# Optimization Algorithms

::::card-grid
:::card{title="Optimization algorithms overview" href="/guides/development-optimization-runs-algorithms-overview"}
:::

:::card{title="Optimizer benchmarks" href="/guides/development-optimization-runs-algorithms-benchmarks"}
:::

:::card{title="MetaPrompt Optimizer" href="/guides/development-optimization-runs-algorithms-metaprompt-optimizer"}
:::

:::card{title="HRPO (Hierarchical Reflective Prompt Optimizer)" href="/guides/development-optimization-runs-algorithms-hierarchical-adaptive-optimizer"}
:::

:::card{title="Few-Shot Bayesian Optimizer" href="/guides/development-optimization-runs-algorithms-fewshot-bayesian-optimizer"}
:::

:::card{title="Evolutionary Optimizer: Genetic Algorithms" href="/guides/development-optimization-runs-algorithms-evolutionary-optimizer"}
:::

:::card{title="GEPA Optimizer" href="/guides/development-optimization-runs-algorithms-gepa-optimizer"}
:::

:::card{title="Parameter Optimizer: Bayesian Parameter Tuning" href="/guides/development-optimization-runs-algorithms-parameter-optimizer"}
:::

:::card{title="Tool Optimization (MCP & Function Calling)" href="/guides/development-optimization-runs-algorithms-tool-optimization"}
:::
::::

## Related pages

- [Agent Optimization](./development-optimization-runs-overview.md)
- [Optimization Studio](./development-optimization-runs-optimization-studio.md)
- [Quickstart](./development-optimization-runs-quickstart.md)
- [Optimizer Introduction Cookbook](./development-optimization-runs-quickstart-notebook.md)
- [Optimizer Frequently Asked Questions](./development-optimization-runs-faq.md)
- [Changelog](./development-optimization-runs-changelog.md)
- [Known Issues](./development-optimization-runs-known-issues.md)
- [Optimization](./development-optimization.md)
- [Cookbooks & Tutorials](./development-cookbooks-tutorials.md)
- [Advanced Topics](./development-advanced-topics.md)
- [Optimization algorithms overview](./development-optimization-runs-algorithms-overview.md)
- [Optimizer benchmarks](./development-optimization-runs-algorithms-benchmarks.md)
- [MetaPrompt Optimizer](./development-optimization-runs-algorithms-metaprompt-optimizer.md)
- [HRPO (Hierarchical Reflective Prompt Optimizer)](./development-optimization-runs-algorithms-hierarchical-adaptive-optimizer.md)
- [Few-Shot Bayesian Optimizer](./development-optimization-runs-algorithms-fewshot-bayesian-optimizer.md)
- [Evolutionary Optimizer: Genetic Algorithms](./development-optimization-runs-algorithms-evolutionary-optimizer.md)
- [GEPA Optimizer](./development-optimization-runs-algorithms-gepa-optimizer.md)
- [Parameter Optimizer: Bayesian Parameter Tuning](./development-optimization-runs-algorithms-parameter-optimizer.md)
- [Tool Optimization (MCP & Function Calling)](./development-optimization-runs-algorithms-tool-optimization.md)

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