Ajustes na documentação e remanejamento dos folders

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2026-06-21 09:34:23 -03:00
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# Agent Platform OCI — Manual Oficial de Agent Gateway e MCP Gateway
## Objetivo
Este documento consolida:
- Arquitetura oficial
- Inventário dos componentes
- Procedimento completo de execução local
- MCP Gateway
- Agent Gateway
- Backend Runtime
- Frontend
- Testes E2E
- Troubleshooting
- Decisões arquiteturais
---
# Arquitetura Oficial
Frontend (5173)
Agent Gateway (9000)
Agent Template Backend / Runtime (8000)
MCP Gateway (8300)
Telecom MCP Server (8100)
Retail MCP Server (8200)
Não existe AI Gateway.
---
# Portas Oficiais
| Componente | Porta |
|------------|--------|
| Frontend | 5173 |
| Agent Gateway | 9000 |
| Backend Runtime | 8000 |
| MCP Gateway | 8300 |
| Telecom MCP Server | 8100 |
| Retail MCP Server | 8200 |
---
# Variáveis Oficiais
## Agent Template Backend
ENABLE_MCP_TOOLS=true
MCP_GATEWAY_ENABLED=true
MCP_GATEWAY_URL=http://localhost:8300
MCP_GATEWAY_TIMEOUT_SECONDS=60
MCP_GATEWAY_AGENT_ID=telecom_contas
MCP_GATEWAY_TENANT_ID=default
## Agent Gateway
DEFAULT_AGENT_BACKEND_URL=http://localhost:8000
AGENT_GATEWAY_GOVERNANCE_CONFIG=config/gateway_governance.yaml
## MCP Gateway
MCP_GATEWAY_CONFIG_PATH=config/mcp_gateway.yaml
---
# Ordem de Inicialização
1. Telecom MCP Server
2. Retail MCP Server
3. MCP Gateway
4. Agent Template Backend
5. Agent Gateway
6. Frontend
---
# Terminal 1 — Telecom MCP Server
cd mcp/servers/telecom_mcp_server
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m uvicorn main:app --host 0.0.0.0 --port 8100 --reload
Validação:
curl http://localhost:8100/health
---
# Terminal 2 — Retail MCP Server
cd mcp/servers/retail_mcp_server
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m uvicorn main:app --host 0.0.0.0 --port 8200 --reload
Validação:
curl http://localhost:8200/health
---
# Terminal 3 — MCP Gateway
cd apps/mcp_gateway
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
export MCP_GATEWAY_CONFIG_PATH=config/mcp_gateway.yaml
python -m uvicorn app.main:app --host 0.0.0.0 --port 8300 --reload
Validações:
curl http://localhost:8300/health
curl http://localhost:8300/ready
curl http://localhost:8300/v1/tools
Teste:
curl -X POST http://localhost:8300/v1/tools/consultar_fatura/invoke
---
# Terminal 4 — Agent Template Backend
cd templates/agent_template_backend
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
Validações:
curl http://localhost:8000/health
curl http://localhost:8000/agents
---
# Terminal 5 — Agent Gateway
cd apps/agent_gateway
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
export DEFAULT_AGENT_BACKEND_URL=http://localhost:8000
export AGENT_GATEWAY_GOVERNANCE_CONFIG=config/gateway_governance.yaml
python -m uvicorn app.main:app --host 0.0.0.0 --port 9000 --reload
Validações:
curl http://localhost:9000/health
Teste:
curl -X POST http://localhost:9000/gateway/message
---
# Terminal 6 — Frontend
cd agent_frontend
npm install
npm run dev -- --host 0.0.0.0 --port 5173
Abrir:
http://localhost:5173
Backend URL:
http://localhost:9000
---
# Fluxo de Tools
Agent
MCPToolRouter
MCPGatewayClient
MCP Gateway
MCP Server
---
# Teste Integrado E2E
Frontend
Agent Gateway
Backend Runtime
MCP Gateway
Telecom MCP Server
Resultado esperado:
- Agent Gateway recebe requisição
- Runtime executa LangGraph
- MCP Gateway resolve tool
- MCP Server responde
- Usuário recebe resposta
---
# Troubleshooting
## Backend chamando MCP Server direto
Confirmar:
MCP_GATEWAY_ENABLED=true
MCP_GATEWAY_URL=http://localhost:8300
## Porta incorreta
A porta oficial do MCP Gateway é:
8300
## Agent Gateway não encontra Backend
Validar:
curl http://localhost:8000/health
## MCP Gateway não encontra MCP Server
Validar:
curl http://localhost:8100/health
curl http://localhost:8200/health
---
# Decisões Arquiteturais Oficiais
- Não existe AI Gateway
- Agent Gateway centraliza governança
- Runtime executa LangGraph
- Runtime executa LLM
- MCP Gateway centraliza tools
- MCP Servers executam tools
- Backend usa MCP Gateway
- gateway_runtime.env.example foi removido
- MCP_GATEWAY_* fica no .env do backend
- Porta oficial MCP Gateway = 8300

