Knowledge Base

from memwire import MemWire, MemWireConfig

config = MemWireConfig(qdrant_path="./memwire_data")
memory = MemWire(config=config)

USER_ID = "alice"

memory.add_knowledge(
    name="Company Handbook",
    chunks=[
        {"content": "All employees must complete onboarding within the first 30 days."},
        {"content": "Remote work is allowed up to 3 days per week."},
        {"content": "Expenses above $500 require manager approval."},
    ],
    user_id=USER_ID,
)

result = memory.recall("What is the expense approval policy?", user_id=USER_ID)

# Conversation memories
print(result.formatted)

# Knowledge chunks (also included in formatted)
for chunk in result.knowledge:
    print(chunk.content, chunk.score)

chunks = memory.search_knowledge(
    "remote work policy",
    user_id=USER_ID,
    top_k=5,
)
for chunk in chunks:
    print(f"[{chunk.score:.2f}] {chunk.content}")

# List knowledge bases via stats
stats = memory.get_stats(user_id=USER_ID)
print(stats["knowledge_bases"])  # count

# Delete by kb_id
memory.delete_knowledge(kb_id="kb_abc123")

memory.add_knowledge(
    name="Team Runbook",
    chunks=[{"content": "Deploy with: ./scripts/deploy.sh production"}],
    user_id=USER_ID,
    workspace_id="team_engineering",
    app_id="ops_assistant",
)