> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/vss/_mcp/server. # Agent Workflows **Agent workflows** are end-to-end use cases which define how the VSS Agent processes requests and coordinates between microservices. Each workflow is optimized for a specific use case. These workflows are demonstrated through specific **Developer Profiles**, which are docker compose deployments which demonstrate the assembly of various VSS microservices to fulfill specific agent workflows. **Available Workflows** | Workflow | Developer Profile | Description | | ------------------------------------------------------------------------ | ----------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [Q\&A and Report Generation (Quickstart)](/getting-started/quickstart) | `base` | Video retrieval, VLM-based Q\&A, and report generation on short video clips | | [Alert Verification](/vision-agent/agent-workflows/alert-verification) | `alerts` | Realtime processing of videos using perception (object detection, tracking) and behavior analytics to generate alerts, which are subsequently verified with VLM to reduce false positives | | [Real-Time Alert](/vision-agent/agent-workflows/real-time-alerts) | `alerts` | Continuous processing of video streams through VLM for anomaly detection | | [Video Search](/vision-agent/agent-workflows/search) | `search` | Natural language search across video archives using video embeddings (alpha) | | [Video Summarization](/vision-agent/agent-workflows/video-summarization) | `lvs` | Analysis and summarization of extended video recordings through chunking and aggregation of dense captions | ## Docs - [Video Summarization](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/video-summarization.md): - [Search](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/search.md): - [Alert Verification](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/alert-verification.md): - [Real-Time Alerts](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/real-time-alerts.md): - [Industry-Specific Examples](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples.md): - [Smart City Blueprint](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint.md): - [Introduction to the NVIDIA Smart City AI Blueprint](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/introduction-to-the-nvidia-smart-city-ai-blueprint.md): - [Prerequisites](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/prerequisites.md): - [Quickstart Guide - Docker Compose](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/quickstart-guide-docker-compose.md): - [Development Workflow](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow.md): - [Blueprint Deep Dive](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow/blueprint-deep-dive.md): - [Calibration](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow/calibration.md): - [Deployment](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow/deployment.md): - [Simulation and Synthetic Data Generation](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow/simulation-and-synthetic-data-generation.md): - [Model Fine Tuning](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/development-workflow/model-fine-tuning.md): - [Operations (Monitoring, Troubleshooting, FAQ, Known Limitations)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/operations-monitoring-troubleshooting-faq-known-limitations.md): - [Known Limitations](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/known-limitations.md): - [Troubleshooting Guide](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/troubleshooting-guide.md): - [FAQ](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/faq.md): - [License Information](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/smart-city-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/license-information.md): - [Warehouse Operations Blueprint](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint.md): - [Introduction](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/introduction.md): - [Release Notes](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/release-notes.md): - [Prerequisites](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/prerequisites.md): - [Quickstart](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/quickstart.md): - [Helm Deployment](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/helm-deployment.md): - [Development Workflow](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow.md): - [Deployment & Customization](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization.md): - [2D Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/2d-vision-ai-profile.md): - [2D Vision AI with Agents Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/2d-vision-ai-with-agents-profile.md): - [3D Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/3d-vision-ai-profile.md): - [MV3DT Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/mv3dt-vision-ai-profile.md): - [Simulation and Synthetic Data Generation](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation.md): - [Development Tools Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/development-tools-setup.md): - [Synthetic Data Generation](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation.md): - [Quick Start for SDG](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation/quick-start-for-sdg.md): - [Camera Calibration](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation/camera-calibration.md): - [Scene Customization](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization.md): - [NavMesh Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/navmesh-setup.md): - [Camera Placement](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/camera-placement.md): - [Semantic Label Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/semantic-label-setup.md): - [Customized Scene Saving](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/customized-scene-saving.md): - [Dataset Post-Processing](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/dataset-post-processing.md): - [Sim2Real Data Transfer](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/sim2real-data-transfer.md): - [Model Finetuning](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning.md): - [RT-DETR (2D warehouse detection)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/rt-detr.md): - [Sparse4D (3D multi-camera)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/sparse4d.md): - [Cosmos Reasoner](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/cosmos-reasoner.md): - [Microservice Configuration](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration.md): Configuration and outputs of microservices used in the Warehouse Operations Blueprint. - [Perception](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception.md): - [2D Single Camera Detection and Tracking (RT-DETR)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/2d-single-camera-detection-and-tracking-rt-detr.md): - [3D Multi Camera Detection and Tracking (Sparse4D)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/3d-multi-camera-detection-and-tracking-sparse4d.md): - [3D Multi Camera Detection and Tracking (MV3DT)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/3d-multi-camera-detection-and-tracking-mv3dt.md): - [Behavior Analytics](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/behavior-analytics.md): - [VSS Configurator](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/vss-configurator.md): Warehouse blueprint configuration flow, profile inputs, file changes, and runtime sensor behavior. - [Alerting Service](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/alerting-service.md): - [Agents](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/agents.md): - [Reference Agentic UI](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/reference-agentic-ui.md): - [Operations (Monitoring, Troubleshooting, FAQ, Known Limitations)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations.md): - [Accuracy & Performance Benchmarks](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/accuracy-performance-benchmarks.md): - [System Sizing Guide](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/system-sizing-guide.md): - [Known Limitations](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/known-limitations.md): - [Troubleshooting Guide](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/troubleshooting-guide.md): - [FAQ](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/faq.md): - [License Information](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/license-information.md):