream scripts.
     2.2k
     repo stars
175. ▌
     tao-train-mask-grounding-dino · nvidia bundle

     Trains, evaluates, exports, quantizes, and runs inference for a Mask Grounding DINO model for open-set instance segmentation guided by text prompts.
     2.2k
     repo stars
176. ▌
     tao-train-pose-classification · nvidia bundle

     Train, evaluate, export, and run inference for pose classification models using ST-GCN on skeleton keypoint sequences.
     2.2k
     repo stars
177. ▌
     vss-setup-video-analytics-api · nvidia bundle

     Deploys the vss-video-analytics-api REST service standalone with config, data-log bind, and optional Elasticsearch/Kafka connectivity.
     2.2k
     repo stars
178. ▌
     cupynumeric-parallel-data-load · nvidia bundle

     Load sharded datasets (npy, Parquet, HDF5, raw binary) into distributed cuPyNumeric arrays using manual partitioning and Legate task launches.
     2.2k
     repo stars
179. ▌
     deepstream-import-vision-model · nvidia bundle

     Import object detection models from HuggingFace or NVIDIA NGC into a DeepStream pipeline with automated ONNX download, TensorRT engine build, custom parser, multi-stream benchmark, and PDF report generation.
     2.2k
     repo stars
180. ▌
     earth2studio-create-datasource · nvidia bundle

     Create and validate Earth2Studio data source wrappers (DataSource, ForecastSource, DataFrameSource, ForecastFrameSource) from remote stores like S3, GCS, Azure, HTTP, or HuggingFace.
     2.2k
     repo stars
181. ▌
     earth2studio-create-diagnostic · nvidia bundle

     Create Earth2Studio diagnostic model wrappers for single-step data transformations, including simple derived diagnostics, packaged AutoModel diagnostics, and generative or diffusion diagnostics.
     2.2k
     repo stars
182. ▌
     earth2studio-create-prognostic · nvidia bundle

     Create Earth2Studio prognostic model wrappers that time-step weather forecasts forward, with triple-inheritance classes, tests, and documentation.
     2.2k
     repo stars
183. ▌
     nemo-automodel-launcher-config · nvidia bundle

     Configure NeMo AutoModel job launches for interactive runs, Slurm clusters, and SkyPilot cloud execution.
     2.2k
     repo stars
184. ▌
     tao-finetune-huggingface-model · nvidia bundle

     Fine-tune HuggingFace CV, VLM, or LLM models on local NVIDIA GPUs using an NGC PyTorch container, with support for full or LoRA training, dataset handling, and optional model push to the Hub.
     2.2k
     repo stars
185. ▌
     tao-train-image-classification · nvidia bundle

     Train, evaluate, distill, quantize, export, and run inference for PyTorch-based TAO image classification models with support for multiple backbones.
     2.2k
     repo stars
186. ▌
     vss-generate-video-calibration · nvidia bundle

     Runs AutoMagicCalib calibration on local MP4s, RTSP streams, or a bundled sample dataset, and deploys the AMC microservice when needed.
     2.2k
     repo stars
187. ▌
     cupynumeric-migration-readiness · nvidia bundle

     Assesses NumPy code for cuPyNumeric migration readiness by analyzing source code against an API support manifest and GPU-scaling idioms, producing a structured verdict with per-finding reasoning.
     2.2k
     repo stars
188. ▌
     nemo-automodel-model-onboarding · nvidia bundle

     Guides implementation of new model architectures in NeMo AutoModel through five phases: discovery, implementation, registration, validation, and testing.
     2.2k
     repo stars
189. ▌
     nemo-mbridge-perf-megatron-fsdp · nvidia bundle

     Enables Megatron Fully Sharded Data Parallel in Megatron-Bridge with configuration overrides, code anchors, pitfalls, and verification steps.
     2.2k
     repo stars
190. ▌
     nemo-mbridge-perf-memory-tuning · nvidia bundle

     Reduces peak GPU memory in Megatron Bridge training by applying expandable segments, parallelism resizing, activation recompute, and CPU offloading constraints.
     2.2k
     repo stars
191. ▌
     nemo-mbridge-recipe-recommender · nvidia bundle

     Indexes Megatron Bridge recipes and recommends the best starting config based on model, GPU count, and training goal.
     2.2k
     repo stars
192. ▌
     cuopt-numerical-optimization-api · nvidia bundle

