`--database` and `--db` read as one word abbreviated but take different things, a configured name against a filesystem path, and they sit in different positions: `haiku-rag --db /path info` fails with `No such option`. The CLI already says "database" to the user everywhere it prints one, so the name it selects by should say the same. Unreleased, so no deprecation. Also: without a reranker, raise `search.limit` with the number of databases searched, since each contributes its best matches to a list truncated back to the limit. |
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| .. | ||
| haiku/rag | ||
| LICENSE | ||
| pyproject.toml | ||
| README.md | ||
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
docling, tui, voyageai, cohere, zeroentropy, cross-encoder, jina,
s3, ingester, and one per model provider: anthropic, google, groq,
mistral, bedrock, vertexai. Ollama and any OpenAI-compatible endpoint need
no extra.
What each provides, and which ones the full haiku.rag package already
includes: Installation.
# 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