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from __future__ import annotations
import os
from pathlib import Path
from typing import Any
import yaml
def load_gateway_governance_config(path: str | None = None) -> dict[str, Any]:
config_path = Path(path or os.getenv("AGENT_GATEWAY_GOVERNANCE_CONFIG", "config/gateway_governance.yaml"))
if not config_path.exists():
return {}
return yaml.safe_load(config_path.read_text(encoding="utf-8")) or {}

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from __future__ import annotations
import json
import logging
from typing import Any
logger = logging.getLogger("agent_gateway.governance")
def audit_event(name: str, payload: dict[str, Any]) -> None:
safe = dict(payload)
if "message" in safe:
safe["message_len"] = len(str(safe.pop("message") or ""))
logger.info("%s %s", name, json.dumps(safe, ensure_ascii=False, default=str))

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from __future__ import annotations
from typing import Any
class EvaluationHooks:
def before_backend_call(self, request_payload: dict[str, Any]) -> dict[str, Any]:
return request_payload
def after_backend_call(self, response_payload: dict[str, Any]) -> dict[str, Any]:
return response_payload

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from __future__ import annotations
from typing import Any
class ModelPolicyError(RuntimeError):
pass
class ModelPolicyResolver:
def __init__(self, config: dict[str, Any]):
self.config = config or {}
def resolve_profile(
self,
*,
tenant_id: str,
agent_id: str | None,
operation: str,
requested_profile: str | None = None,
) -> dict[str, Any]:
profiles = self.config.get("profiles", {}) or {}
operation_profiles = self.config.get("operation_profiles", {}) or {}
profile_name = requested_profile or operation_profiles.get(operation) or "default"
profile = profiles.get(profile_name)
if not profile:
raise ModelPolicyError(f"Model profile not found: {profile_name}")
self._validate_policy(
tenant_id=tenant_id,
agent_id=agent_id,
profile_name=profile_name,
profile=profile,
)
return {
"profile": profile_name,
"provider": profile.get("provider"),
"model": profile.get("model"),
"parameters": {
k: v for k, v in profile.items()
if k not in {"provider", "model"}
},
}
def _validate_policy(
self,
*,
tenant_id: str,
agent_id: str | None,
profile_name: str,
profile: dict[str, Any],
) -> None:
policies = self.config.get("policies", {}) or {}
tenant_policies = policies.get("tenants", {}) or {}
tenant_policy = tenant_policies.get(tenant_id) or tenant_policies.get("default") or {}
allowed_profiles = tenant_policy.get("allowed_profiles")
if allowed_profiles and profile_name not in allowed_profiles:
raise ModelPolicyError(f"Profile not allowed for tenant={tenant_id}: {profile_name}")
allowed_providers = tenant_policy.get("allowed_providers")
provider = profile.get("provider")
if allowed_providers and provider not in allowed_providers:
raise ModelPolicyError(f"Provider not allowed for tenant={tenant_id}: {provider}")

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from __future__ import annotations
import time
from collections import defaultdict, deque
from typing import Any
class RateLimitExceeded(RuntimeError):
pass
class InMemoryRateLimiter:
def __init__(self, config: dict[str, Any]):
self.config = config or {}
self.events: dict[str, deque[float]] = defaultdict(deque)
def check(self, *, tenant_id: str, agent_id: str | None, channel: str | None) -> None:
default_limit = ((self.config.get("default") or {}).get("requests_per_minute")) or 600
agent_limits = self.config.get("agents") or {}
channel_limits = self.config.get("channels") or {}
limit = default_limit
if agent_id and agent_id in agent_limits:
limit = agent_limits[agent_id].get("requests_per_minute", limit)
if channel and channel in channel_limits:
limit = min(limit, channel_limits[channel].get("requests_per_minute", limit))
key = f"{tenant_id}:{agent_id or '*'}:{channel or '*'}"
now = time.time()
bucket = self.events[key]
while bucket and bucket[0] < now - 60:
bucket.popleft()
if len(bucket) >= int(limit):
raise RateLimitExceeded(f"Gateway rate limit exceeded for {key}: {limit}/min")
bucket.append(now)

