> 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.

# Harbor

> Run NeMo Fabric-selected harnesses in Harbor evaluations.

Use `nemo_fabric.integrations.harbor:FabricAgent` when Harbor should own task
materialization, environments, verification, rewards, and retries while NeMo Fabric
selects and runs the agent harness.

One Harbor trial consumes one complete NeMo Fabric config. Compare harnesses or
capability variants by holding the Harbor task and verifier fixed and starting
a separate run with a different config or explicit Harbor skill/MCP input.
The checked-in Harbor workflow currently qualifies Hermes Agent and Claude end to
end; other NeMo Fabric adapters are not yet presented as Harbor-qualified examples.

The repository example is the single source for installation, the local smoke,
the SWE-Bench harness/capability matrix, ATOF/ATIF verification, and the
progressive full-run workflow:

[Run NeMo Fabric agents with Harbor](https://github.com/NVIDIA/NeMo-Fabric/tree/0.1.0/examples/harbor)