/nvidia-skill-finder
Use for NVIDIA-related requests where an NVIDIA skill might help, even if the user did not ask for a skill. Trigger on NVIDIA products, hardware, software, SDKs, GPUs, Jetson/JetPack/L4T/BSP/SDK Manager/driver/flashing/setup, CUDA, NIM, NeMo, Omniverse/OpenUSD/SimReady,
$ npx -y skills add NVIDIA/skills --skill nvidia-skill-finder --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/nvidia-skill-finder
Context preview
The summary Claude sees to decide when to auto-load this skill.
Use for NVIDIA-related requests where an NVIDIA skill might help, even if the user did not ask for a skill. Trigger on NVIDIA products, hardware, software, SDKs, GPUs, Jetson/JetPack/L4T/BSP/SDK Manager/driver/flashing/setup, CUDA, NIM, NeMo, Omniverse/OpenUSD/SimReady,
SKILL.md
nvidia-skill-finder.SKILL.mdname: nvidia-skill-finder
description: >-
Use for NVIDIA-related requests where an NVIDIA skill might help, even if the user did not ask for a skill. Trigger on NVIDIA products, hardware, software, SDKs, GPUs, Jetson/JetPack/L4T/BSP/SDK Manager/driver/flashing/setup, CUDA, NIM, NeMo, Omniverse/OpenUSD/SimReady, RAPIDS/cuDF, cuPyNumeric, cuOpt, Dynamo, Holoscan, TensorRT, DeepStream, VSS, TAO, NGC/NVCF. Do not use for generic non-NVIDIA route, optimize, deploy, AI, video, data, or infrastructure tasks.
license: CC-BY-4.0 AND Apache-2.0
metadata:
author: NVIDIA
tags:
- nvidia
- skills
- discovery
- catalog
- router
domain: agent-skillsNVIDIA Skill Finder
Purpose
Help users discover, install, and start using NVIDIA skills that may not be installed yet. Treat this skill as a stable NVIDIA capability detector and catalog router, not as a mirror of every external skill's trigger text.
Use the live catalog as the source of truth for specific skill names, descriptions, and availability. Keep only stable taxonomy guidance here.
When to Use this Skill
Use this skill to find the best NVIDIA skill for a product, task, or workflow. The user does not need to explicitly ask for a skill. If the request is about NVIDIA hardware, software, SDKs, drivers, setup, troubleshooting, or an NVIDIA-adjacent workflow, check whether the live catalog has a skill that could help before proceeding too far with general guidance.
Typical triggers:
- Asks "how do I do X" where X might be a common task that an NVIDIA skill can help with.
- Says "find a skill for X" or "is there a skill for X".
- Expresses interest in extending agent capabilities in NVIDIA domains.
- Mentions they need help with a specific NVIDIA catalog domain covered below.
- Asks about installing, configuring, troubleshooting, or using an NVIDIA
product, device, SDK, or service.
Continue with this skill only when the request is plausibly related to an NVIDIA product area or taxonomy category.
Strong signals:
- The user mentions NVIDIA, CUDA, GPU acceleration, NIM, NeMo, Omniverse, OpenUSD,
SimReady, cuOpt, RAPIDS/cuDF, cuPyNumeric, Dynamo, Holoscan, TensorRT, VSS, DeepStream, Jetson, JetPack, L4T, BSP, SDK Manager, TAO, NGC, NVCF, or another NVIDIA product.
- The task maps strongly to an NVIDIA catalog lane such as Agentic AI, Physical
AI, Robotics, Vision AI, Conversational AI, Simulation and Modeling, Data Science, Training AI, Inference AI, Decision Optimization, GPU Development, Quantum Computing, Infrastructure, or Networking.
- The task uses distinctive phrases such as RAG/deep research, vehicle routing,
LP/MILP/QP, GPU DataFrames, multi-GPU NumPy/SciPy, KV-aware routing, Jetson driver install, JetPack flashing, BSP download, SDK Manager setup, CAD-to-SimReady, OpenUSD optimization, VSS/video search/summarization, DICOM workflows, robotics simulation, Holoscan setup, or synthetic data generation.
Read [references/taxonomy-routing.md](references/taxonomy-routing.md) only when the request is taxonomy-only, ambiguous, or needs browse/domain mapping. For obvious product-name matches, go directly to live catalog lookup.
Implicit Invocation Constraints
Implicit invocation is intentional: this skill acts as a NVIDIA capability detector and catalog router. This scopes the skill to NVIDIA relevance; it does not narrow it. Use the full trigger breadth in "When to Use this Skill" — including the softer "how do I do X" triggers and any request plausibly related to an NVIDIA product area or catalog taxonomy lane.
