Provides hybrid search over local markdown knowledge bases using BM25 keyword search and vector semantic search. Enables indexing, querying, and retrieving markdown documentation with dual-mode support for local and remote agents.
Provides retrieval and graph tools for agents to search, backlink, and navigate a markdown-based knowledge vault, enabling hybrid search and serendipitous discovery.
Enables AI agents to perform hybrid semantic+keyword search over structured markdown lairs and memory files, with tools for protocol checks and anti-pattern detection.
Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.