     Model and solve LP, MILP, and QP problems using NVIDIA cuOpt's GPU-accelerated solver via Python, C/C++, or CLI interfaces.
     2.2k
     repo stars
193. ▌
     digital-health-clinical-asr-eval · nvidia bundle

     Score a clinical ASR manifest against a chosen NIM, produce a five-section KER leaderboard, and route the user via a post-eval decision tree.
     2.2k
     repo stars
194. ▌
     nemo-mbridge-mlm-bridge-training · nvidia bundle

     Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data, covering correlation testing, available recipes, and multi-GPU examples.
     2.2k
     repo stars
195. ▌
     nemo-mbridge-perf-cpu-offloading · nvidia bundle

     Configure and validate CPU offloading for Megatron Bridge training, including activation offloading and optimizer state offloading with HybridDeviceOptimizer.
     2.2k
     repo stars
196. ▌
     omniverse-usd-performance-tuning · nvidia bundle

     Diagnose and optimize slow-loading, high-memory, or low-FPS USD scenes using a structured workflow with profiling, validation, and mutation phases.
     2.2k
     repo stars
197. ▌
     tao-train-fast-foundation-stereo · nvidia bundle

     Trains, evaluates, exports, and runs inference for FastFoundationStereo (FFS) stereo depth estimation models, a distilled variant of FoundationStereo with lower latency.
     2.2k
     repo stars
198. ▌
     vss-deploy-detection-tracking-2d · nvidia bundle

     Deploy, debug, and operate the RTVI-CV 2D detection/tracking microservice and call its REST API for stream management, health checks, and metrics.
     2.2k
     repo stars
199. ▌
     vss-deploy-detection-tracking-3d · nvidia bundle

     Deploy and operate the RTVI-CV-3D microservice for multi-camera 3D detection and tracking, supporting sample datasets, custom videos, and RTSP streams.
     2.2k
     repo stars
200. ▌
     cuopt-multi-objective-exploration · nvidia bundle

     Trace and interpret the Pareto frontier across competing objectives using repeated single-objective cuOpt solves (weighted-sum and ε-constraint).
     2.2k
     repo stars
201. ▌
     digital-health-clinical-asr-build · nvidia bundle

     Curates clinical-specialty term lists, generates IPA-tagged synthetic audio via TTS, and produces NeMo-format manifests for ASR benchmark evaluation.
     2.2k
     repo stars
202. ▌
     digital-health-clinical-asr-setup · nvidia bundle

     Bootstraps a clinical ASR evaluation environment by verifying NVIDIA_API_KEY, installing Python dependencies, and running a smoke test against hosted TTS/ASR services.
     2.2k
     repo stars
203. ▌
     nemo-automodel-recipe-development · nvidia bundle

     Create and modify NeMo AutoModel training and evaluation recipes, including YAML structure, builders, and execution flow.
     2.2k
     repo stars
204. ▌
     physical-ai-neural-reconstruction · nvidia bundle

     Routes NuRec/Neural Reconstruction requests to the correct upstream NVIDIA skill (datasets, conversion, training, rendering, object harvesting, frame cleanup).
     2.2k
     repo stars
205. ▌
     tao-analyze-gaps-visual-changenet · nvidia bundle

     Identifies 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.
     2.2k
     repo stars
206. ▌
     cuopt-numerical-optimization-api-c · nvidia bundle

     Solve LP, MILP, and QP problems using the cuOpt C API with a consistent build pattern and core calls.
     2.2k
     repo stars
207. ▌
     nemo-mbridge-perf-moe-comm-overlap · nvidia bundle

     Optimizes MoE expert-parallel communication overlap in Megatron Bridge, covering dispatch/combine overlap, flex dispatcher backends, and expert wgrad scheduling.
     2.2k
     repo stars
208. ▌
     nemo-mbridge-perf-moe-long-context · nvidia bundle

     Provides 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.
     2.2k
     repo stars
209. ▌
     nemo-mbridge-perf-moe-vlm-training · nvidia bundle

     Provides 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.
     2.2k
     repo stars
210. ▌
     nemo-mbridge-perf-sequence-packing · nvidia bundle

     Validate and configure packed sequences and long-context training in Megatron-Bridge, distinguishing offline packed SFT for LLMs from in-batch packing for VLMs with correct context parallelism constraints.
     2.2k
     repo stars
211. ▌
     deepstream-sop · nvidia bundle

     Build, deploy, evaluate, debug, and measure latency for a GPU-accelerated FastAPI service that detects whether operators perform assembly-line steps in order via event boundary detection and VLM classification.
     2.2k
     repo stars