The gate is relevance, not consent. Do not activate for the generic software tasks in "When Not to Use this Skill" unless they also carry an NVIDIA, GPU, accelerated-computing, or distinctive NVIDIA workflow signal.
Recommending a skill is always allowed once the request is relevant. Installing or modifying skills is not: never run an install (e.g. `npx skills add`) or change agent capabilities without explicit user approval. A catalog match is only a recommendation until the user confirms.
When Not to Use this Skill
Stay quiet when the request is generic:
- "route" means an HTTP route, Express route, file route, or request routing.
- "optimize" means ordinary web performance, CSS, bundle size, SQL tuning, or
generic code cleanup.
- "deploy" means generic Kubernetes, cloud, CI/CD, or web hosting.
- "AI", "data science", or "infrastructure" appears without NVIDIA, GPU,
accelerated-computing, or one of the distinctive intent signals above.
- "video" means ordinary trimming, captions, export, or social-media editing.
If relevance is uncertain, do not interrupt the user's main task. Mention the NVIDIA catalog only as an optional aside after answering, or ask one concise clarifying question if the choice materially changes the work.
Instructions
How to Help Users Find Skills - a Discovery Workflow
This skill's first job is skill discovery. For NVIDIA-related requests, do a catalog check before using general web search, NVIDIA product docs, or general product knowledge as the main answer. Product documentation can help after the catalog check, but it is not a substitute for checking the NVIDIA skills catalog.
Catalog check means one of:
- `npx skills add nvidia/skills --list`
- `https://github.com/NVIDIA/skills/tree/main/skills`
- `https://build.nvidia.com/skills`
- `https://raw.githubusercontent.com/NVIDIA/skills/main/skills.sh.json`
1. Check whether the relevant NVIDIA skill is already installed or already in context. If it is, hand off to that skill instead of recommending install. 2. Query the live catalog before naming a specific install target or giving the main product answer. When shell access is available, attempt this command first:
npx skills add nvidia/skills --list
Use the fallback catalog sources only if the CLI is unavailable, blocked, or fails:
- https://github.com/NVIDIA/skills/tree/main/skills
- https://build.nvidia.com/
Read more
name: nvidia-skill-finder
description: >-
Use for NVIDIA-related requests where an NVIDIA skill might help, even if the user did not ask for a skill. Trigger on NVIDIA products, hardware, software, SDKs, GPUs, Jetson/JetPack/L4T/BSP/SDK Manager/driver/flashing/setup, CUDA, NIM, NeMo, Omniverse/OpenUSD/SimReady, RAPIDS/cuDF, cuPyNumeric, cuOpt, Dynamo, Holoscan, TensorRT, DeepStream, VSS, TAO, NGC/NVCF. Do not use for generic non-NVIDIA route, optimize, deploy, AI, video, data, or infrastructure tasks.
license: CC-BY-4.0 AND Apache-2.0
metadata:
author: NVIDIA
tags:
- nvidia
- skills
- discovery
- catalog
- router
domain: agent-skillsNVIDIA Skill Finder
Purpose
Help users discover, install, and start using NVIDIA skills that may not be installed yet. Treat this skill as a stable NVIDIA capability detector and catalog router, not as a mirror of every external skill's trigger text.
Use the live catalog as the source of truth for specific skill names, descriptions, and availability. Keep only stable taxonomy guidance here.
When to Use this Skill
Use this skill to find the best NVIDIA skill for a product, task, or workflow. The user does not need to explicitly ask for a skill. If the request is about NVIDIA hardware, software, SDKs, drivers, setup, troubleshooting, or an NVIDIA-adjacent workflow, check whether the live catalog has a skill that could help before proceeding too far with general guidance.
Typical triggers:
- Asks "how do I do X" where X might be a common task that an NVIDIA skill can help with.
- Says "find a skill for X" or "is there a skill for X".
- Expresses interest in extending agent capabilities in NVIDIA domains.
- Mentions they need help with a specific NVIDIA catalog domain covered below.
- Asks about installing, configuring, troubleshooting, or using an NVIDIA
product, device, SDK, or service.
Continue with this skill only when the request is plausibly related to an NVIDIA product area or taxonomy category.
Strong signals:
- The user mentions NVIDIA, CUDA, GPU acceleration, NIM, NeMo, Omniverse, OpenUSD,
SimReady, cuOpt, RAPIDS/cuDF, cuPyNumeric, Dynamo, Holoscan, TensorRT, VSS, DeepStream, Jetson, JetPack, L4T, BSP, SDK Manager, TAO, NGC, NVCF, or another NVIDIA product.
