Memory On Demand

QMD memory system telemetry — measure index health, BM25 retrieval quality, coverage maps, and trend analysis. Use when running QMD memory backend and need d...

Enables local hybrid memory search using QMD with optimized collections, automatic indexing, and multi-agent sharing to reduce API costs by $50-300/month.

Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.

Enables local hybrid memory search and embedding using QMD to reduce API costs by $50-300/month with automatic setup, smart indexing, and multi-agent sharing.

Search and retrieve relevant information from your indexed memory files using semantic queries and direct file reads for context.

Enforce proactive, query-optimized memory_search usage. Must run memory_search when (1) prior context is referenced, (2) a new task starts, or (3) a proper n...