# Kestrel Search

- [Kestrel Search](https://kestrel.mintlify.app/index.md): Local web search, page extraction, and relevance ranking for AI coding agents.
- [Installation](https://kestrel.mintlify.app/installation.md): Install Kestrel Search with uv or pip.
- [Quickstart](https://kestrel.mintlify.app/quickstart.md): Run a search, retrieve page content, and produce structured results.
- [Agent integration](https://kestrel.mintlify.app/guides/agent-integration.md): Make Kestrel Search discoverable to Codex, Claude Code, and GitHub Copilot.
- [Search options](https://kestrel.mintlify.app/guides/search-options.md): Control providers, ranking, retrieval, concurrency, and output.
- [Multi-query search](https://kestrel.mintlify.app/guides/multi-query-search.md): Search multiple queries and providers with fanout or ordered fallback.
- [JSON pipelines](https://kestrel.mintlify.app/guides/json-pipelines.md): Use Kestrel Search safely from agents, shell pipelines, and scripts.
- [Search pipeline](https://kestrel.mintlify.app/concepts/search-pipeline.md): How Kestrel searches, fetches, extracts, ranks, and returns web results.
- [Ranking and fairness](https://kestrel.mintlify.app/concepts/ranking-and-fairness.md): Understand BM25 ranking, candidate selection, and multi-query interleaving.
- [CLI reference](https://kestrel.mintlify.app/reference/cli.md): Complete command and option reference for Kestrel Search.
- [Output schema](https://kestrel.mintlify.app/reference/output-schema.md): Fields returned by Kestrel Search JSON output.
- [Limitations](https://kestrel.mintlify.app/reference/limitations.md): Current retrieval, provider, content, and caching limitations.
- [Troubleshooting](https://kestrel.mintlify.app/troubleshooting.md): Diagnose empty results, missing content, provider failures, and agent discovery.
- [Benchmarks](https://kestrel.mintlify.app/benchmarks.md): Results from the paired Kestrel fanout and native Web Search benchmark.
- [Benchmark methodology](https://kestrel.mintlify.app/benchmarks/methodology.md): Run repeatable native-versus-Kestrel trials and evaluate both arms consistently.
- [Development](https://kestrel.mintlify.app/development.md): Set up a local checkout, run tests, and contribute changes.