OkuuLib banner

OkuuLib

Created by: omurkulovamir2008
1 devlog
8h 5m 48s

OkuuLib is a RAG-powered API and web interface for exploring Kyrgyz literary heritage. Upload classic works in .docx format, index them into a hybrid vector store (dense + sparse via Qdrant), and ask questions in any language - answers come back i…

OkuuLib is a RAG-powered API and web interface for exploring Kyrgyz literary heritage. Upload classic works in .docx format, index them into a hybrid vector store (dense + sparse via Qdrant), and ask questions in any language - answers come back in Kyrgyz.

This project uses AI

I used AI for README and Frontend

Demo Repository

README

Loading README...
omurkulovamir2008
omurkulovamir2008 worked on OkuuLib
17 days ago
8h 5m logged

Built a RAG service on top of 10 classic Kyrgyz epics - ask anything, get answers in Kyrgyz. A small attempt to bring Central Asian literature to a wider audience.
Went with hybrid retrieval: OpenAI dense embeddings + BM25 sparse search, fused via RRF in Qdrant. Makes a real difference on Kyrgyz proper nouns, which a pure semantic search struggles with.
Frontend is intentionally styled after Kyrgyz shyrdak carpets - dark crimson, gold, geometric ornaments. 5-query guest limit via sessionStorage, no backend needed.
Biggest deploy headache: pywin32 sneaking into requirements.txt from a Windows machine. One line to fix, thirty minutes to find

Attachment
0