Hybrid Memory System

We use two memory systems integrated into a single view:

1. QMD (Vector Store): For retrieving documents, specs, and full content.
2. Graphiti (Knowledge Graph): For retrieving facts, timelines, and relationships.

Primary Tool

For 95% of memory queries, use the hybrid search script. It queries both systems in parallel.

~/clawd/scripts/memory-hybrid-search.sh "your query"

Optional flags:

• [group_id] — Specify agent group (default: clawdbot-main)
• --json — Output JSON for programmatic use