> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/fabric/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/fabric/_mcp/server.

# Consumer Integrations

> Connect applications, evaluation systems, and platforms to NVIDIA NeMo Fabric.

NVIDIA NeMo Fabric consumer integrations are northbound: they connect
applications, services, evaluation systems, and platforms to NeMo Fabric
through its public interfaces.

## Harbor

Harbor is a consumer integration because it uses NeMo Fabric to select and run
an agent harness while Harbor owns task materialization, environments,
verification, rewards, and retries. Refer to the
[Harbor integration guide](/nemo/fabric/integrations/consumer-integrations/harbor) for the supported workflow.

## Build a Consumer Integration

Use the public NeMo Fabric Python SDK to construct `FabricConfig`, manage the
runtime lifecycle, and consume normalized results and artifacts. Refer to the
[Python SDK guide](/nemo/fabric/sdk/python-sdk) for the public integration surface.