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

# Available tutorials

Step-by-step guides for common workflows.

| Tutorial                                                    | Description                                                                                        |
| ----------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
| [Interactive Walkthrough](/tutorials/walkthrough)           | Guided tour of all main features through real config examples — start here.                        |
| [Write Your Own Benchmark](/tutorials/byob)                 | Define a complete benchmark with `@benchmark` + `@scorer` in under 10 lines.                       |
| [Gym Integration](/tutorials/gym-integration)               | Serve benchmarks for NeMo Gym training and consume remote Gym environments.                        |
| [NeMo Skills Integration](/tutorials/skills-integration)    | Use NeMo Skills benchmarks with full per-request observability.                                    |
| [Legacy Evaluator Containers](/tutorials/legacy-containers) | Run any existing NeMo Evaluator harness container through NEL's unified interface.                 |
| [Distributed Evaluation](/tutorials/distributed-eval)       | Scale to thousands of problems with SLURM, Kubernetes, Ray, or manual sharding.                    |
| [Compare Runs](/tutorials/compare)                          | Diagnose what changed between two runs of the same benchmark with `nel compare`.                   |
| [Config Composition](/tutorials/config-composition)         | Reuse config fragments with Hydra-style inheritance and interpolation.                             |
| [Quality Gates](/tutorials/quality-gate)                    | Turn benchmark thresholds into a suite-level `GO / NO-GO / INCONCLUSIVE` decision with `nel gate`. |
| [External Environments](/tutorials/adapters)                | Connect Gym, NeMo Skills, and lm-eval environments through the unified registry.                   |