Chroma Python Packages

janus-llm

Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).

pyllmsearch

Querying local documents, powered by LLM

chatdocs

Chat with your documents offline using AI.

ragfallback

ragfallback is a Python library that prevents silent RAG failures — chunk quality, retrieval fallback, adaptive querying, and answer evaluation in one package.

smallevals

smallevals — CPU-fast, GPU-blazing fast offline retrieval evaluation for RAG systems with tiny QA models.

woyn

The open source AI capability substrate. One CLI for chat, retrieve, transcribe, crawl, image, voice, and document extraction — all local, all open source

elysium-knowledge-repository

Elysium Knowledge Repository is an open source initiative to embed all of Humanity's multi-modal knowledge and wisdom.