> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/gym/v0.2.1/benchmarks/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/gym/_mcp/server.

# Overview

Learn how to run, build, and integrate benchmarks into NeMo Gym.

> **Tip**
>
> Looking for benchmark design tutorials? See the [environment-tutorials-index](/v0.2/environment-tutorials).

#### [Run a benchmark or benchmark suite](/v0.2/benchmarks/run-benchmark-suite)

Tutorial to run a benchmark or benchmark suite using NeMo Gym.

benchmark

#### [Add a benchmark to NeMo Gym](/v0.2/benchmarks/adding-a-benchmark)

Best practices for benchmark integration into NeMo Gym.

benchmark

#### [Design a customer evaluation](/v0.2/benchmarks/designing-customer-evaluation)

Best practices for design and iteration on a customer evaluation benchmark.

benchmark

#### [Add aggregate metrics for your benchmark](/v0.2/environment-tutorials/aggregate-metrics)

Implementation tutorial for aggregate metrics.

benchmark

## Docs

- [Run benchmarks](https://docs.nvidia.com/nemo/gym/v0.2.1/benchmarks/run-benchmark-suite.md): 
- [Add a benchmark](https://docs.nvidia.com/nemo/gym/v0.2.1/benchmarks/adding-a-benchmark.md): 
- [Design a customer evaluation](https://docs.nvidia.com/nemo/gym/v0.2.1/benchmarks/designing-customer-evaluation.md):