Man pages for ragnar
Retrieval-Augmented Generation (RAG) Workflows

chunks_deoverlapMerge overlapping chunks in retrieved results
embed_bedrockEmbed text using a Bedrock model
embed_databricksEmbed text using a Databricks model
embed_google_vertexEmbed using Google Vertex API platform
embed_ollamaEmbed Text
markdown_chunkChunk a Markdown document
MarkdownDocumentMarkdown documents
MarkdownDocumentChunksMarkdown documents chunks
markdown_segmentSegment markdown text
ragnar_chunkChunk text
ragnar_chunks_viewView chunks with the store inspector
ragnar_find_linksFind links on a page
ragnar-packageragnar: Retrieval-Augmented Generation (RAG) Workflows
ragnar_readRead a document as Markdown
ragnar_read_documentRead an HTML document
ragnar_register_tool_retrieveRegister a 'retrieve' tool with ellmer
ragnar_retrieveRetrieve chunks from a 'RagnarStore'
ragnar_retrieve_bm25Retrieves chunks using the BM25 score
ragnar_retrieve_vssVector Similarity Search Retrieval
ragnar_retrieve_vss_and_bm25Retrieve VSS and BM25
ragnar_store_build_indexBuild a Ragnar Store index
ragnar_store_createCreate and connect to a vector store
ragnar_store_insertInsert chunks into a 'RagnarStore'
ragnar_store_inspectLaunches the Ragnar Inspector Tool
ragnar_store_updateInserts or updates chunks in a 'RagnarStore'
read_as_markdownConvert files to Markdown
reexportsObjects exported from other packages
ragnar documentation built on Aug. 8, 2025, 7:07 p.m.