retrieval-patterns

Quick Review

This skill provides useful code snippets for three common retrieval patterns (hybrid search, MMR, reranking) with clear examples. However, the description is incomplete (cuts off mid-import), lacking context on when to use each pattern, how to integrate them, or what problems they solve. A CLI agent would struggle to know which pattern to apply without more guidance. The code is helpful but incomplete (missing setup for bm25_retriever, vector_store initialization). Structure is adequate for the limited content. Novelty is low since these are standard LangChain patterns that could be found in documentation; the convenience is modest. Would benefit from: complete description, decision framework for pattern selection, end-to-end examples, and use-case guidance.