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Model Context Protocol (MCP) demo: publish one search tool and one docs resource once and reuse them across clients. Learn a tiny, practical Python pattern to seed a local docs corpus, build a simple inverted index, filter stopwords, and expose a search_docs tool for deterministic reuse and testing. Pure Python implementation you can swap to a vector store or ANN index when scaling. Subscribe for clear, concepts-first AI engineering and LLM systems tutorials. #AIEngineering #LLM #Python #InformationRetrieval #Search #MCP