new feature: Multi-Intent

app/agents/contestacao_agent.py

@@ -111,6 +111,14 @@ class ContestacaoAgent(AgentRuntimeMixin):
             "next_state": "CONTESTACAO_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }

app/agents/faturas_agent.py

@@ -219,6 +219,14 @@ class FaturasAgent(AgentRuntimeMixin):
             "next_state": "FATURAS_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
             **handoff_patch,

app/agents/suporte_contas_agent.py

@@ -129,6 +129,14 @@ class SuporteContasAgent(AgentRuntimeMixin):
             "next_state": "SUPORTE_CONTAS_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **informational_patch,
             **self.transaction_state_patch(state),

app/agents/vas_agent.py

@@ -116,6 +116,14 @@ class VasAgent(AgentRuntimeMixin):
             "next_state": "VAS_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **informational_patch,
             **self.transaction_state_patch(state),

app/main.py

@@ -483,6 +483,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "transaction_evidence": result.get("relevant_transaction_evidence", []),
                     "transaction_pre_validation": result.get("transaction_pre_validation"),
                     "business_context": business_context.model_dump(),

app/state.py

@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]

app/workflows/agent_graph.py

@@ -151,7 +151,9 @@ class AgentWorkflow:
         """
         ctx = dict(state.get("context", {}) or {})
         mcp_results = state.get("mcp_results") or []
-        ctx["evidence"] = mcp_results or ctx.get("evidence")
+        rag_results = state.get("rag_results") or []
+        combined_evidence = list(mcp_results) + list(rag_results)
+        ctx["evidence"] = combined_evidence or ctx.get("evidence")
         ctx["tool_result"] = mcp_results or ctx.get("tool_result")
         ctx["tool_executed"] = any(isinstance(r, dict) and r.get("ok") for r in mcp_results)
 
@@ -945,12 +947,17 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
         context = {
-            **self._output_guardrail_context({**state, "mcp_results": drained.mcp_results}),
+            **self._output_guardrail_context({
+                **state,
+                "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
+            }),
             "tenant_id": state.get("tenant_id"),
             "agent_id": state.get("agent_id"),
             "session_id": state.get("conversation_key") or state.get("session_id"),
@@ -1022,6 +1029,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
             }
 
     async def output_guardrails(self, state):
@@ -1104,6 +1112,7 @@ class AgentWorkflow:
             relevant_transaction_evidence = list(state.get("relevant_transaction_evidence") or [])
             judge_context["transaction_evidence"] = relevant_transaction_evidence
             current_evidence = list(state.get("mcp_results", []) or [])
+            current_evidence.extend(state.get("rag_results", []) or [])
             current_evidence.extend(relevant_transaction_evidence)
             judge_context["evidence"] = current_evidence or judge_context.get("evidence")
             judge_context["route"] = state.get("route")
@@ -1251,6 +1260,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                     "transaction_evidence": state.get("relevant_transaction_evidence", []),
                 },
             )