haiku.rag-slim

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling - Core package with minimal dependencies.

haiku.rag-slim is the core package for users who want to install only the dependencies they need. Document processing (docling), and reranker support are all optional extras.

For most users, we recommend installing haiku.rag instead, which includes all features out of the box.

Installation

Python 3.12 or newer required

Minimal Installation

uv pip install haiku.rag-slim

Core functionality with OpenAI/Ollama support, MCP server, and Logfire observability. Document processing (docling) is optional.

With Document Processing

uv pip install haiku.rag-slim[docling]

Adds support for 40+ file formats including PDF, DOCX, HTML, and more.

Available Extras

Document Processing:

docling - PDF, DOCX, HTML, and 40+ file formats

Embedding Providers:

voyageai - VoyageAI embeddings

Rerankers:

cross-encoder - Local reranking via sentence-transformers
cohere - Cohere
zeroentropy - Zero Entropy

Model Providers:

OpenAI/Ollama - included in core (OpenAI-compatible APIs)
anthropic - Anthropic Claude
groq - Groq
google - Google Gemini
mistral - Mistral AI
bedrock - AWS Bedrock
vertexai - Google Vertex AI

# Common combinations
uv pip install haiku.rag-slim[docling,anthropic,cross-encoder]
uv pip install haiku.rag-slim[docling,groq]

Usage

See the main haiku.rag repository for:

Quick start guide
CLI examples
Python API usage
MCP server setup

Documentation

Full documentation: https://ggozad.github.io/haiku.rag/

Installation - Provider setup
Configuration - YAML configuration
CLI - Command reference
Python API - Complete API docs

Metadata

Release files for haiku.rag-slim 0.72.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for haiku.rag-slim 0.72.1
File	Size	Uploaded
haiku_rag_slim-0.72.1.tar.gz	240.5 kB	Jul 31, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for haiku.rag-slim 0.72.1
File	Interpreter	ABI	Platform	Reset
haiku_rag_slim-0.72.1-py3-none-any.whl 318.9 kB Jul 31, 2026	Python 3	none	any	Details

Total release size: 559.4 kB

Release files / haiku_rag_slim-0.72.1.tar.gz

Download URL	haiku_rag_slim-0.72.1.tar.gz
Size	240.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`b751f03ecd1afa0abf0d644a809ac6584eaadfa02b6dea71292bc82db4fece5b`
BLAKE2b-256 checksum How to use checksums	`5417014630bd5a7425d89b80b973fc675dc422b8d92fdffd0b47e8eb19c09b48`
Upload date	Jul 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / haiku_rag_slim-0.72.1-py3-none-any.whl

Download URL	haiku_rag_slim-0.72.1-py3-none-any.whl
Size	318.9 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`f7b69ba437f8002a5a0e2e9848834a036064fcc9b151133665526f9945ff2fcb`
BLAKE2b-256 checksum How to use checksums	`730992c5e12f6848bf7cf5684ea888f863be24217f7955b49f840ce2319b9f04`
Upload date	Jul 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`