Why did your agent
do that?

from agentdb import AgentDB

db = AgentDB("agdb_live_xxxx")

# Log what your agent does
msg = await db.log(agent="support-bot",
    event="user_message",
    data={"text": "why is my bill $200?"})

tool = await db.log(agent="support-bot",
    event="tool_call",
    data={"tool": "get_billing", "user": 123},
    parent_id=msg.event_id)   # ← causal link

await db.log(agent="support-bot",
    event="agent_response",
    data={"text": "Found an anomaly in your account"},
    parent_id=tool.event_id)

# Now ask WHY the agent responded that way
chain = await db.why(tool.event_id)
chain.print()

user_message: "why is my bill $200?"       [14:32:01]
  └── tool_call: get_billing(user=123)      [14:32:02]
      └── agent_response: "Found anomaly"   [14:32:03]

3 events · 1 causal chain · 0.3ms

• ✓ Full feature set
• ✓ Run on your infra
• ✓ Docker in 60 seconds
• ✓ Community support

• ✓ 100M events stored
• ✓ 90-day retention
• ✓ 3 projects
• ✓ Email support

• ✓ 1B events stored
• ✓ 1-year retention
• ✓ 10 seats
• ✓ Priority support