# raghilda

> RAG made simple

## Docs

### API Reference

#### Store
> Vector storage backends for storing and retrieving chunks

- [store.BaseStore](https://posit-dev.github.io/raghilda/reference/store.BaseStore.html)
- [store.DuckDBStore](https://posit-dev.github.io/raghilda/reference/store.DuckDBStore.html)
- [store.ChromaDBStore](https://posit-dev.github.io/raghilda/reference/store.ChromaDBStore.html)
- [store.OpenAIStore](https://posit-dev.github.io/raghilda/reference/store.OpenAIStore.html)
- [store.PostgreSQLStore](https://posit-dev.github.io/raghilda/reference/store.PostgreSQLStore.html)

#### Crawl
> Crawlers for discovering and converting source documents

- [crawl.CrawlScope](https://posit-dev.github.io/raghilda/reference/crawl.CrawlScope.html)
- [crawl.FetchedSource](https://posit-dev.github.io/raghilda/reference/crawl.FetchedSource.html)
- [crawl.BaseCrawler](https://posit-dev.github.io/raghilda/reference/crawl.BaseCrawler.html)
- [crawl.DirectoryCrawler](https://posit-dev.github.io/raghilda/reference/crawl.DirectoryCrawler.html)
- [crawl.WebCrawler](https://posit-dev.github.io/raghilda/reference/crawl.WebCrawler.html)
- [crawl.CloudflareCrawler](https://posit-dev.github.io/raghilda/reference/crawl.CloudflareCrawler.html)

#### Embedding
> Embedding providers for generating vector representations

- [embedding.EmbeddingProvider](https://posit-dev.github.io/raghilda/reference/embedding.EmbeddingProvider.html)
- [embedding.EmbedInputType](https://posit-dev.github.io/raghilda/reference/embedding.EmbedInputType.html)
- [embedding.EmbeddingOpenAI](https://posit-dev.github.io/raghilda/reference/embedding.EmbeddingOpenAI.html)
- [embedding.EmbeddingCohere](https://posit-dev.github.io/raghilda/reference/embedding.EmbeddingCohere.html)
- [embedding.EmbeddingSentenceTransformers](https://posit-dev.github.io/raghilda/reference/embedding.EmbeddingSentenceTransformers.html)

#### Chunker
> Text chunking utilities for splitting documents

- [chunker.BaseChunker](https://posit-dev.github.io/raghilda/reference/chunker.BaseChunker.html)
- [chunker.MarkdownChunker](https://posit-dev.github.io/raghilda/reference/chunker.MarkdownChunker.html)

#### Utilities
> Utility functions for reading and scraping content

- [read.read_as_markdown](https://posit-dev.github.io/raghilda/reference/read.read_as_markdown.html)
- [scrape.find_links](https://posit-dev.github.io/raghilda/reference/scrape.find_links.html)

#### Chunk
> Chunk data types

- [chunk.Chunk](https://posit-dev.github.io/raghilda/reference/chunk.Chunk.html)
- [chunk.MarkdownChunk](https://posit-dev.github.io/raghilda/reference/chunk.MarkdownChunk.html)
- [chunk.RetrievedChunk](https://posit-dev.github.io/raghilda/reference/chunk.RetrievedChunk.html)
- [chunk.Metric](https://posit-dev.github.io/raghilda/reference/chunk.Metric.html)

#### Document
> Document types for unchunked and chunked content

- [document.Document](https://posit-dev.github.io/raghilda/reference/document.Document.html)
- [document.ChunkedDocument](https://posit-dev.github.io/raghilda/reference/document.ChunkedDocument.html)
- [document.MarkdownDocument](https://posit-dev.github.io/raghilda/reference/document.MarkdownDocument.html)
- [document.ChunkedMarkdownDocument](https://posit-dev.github.io/raghilda/reference/document.ChunkedMarkdownDocument.html)

#### Types
> Protocol types for type checking compatibility

- [types.ChunkLike](https://posit-dev.github.io/raghilda/reference/types.ChunkLike.html)
- [types.ChunkedDocumentLike](https://posit-dev.github.io/raghilda/reference/types.ChunkedDocumentLike.html)
- [types.DocumentLike](https://posit-dev.github.io/raghilda/reference/types.DocumentLike.html)
- [types.ChunkerLike](https://posit-dev.github.io/raghilda/reference/types.ChunkerLike.html)
- [types.IntoChunk](https://posit-dev.github.io/raghilda/reference/types.IntoChunk.html)
- [types.IntoDocument](https://posit-dev.github.io/raghilda/reference/types.IntoDocument.html)