meulex

Meulex is a production-ready boilerplate for building a compliance-aware Slack assistant powered by retrieval-augmented generation and LangGraph. It combines FastAPI, Qdrant vector search, Redis caching and hybrid retrieval (dense plus BM25) with built-in observability, security controls and pluggable LLM providers, letting teams ship fast from proof-of-concept to production in under five days.