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Initial commit: multi-agent customer support (FastAPI, ADK, Supabase MCP, returns service)
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"""Router agent (root): classifies NL queries and delegates to domain agents."""
from __future__ import annotations
import os
from dataclasses import dataclass
from typing import Literal
from google.adk.agents.llm_agent import LlmAgent
from pydantic import BaseModel, Field
from .adk_runtime import genai_api_configured, run_router_structured
from .billing_agent import BillingAgent
from .returns_remote_agent import ReturnsRemoteAgent
from .support_agent import SupportAgent
@dataclass
class RouterOutcome:
"""Result of :meth:`RouterAgent.route_with_meta` (answer + routing metadata for CLI/API)."""
answer: str
routed_to: Literal["billing", "returns", "support", "escalate"]
escalated: bool
rationale: str | None = None
class RouterDecision(BaseModel):
"""Structured router output when Gemini is available (matches ``output_schema``)."""
route: Literal["billing", "returns", "support"] = Field(
...,
description="Exactly one downstream agent to handle this turn.",
)
escalate: bool = Field(False, description="True if a human specialist should take over.")
rationale: str = Field("", description="Short justification for auditing.")
# Prompt + few-shot exemplars teach the small model routing boundaries without extra tooling.
_ROUTER_FEW_SHOT = """
Examples (follow the same routing rules for new inputs):
User: Where can I download last month's VAT invoice?
Assistant JSON: {"route":"billing","escalate":false,"rationale":"invoice / billing document"}
User: My card was charged twice for order #4412.
Assistant JSON: {"route":"billing","escalate":false,"rationale":"duplicate charge"}
User: I want to return sneakers and print a prepaid label.
Assistant JSON: {"route":"returns","escalate":false,"rationale":"return + label"}
User: Am I eligible to return clearance items opened last week?
Assistant JSON: {"route":"returns","escalate":false,"rationale":"returns eligibility"}
User: The app freezes when I open notifications — generic bug.
Assistant JSON: {"route":"support","escalate":false,"rationale":"general product issue"}
User: I'm going to sue your company unless I get my money today!!!
Assistant JSON: {"route":"support","escalate":true,"rationale":"legal threat / high severity"}
User: ???
Assistant JSON: {"route":"support","escalate":true,"rationale":"unclear intent"}
"""
ROUTER_SYSTEM_INSTRUCTION = f"""You are the intent router for a commerce support system.
Choose exactly one route:
- billing — invoices, charges, payments, subscriptions, receipts (money on account).
- returns — product returns, exchanges, prepaid labels, return eligibility.
- support — general troubleshooting, bugs, vague questions, shipping status *unless* it is clearly billing or returns.
Set escalate=true when:
- The user is furious, threatens legal action, mentions lawyers/police/regulators,
- Self-harm or abuse is hinted,
- The request is too ambiguous to route safely,
Output **only JSON** matching the schema (route, escalate, rationale). No markdown fences.
{_ROUTER_FEW_SHOT}
"""
def classify_intent_fallback(message: str) -> RouterDecision:
"""
Keyword + heuristic router used when Gemini is not configured or JSON parsing fails.
Kept deterministic for CI and for environments without ``GOOGLE_API_KEY``.
"""
lower = (message or "").lower().strip()
escalate_terms = (
"lawsuit",
"lawyer",
"attorney",
"sue ",
" suing",
"police",
"fcc",
" regulator",
"suicide",
"self-harm",
"kill myself",
"discriminat",
)
if any(t in lower for t in escalate_terms):
return RouterDecision(
route="support",
escalate=True,
rationale="potential high-severity / legal / safety keywords",
)
if any(
k in lower
for k in (
"return",
"exchange",
"label",
"ship back",
"send back",
"wrong item",
"didn't fit",
"doesn't fit",
" rma",
)
):
return RouterDecision(route="returns", escalate=False, rationale="returns-flow keywords")
billing_terms = (
"invoice",
"bill",
"billing",
"charge",
"charged",
"payment",
"subscription",
"receipt",
"refund",
"card",
"paypal",
"vat",
"statement",
"duplicate charge",
"overcharge",
)
if any(k in lower for k in billing_terms):
return RouterDecision(route="billing", escalate=False, rationale="billing/payment keywords")
if len(lower) < 4:
return RouterDecision(route="support", escalate=True, rationale="message too short / unclear")
return RouterDecision(route="support", escalate=False, rationale="default general support")
class RouterAgent:
"""
Root agent: uses Gemini + few-shot JSON classification when keys exist; otherwise heuristics.
Construct with explicit specialist agents (wired in ``main.py``):
- ``billing`` — :class:`BillingAgent` (Supabase tool functions / MCP parity)
- ``returns`` — :class:`ReturnsRemoteAgent` (remote returns A2A service)
- ``support`` — :class:`SupportAgent`
"""
def __init__(
self,
*,
billing: BillingAgent,
support: SupportAgent,
returns: ReturnsRemoteAgent,
model: str | None = None,
) -> None:
self._model = model or os.getenv("ADK_MODEL", "gemini-2.5-flash")
self.billing = billing
self.support = support
self.returns = returns
self._router_llm = LlmAgent(
name="router",
model=self._model,
instruction=ROUTER_SYSTEM_INSTRUCTION,
output_schema=RouterDecision,
)
async def route_with_meta(self, customer_id: str, message: str) -> RouterOutcome:
"""
Classify ``message``, dispatch to the right specialist, return answer + metadata.
Use this from the CLI and from APIs that need ``routed_to`` / ``escalated``.
"""
router_input = (
"Classify this customer turn.\n\n"
f"customer_id: {customer_id}\n\n"
f"message:\n{message}\n"
)
decision: RouterDecision | None = None
if genai_api_configured():
decision = await run_router_structured(
agent=self._router_llm,
user_message=router_input,
schema_type=RouterDecision,
app_name="router",
)
if decision is None:
decision = classify_intent_fallback(message)
if decision.escalate:
text = (
"[ESCALATE]\n"
"This request was flagged for a human specialist.\n"
f"Routing note: {decision.rationale}\n"
"ESCALATE_FLAG: true"
)
return RouterOutcome(
answer=text,
routed_to="escalate",
escalated=True,
rationale=decision.rationale,
)
if decision.route == "billing":
ans = await self.billing.handle(customer_id, message)
return RouterOutcome(
answer=ans,
routed_to="billing",
escalated=False,
rationale=decision.rationale,
)
if decision.route == "returns":
ans = await self.returns.handle(customer_id, message)
return RouterOutcome(
answer=ans,
routed_to="returns",
escalated=False,
rationale=decision.rationale,
)
ans = await self.support.handle(customer_id, message)
return RouterOutcome(
answer=ans,
routed_to="support",
escalated=False,
rationale=decision.rationale,
)
async def route(self, customer_id: str, message: str) -> str:
"""
Classify ``message`` and invoke the appropriate agent (answer text only).
Escalations return a body containing ``[ESCALATE]`` and ``ESCALATE_FLAG: true``.
"""
return (await self.route_with_meta(customer_id, message)).answer