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from __future__ import annotations
from typing import Any
class UsageRecorder:
def record_gateway_request(self, payload: dict[str, Any]) -> None:
return None
def record_model_policy(self, payload: dict[str, Any]) -> None:
return None
def record_backend_response(self, payload: dict[str, Any]) -> None:
return None

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from __future__ import annotations
from typing import Any
from fastapi import HTTPException
from app.config.governance_loader import load_gateway_governance_config
from app.governance.audit import audit_event
from app.governance.evaluation_hooks import EvaluationHooks
from app.governance.model_policies import ModelPolicyError, ModelPolicyResolver
from app.governance.rate_limit import InMemoryRateLimiter, RateLimitExceeded
from app.governance.usage import UsageRecorder
class AgentGatewayGovernance:
def __init__(self, config: dict[str, Any] | None = None):
self.config = config if config is not None else load_gateway_governance_config()
self.model_resolver = ModelPolicyResolver((self.config.get("model_governance") or {}))
self.rate_limiter = InMemoryRateLimiter((self.config.get("rate_limits") or {}))
self.usage = UsageRecorder()
self.eval_hooks = EvaluationHooks()
def prepare_backend_request(self, gateway_request: dict[str, Any]) -> tuple[dict[str, Any], dict[str, str]]:
tenant_id = gateway_request.get("tenant_id") or "default"
agent_id = gateway_request.get("agent_id")
channel = gateway_request.get("channel")
payload = gateway_request.get("payload") or {}
metadata = payload.setdefault("metadata", {})
try:
self.rate_limiter.check(tenant_id=tenant_id, agent_id=agent_id, channel=channel)
model_policy = self.model_resolver.resolve_profile(
tenant_id=tenant_id,
agent_id=agent_id,
operation=metadata.get("operation") or "agent.final_answer",
requested_profile=metadata.get("llm_profile"),
)
metadata["model_policy"] = model_policy
headers = {
"X-Agent-Gateway-Governance": "enabled",
"X-Model-Profile": str(model_policy.get("profile") or ""),
"X-Model-Provider": str(model_policy.get("provider") or ""),
"X-Model-Name": str(model_policy.get("model") or ""),
}
audit_event("agent_gateway.request.governed", {
"tenant_id": tenant_id,
"agent_id": agent_id,
"channel": channel,
"model_policy": model_policy,
"request_id": metadata.get("request_id"),
"message": payload.get("message"),
})
self.usage.record_gateway_request({
"tenant_id": tenant_id,
"agent_id": agent_id,
"channel": channel,
"metadata": metadata,
})
governed = self.eval_hooks.before_backend_call(gateway_request)
return governed, headers
except RateLimitExceeded as exc:
raise HTTPException(status_code=429, detail=str(exc)) from exc
except ModelPolicyError as exc:
raise HTTPException(status_code=403, detail=str(exc)) from exc
def process_backend_response(self, response_payload: dict[str, Any]) -> dict[str, Any]:
response_payload = self.eval_hooks.after_backend_call(response_payload)
self.usage.record_backend_response(response_payload)
audit_event("agent_gateway.response.completed", {
"metadata": response_payload.get("metadata") if isinstance(response_payload, dict) else {},
})
return response_payload

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from __future__ import annotations
import os
from typing import Any
import httpx
from fastapi import APIRouter, HTTPException, Request
from app.governance_middleware import AgentGatewayGovernance
router = APIRouter()
governance = AgentGatewayGovernance()
@router.post("/gateway/message/governed")
async def governed_gateway_message(request: Request):
"""Example governed proxy route.
Use as reference to patch the existing /gateway/message handler.
"""
body: dict[str, Any] = await request.json()
backend_url = os.getenv("DEFAULT_AGENT_BACKEND_URL", "http://localhost:8000")
governed_body, headers = governance.prepare_backend_request(body)
try:
async with httpx.AsyncClient(timeout=90) as client:
resp = await client.post(
f"{backend_url.rstrip('/')}/gateway/message",
json=governed_body,
headers=headers,
)
resp.raise_for_status()
data = resp.json()
return governance.process_backend_response(data)
except httpx.HTTPStatusError as exc:
raise HTTPException(status_code=exc.response.status_code, detail=exc.response.text) from exc
except Exception as exc:
raise HTTPException(status_code=502, detail=str(exc)) from exc

