Muffakir

Muffakir is an open-source, local-first workspace for RAG experimentation. Bring your data, define a search space across chunking, embeddings, retrieval, reranking, query transformation, models and more, then run reproducible trials, evaluate the results, compare quality, latency and cost, and export your selected pipeline back to Python.