> For the complete documentation index, see [llms.txt](https://docs.layerlens.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.layerlens.ai/more-in-this-section-9/examples-2.md).

# Code Examples

Code examples index — runnable samples for evaluations, traces, judges, public catalog.

This section provides practical code examples for common SDK use cases. All examples are available as runnable scripts in the [`samples/`](https://github.com/layerlens/stratix-python/tree/main/samples) directory of the `stratix-python` repository.

## Quick Reference

| Sample                          | Description                                                            |
| ------------------------------- | ---------------------------------------------------------------------- |
| `benchmark_evaluation.py`       | Run a model against a benchmark, wait for completion, retrieve results |
| `quickstart.py`                 | Minimal end-to-end trace evaluation                                    |
| `async_workflow.py`             | Full async evaluation workflow with concurrent operations              |
| `async_results.py`              | Fetch results for multiple evaluations concurrently                    |
| `model_benchmark_management.py` | Filter models by name/company/region, add/remove from project          |
| `evaluation_filtering.py`       | Sort and filter evaluations by status, accuracy, date                  |
| `compare_evaluations.py`        | Compare two models on a benchmark with outcome filtering               |
| `paginated_results.py`          | Paginate through results or fetch all at once                          |
| `custom_model.py`               | Register a custom model with an OpenAI-compatible API                  |
| `custom_benchmark.py`           | Create custom and smart benchmarks from data files                     |
| `create_judge.py`               | Create, list, update, and delete judges                                |
| `basic_trace.py`                | Upload, list, get, and delete traces                                   |
| `trace_evaluation.py`           | Run judges on traces, estimate cost, get results with steps            |
| `judge_optimization.py`         | Estimate, run, and apply judge optimizations                           |
| `public_catalog.py`             | Browse public models, benchmarks, evaluations, and prompts             |
| `integration_management.py`     | List, inspect, and test configured integrations                        |

Each sample is hosted in the `stratix-python` repository under `samples/core/`.

## Guides

* [Creating Evaluations](/more-in-this-section-9/creating-evaluations.md) — Sync, async, and parallel evaluations
* [Retrieving Results](/more-in-this-section-9/retrieving-results.md) — Paginated, bulk, and concurrent result fetching
* [Models and Benchmarks](/more-in-this-section-9/models-and-benchmarks.md) — Filtering, custom models, custom/smart benchmarks, project management
* [Judges and Traces](/more-in-this-section-9/judges-and-traces.md) — Judge CRUD, trace uploads, trace evaluations, and optimizations
* [Public API](/more-in-this-section-9/public-api.md) — Public models, benchmarks, evaluations, and comparisons

For the complete samples catalog including industry solutions, OpenClaw agent evaluation, CI/CD integration, and more, see the [Samples overview](/2.-get-started/samples-overview.md).