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model_governance:
profiles:
default:
provider: oci_openai
model: openai.gpt-4.1
temperature: 0.2
max_tokens: 2048
router:
provider: oci_openai
model: openai.gpt-4.1
temperature: 0
max_tokens: 500
judge:
provider: oci_openai
model: openai.gpt-4.1
temperature: 0
max_tokens: 800
operation_profiles:
router.intent: router
agent.final_answer: default
judge.response_quality: judge
policies:
tenants:
default:
allowed_providers:
- oci_openai
- oci_sdk
- mock
allowed_profiles:
- default
- router
- judge
rate_limits:
default:
requests_per_minute: 600
channels:
whatsapp:
requests_per_minute: 120
web:
requests_per_minute: 300
agents:
telecom_contas:
requests_per_minute: 180
backend_headers:
propagate_model_policy: true
propagate_trace_context: true
evaluation:
enabled: true
sample_rate: 1.0

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MCP_GATEWAY_CONFIG_PATH=config/mcp_gateway.yaml
MCP_GATEWAY_HOST=0.0.0.0
MCP_GATEWAY_PORT=8300

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# Dedicated MCP Gateway configuration.
# The agent backend/framework calls this gateway; this gateway calls the final MCP servers.
servers:
telecom:
enabled: true
protocol: legacy_http
transport: http
# Local run: uvicorn mcp.servers.telecom_mcp_server.main:app --port 8100
url: http://localhost:8100/mcp
timeout_seconds: 30
retail:
enabled: true
protocol: legacy_http
transport: http
# Local run: uvicorn mcp.servers.retail_mcp_server.main:app --port 8200
url: http://localhost:8200/mcp
timeout_seconds: 30
tools:
consultar_fatura:
version: 1.0.0
server: telecom
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
consultar_pagamentos:
version: 1.0.0
server: telecom
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
consultar_plano:
version: 1.0.0
server: telecom
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
listar_servicos:
version: 1.0.0
server: telecom
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
consultar_pedido:
version: 1.0.0
server: retail
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
consultar_entrega:
version: 1.0.0
server: retail
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: true
cache_ttl_seconds: 300
timeout_seconds: 30
retry: {enabled: true, max_attempts: 2, backoff_ms: 250}
allowed_agents: []
allowed_channels: []
required_business_keys: []
solicitar_troca:
version: 1.0.0
server: retail
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: false
cache_ttl_seconds: 0
timeout_seconds: 30
retry: {enabled: false}
allowed_agents: []
allowed_channels: []
required_business_keys: []
solicitar_devolucao:
version: 1.0.0
server: retail
endpoint: /tools/call
protocol: legacy_http
enabled: true
idempotent: false
cache_ttl_seconds: 0
timeout_seconds: 30
retry: {enabled: false}
allowed_agents: []
allowed_channels: []
required_business_keys: []
# Optional mapping if the backend sends canonical BusinessContext directly to the gateway.
# In the normal framework path, the framework already maps before calling the gateway.
parameter_mapping:
consultar_fatura:
customer_key: msisdn
contract_key: invoice_id
interaction_key: ura_call_id
session_key: session_id
consultar_pagamentos:
customer_key: msisdn
interaction_key: ura_call_id
session_key: session_id
consultar_plano:
customer_key: msisdn
resource_key: asset_id
contract_key: asset_id
session_key: session_id
listar_servicos:
customer_key: msisdn
session_key: session_id
consultar_pedido:
customer_key: customer_id
contract_key: order_id
session_key: session_id
consultar_entrega:
contract_key: order_id
session_key: session_id
solicitar_troca:
contract_key: order_id
session_key: session_id
solicitar_devolucao:
contract_key: order_id
session_key: session_id
auth:
enabled: false
static_tokens:
runtime-local-token:
agents: []

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services:
mcp_gateway:
build:
context: ../..
dockerfile: apps/mcp_gateway/Dockerfile
ports:
- "8300:8300"
depends_on:
- mock_telecom_mcp
mock_telecom_mcp:
image: python:3.12-slim
working_dir: /app
command: >
sh -c "pip install -r requirements.txt &&
uvicorn app:app --host 0.0.0.0 --port 8001"
volumes:
- ../../mcp/servers/mock_telecom_mcp:/app
ports:
- "8001:8001"

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from __future__ import annotations
from typing import Any
def get_gateway_model_policy(state: dict[str, Any]) -> dict[str, Any] | None:
metadata = state.get("metadata") or {}
policy = metadata.get("model_policy")
return policy if isinstance(policy, dict) else None
def apply_gateway_model_policy_to_llm_kwargs(
state: dict[str, Any],
fallback_profile: dict[str, Any] | None = None,
) -> dict[str, Any]:
policy = get_gateway_model_policy(state)
if not policy:
return fallback_profile or {}
params = dict(policy.get("parameters") or {})
if policy.get("model"):
params["model"] = policy["model"]
if policy.get("provider"):
params["provider"] = policy["provider"]
if policy.get("profile"):
params["profile"] = policy["profile"]
return params

