NVIDIA-AI-Blueprints/video-search-and-summarization

NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.

This repository also configures its own agents. See what video-search-and-summarization tells them →

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NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Cursor

Update the BDD test container image when its dependencies or runtime change. Determines version bump (major vs minor vs patch), rebuilds the Docker image, pushes to GitLab registry, and updates the image tag in starttest.sh. Test source (tests/, features/, scripts/, data/, conftest.py) is bind-mounted from the host…

not rated 1.9k +10 changed 7d ago A SkillSpector: pass 117 tokens

vss-ask-video

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NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Routes VSS video questions through hot conversation context, stored memory, bounded introspection, or an exact-window vss vlm run CLI job, including a user-confirmed vss-search-archive handoff with a pre-resolved bounded VIDEOURL. Not for retrieval or metadata-answerable questions.

not rated 1.9k +10 changed 6d ago A SkillSpector: warn 65 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when the user wants to deploy, run, debug, tear down, or call the REST API of the RTVI-CV 2D detection / tracking microservice. Trigger when the user says things like 'deploy rtvi-cv', 'start warehouse 2d', 'add a stream', 'check rtvi-cv health', or 'stop the perception container'. Not for VLM…

not rated 1.9k +10 today A SkillSpector: pass 108 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use when deploying or operating standalone RTVI-CV-3D / MV3DT multi-camera 3D tracking for calibrated MP4/file inputs and live RTSP streams: missing-calibration handoff to AMC skills, the 4-camera sample dataset, camera config, BEV Fusion, live OSD or saved grid/BEV outputs, bundled brokers, basic external MQTT/Kafka…

not rated 1.9k +10 changed 7d ago B 197 tokens

vss-deploy-profile

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NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use when the user asks to select, configure, deploy, verify, debug, or tear down a VSS profile (base, search, lvs, warehouse, edge). Not for standalone microservices — use the vss-deploy- skill.

not rated 1.9k +10 changed 7d ago D 56 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when deploying, operating, integrating, or customizing the VSS RT-Embed Video Embedding microservice. Covers standalone Docker Compose deployment, the /v1 REST API for text/video embeddings and live streams, Redis/Kafka/OTel integration, troubleshooting, and bring-your-own-model (BYOM) custom embedding…

not rated 1.9k +10 changed 7d ago B 115 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Generates VSS video summary reports with LVS HITL and optional Enterprise RAG document grounding. Trigger when the user asks for a frag/RAG-assisted video report, knowledge-enhanced analysis, or Enterprise RAG context in a video summary.

not rated 1.9k +10 changed 7d ago C 57 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill CodexCursor

Configure the Docker Compose webhook receivers required by the VIOS webhook notification BDD tests, including the custom body template cases. Use when preparing deployment/stream-processing/docker-compose/configs/notificationconfig.json for testwebhooknotifications.py or testwebhookcustombody.py, or when those tests…

not rated 1.9k +10 today A 84 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use when the user asks to deploy, upgrade, or size the VSS warehouse blueprint (2D / 3D / MV3DT) on Kubernetes via Helm — as opposed to Docker Compose, which is covered by vss-deploy-profile's warehouse reference. Handles GPU-aware NUMSTREAMS capping so the deployment matches what the perception pipeline can actually…

not rated 1.9k +10 today A SkillSpector: pass 82 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when producing a VSS analysis report — Mode A per-clip VLM, Mode B incident-range via video-analytics, Mode C SOP compliance via the SOP tools. Not for standalone video summarization, real-time alerts or ad-hoc Q&A.

not rated 1.9k +10 changed yesterday A SkillSpector: warn 61 tokens

vss-manage-alerts

16

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when operating VSS alert workflows — real-time monitoring, Alert-Bridge subscriptions, verification verdicts, on-demand verification, always-on operation, Slack notifications, incident queries, or camera onboarding. Not for non-alert analytics.

not rated 1.9k +10 changed 6d ago B 54 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use to call the VIOS REST API (sensor list, timelines, clip extraction, snapshots, add/delete sensors and streams) and to provision a source and fan it out to a headless (no-agent) build's perception consumers (RT-CV/RT-Embed/RT-VLM). Not for VLM inference, semantic search, or agent-backed ingestion.

not rated 1.9k +10 changed 2d ago A SkillSpector: warn 82 tokens

vss-query-analytics

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NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when reading video-analytics metrics, incidents, alerts, and sensor data via VA-MCP (Docker :9901 or Kubernetes ${VSSPUBLICURL}/va-mcp). Not for live VLM or incident-range narrative reports.

not rated 1.9k +10 today A SkillSpector: warn 55 tokens

vss-search-archive

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NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when a user wants to search archived VSS video or ingest or delete a source for search. Do not use it for visual Q&A, live captioning, or video summarization.

not rated 1.9k +10 changed 2d ago A SkillSpector: pass 46 tokens

vss-build-vision-ai

21

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Add agent-ready vision capabilities — dense captioning, detection, search, alerting, summarization — to an agent or application through a customizable, self-contained vision stack built on the NVIDIA VSS Blueprint. Use this skill when a developer or agent wants to give their app vision: pick capabilities via guided…

not rated 1.9k +10 changed today A SkillSpector: warn 203 tokens

benchmark-vlm-qa

22

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Benchmark video Q&A accuracy and latency of a deployed RT-VLM (Cosmos Reason 3) via vss vlm run, using questions and videos from the DSS vss-devx-base dataset. Replaces the deprecated nat eval / vss-agent QA path. Not for tool-calling or trajectory evaluation, and not for LVS summarization throughput.

not rated 1.9k +10 today A SkillSpector: pass 77 tokens

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