- The task maps strongly to an NVIDIA catalog lane such as Agentic AI, Physical
AI, Robotics, Vision AI, Conversational AI, Simulation and Modeling, Data Science, Training AI, Inference AI, Decision Optimization, GPU Development, Quantum Computing, Infrastructure, or Networking.
- The task uses distinctive phrases such as RAG/deep research, vehicle routing,
LP/MILP/QP, GPU DataFrames, multi-GPU NumPy/SciPy, KV-aware routing, Jetson driver install, JetPack flashing, BSP download, SDK Manager setup, CAD-to-SimReady, OpenUSD optimization, VSS/video search/summarization, DICOM workflows, robotics simulation, Holoscan setup, or synthetic data generation.
Read [references/taxonomy-routing.md](references/taxonomy-routing.md) only when the request is taxonomy-only, ambiguous, or needs browse/domain mapping. For obvious product-name matches, go directly to live catalog lookup.
Implicit Invocation Constraints
Implicit invocation is intentional: this skill acts as a NVIDIA capability detector and catalog router. This scopes the skill to NVIDIA relevance; it does not narrow it. Use the full trigger breadth in "When to Use this Skill" — including the softer "how do I do X" triggers and any request plausibly related to an NVIDIA product area or catalog taxonomy lane.
The gate is relevance, not consent. Do not activate for the generic software tasks in "When Not to Use this Skill" unless they also carry an NVIDIA, GPU, accelerated-computing, or distinctive NVIDIA workflow signal.
Recommending a skill is always allowed once the request is relevant. Installing or modifying skills is not: never run an install (e.g. `npx skills add`) or change agent capabilities without explicit user approval. A catalog match is only a recommendation until the user confirms.
When Not to Use this Skill
Stay quiet when the request is generic:
- "route" means an HTTP route, Express route, file route, or request routing.
- "optimize" means ordinary web performance, CSS, bundle size, SQL tuning, or
generic code cleanup.
- "deploy" means generic Kubernetes, cloud, CI/CD, or web hosting.
- "AI", "data science", or "infrastructure" appears without NVIDIA, GPU,
accelerated-computing, or one of the distinctive intent signals above.
- "video" means ordinary trimming, captions, export, or social-media editing.
If relevance is uncertain, do not interrupt the user's main task. Mention the NVIDIA catalog only as an optional aside after answering, or ask one concise clarifying question if the choice materially changes the work.
Instructions
How to Help Users Find Skills - a Discovery Workflow
This skill's first job is skill discovery. For NVIDIA-related requests, do a catalog check before using general web search, NVIDIA product docs, or general product knowledge as the main answer. Product documentation can help after the catalog check, but it is not a substitute for checking the NVIDIA skills catalog.
Catalog check means one of:
- `npx skills add nvidia/skills --list`
- `https://github.com/NVIDIA/skills/tree/main/skills`
- `https://build.nvidia.com/skills`
- `https://raw.githubusercontent.com/NVIDIA/skills/main/skills.sh.json`
1. Check whether the relevant NVIDIA skill is already installed or already in context. If it is, hand off to that skill instead of recommending install. 2. Query the live catalog before naming a specific install target or giving the main product answer. When shell access is available, attempt this command first:
npx skills add nvidia/skills --list
Use the fallback catalog sources only if the CLI is unavailable, blocked, or fails:
- https://github.com/NVIDIA/skills/tree/main/skills
- https://build.nvidia.com/
Official, NVIDIA-verified Agent Skills for Claude Code, Codex, and other coding agents.
Other skills on nvidia-skills.
- /accelerated-computing-cudf
Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads.
Open skill - /aiq-deploy
Use when asked to install, deploy, run, validate, troubleshoot, or stop NVIDIA AI-Q Blueprint infrastructure.
Open skill - /aiq-research
Use when asked to run deep research or AI-Q research through a reachable NVIDIA AI-Q Blueprint backend.
Open skill - /amc-run-sample-calibration
Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice. Use when user says 'test sample dataset', 'run sample calibration', 'verify AMC install', or 'launch and test'.
Open skill - /amc-run-video-calibration
Calibrate a new dataset from pre-recorded video files via the AutoMagicCalib REST API. Use when user has local MP4s and says 'calibrate my videos', 'run AMC on these videos', or similar. For RTSP/live streams, use amc-run-rtsp-calibration instead.
Open skill - /amc-setup-calibration-stack
Launch AutoMagicCalib microservice and web UI from NGC release images via Docker Compose. Use when user says 'deploy auto calibration', 'launch auto calibration', 'launch AMC', 'start MS+UI', or 'set up auto-magic-calib'. Requires NGC API key.
Open skill

