response = client.search(
    query="user preferences",
    top_k=5,
    threshold=0.3
)

# Basic unified search
response = client.search(query="response quality issues")

print(f"Profiles: {len(response.profiles)}")
print(f"Agent Playbooks: {len(response.agent_playbooks)}")
print(f"User Playbooks: {len(response.user_playbooks)}")
if response.reformulated_query:
    print(f"Reformulated query: {response.reformulated_query}")

for profile in response.profiles:
    print(f"  Profile: {profile.content[:80]}...")

for playbook in response.agent_playbooks:
    print(f"  Playbook: {playbook.content[:80]}...")

# Search with filters
response = client.search(
    query="handling edge cases",
    agent_version="v2.1.0",
    playbook_name="quality_playbook",
    top_k=10,
    threshold=0.4
)

# Search filtered by user
response = client.search(
    query="product preferences",
    user_id="user_123",
    top_k=5
)