knowledge-agent: Memory as Knowledge Base

Your memory DB contains decisions, insights, and notes from past sessions. Before answering questions from scratch, search it — you may have already figured this out.

Query Workflow

# 1. Semantic search for the concept
COWORK_MEM_DB=~/mnt/.claude/.cowork-mem/memory.db \
python3 {SKILL_DIR}/scripts/vector_search.py "<question>" --limit 8

# 2. Keyword search for specific terms
python3 {SKILL_DIR}/scripts/memory_store.py search "<key term>" --limit 5

# 3. Fetch full text for the most relevant results
python3 {SKILL_DIR}/scripts/memory_store.py get <id1> <id2>