Vectorless RAG

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RAG in 3 Lines of Python
pypi.orgGot tired of wiring up vector stores, embedding models, and chunking logic every time I needed RAG.
PageIndex
github.comVectorless RAG
Ocrisp
github.comOne-Click RAG Implementation, Simple and Portable
TL;DR: Vector-based RAG performs poorly for many real-world applications like codebase chats, and you should consider 'language maps'.
Chonkie
github.comA Fast, Lightweight Text Chunking Library for RAG