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from .mcp_gateway_client import MCPGatewayClient
__all__ = ["MCPGatewayClient"]

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from __future__ import annotations
from typing import Any
import httpx
class MCPGatewayClient:
def __init__(self, base_url: str, token: str | None = None, timeout_seconds: int = 60):
self.base_url = base_url.rstrip("/")
self.token = token
self.timeout_seconds = timeout_seconds
def _headers(self) -> dict[str, str]:
return {"Authorization": f"Bearer {self.token}"} if self.token else {}
async def list_tools(self) -> dict[str, Any]:
async with httpx.AsyncClient(timeout=self.timeout_seconds) as client:
response = await client.get(f"{self.base_url}/v1/tools", headers=self._headers())
response.raise_for_status()
return response.json()
async def invoke_tool(
self,
*,
tenant_id: str,
agent_id: str,
channel: str | None,
tool_name: str,
arguments: dict[str, Any] | None = None,
business_context: dict[str, Any] | None = None,
metadata: dict[str, Any] | None = None,
) -> dict[str, Any]:
payload = {
"tenant_id": tenant_id,
"agent_id": agent_id,
"channel": channel,
"tool_name": tool_name,
"arguments": arguments or {},
"business_context": business_context or {},
"metadata": metadata or {},
}
async with httpx.AsyncClient(timeout=self.timeout_seconds) as client:
response = await client.post(
f"{self.base_url}/v1/tools/{tool_name}/invoke",
json=payload,
headers=self._headers(),
)
response.raise_for_status()
return response.json()

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from __future__ import annotations
from typing import Any
from agent_framework.gateways import MCPGatewayClient
class MCPGatewayRuntimeMixin:
mcp_gateway_client: MCPGatewayClient | None = None
async def _invoke_mcp_gateway_tool(
self,
state: dict[str, Any],
tool_name: str,
arguments: dict[str, Any] | None = None,
) -> dict[str, Any]:
if not self.mcp_gateway_client:
raise RuntimeError("MCP Gateway client not configured")
result = await self.mcp_gateway_client.invoke_tool(
tenant_id=state.get("tenant_id", "default"),
agent_id=state.get("agent_id") or state.get("route") or "unknown",
channel=state.get("channel"),
tool_name=tool_name,
arguments=arguments or {},
business_context=state.get("business_context") or {},
metadata={
"session_id": state.get("session_id"),
"conversation_key": state.get("conversation_key"),
"trace_id": (state.get("metadata") or {}).get("trace_id"),
},
)
state.setdefault("mcp_results", []).append(result)
return result

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from fastapi import FastAPI
app = FastAPI(title="Mock Telecom MCP Server")
@app.get("/health")
async def health():
return {"status": "ok", "service": "mock_telecom_mcp"}
@app.post("/tools/consultar_fatura")
async def consultar_fatura(payload: dict):
return {
"invoice_id": payload.get("invoice_id") or "INV-001",
"msisdn": payload.get("msisdn"),
"valor_total": 249.90,
"vencimento": "2026-06-10",
"status": "ABERTA",
}
@app.post("/tools/consultar_pagamentos")
async def consultar_pagamentos(payload: dict):
return {
"msisdn": payload.get("msisdn"),
"pagamentos": [
{"data": "2026-06-05", "valor": 249.90, "status": "CONFIRMADO"}
],
}

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fastapi>=0.110
uvicorn[standard]>=0.27

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@@ -0,0 +1,16 @@
from __future__ import annotations
import os
from agent_framework.gateways import MCPGatewayClient
def build_mcp_gateway_client() -> MCPGatewayClient | None:
if os.getenv("MCP_GATEWAY_ENABLED", "true").lower() != "true":
return None
return MCPGatewayClient(
base_url=os.getenv("MCP_GATEWAY_URL", "http://localhost:8300"),
token=os.getenv("MCP_GATEWAY_TOKEN") or None,
timeout_seconds=int(os.getenv("MCP_GATEWAY_TIMEOUT_SECONDS", "60")),
)

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from __future__ import annotations
import os
from agent_framework.gateways import MCPGatewayClient
def build_mcp_gateway_client() -> MCPGatewayClient | None:
if os.getenv("MCP_GATEWAY_ENABLED", "true").lower() != "true":
return None
return MCPGatewayClient(
base_url=os.getenv("MCP_GATEWAY_URL", "http://localhost:8300"),
token=os.getenv("MCP_GATEWAY_TOKEN") or None,
timeout_seconds=int(os.getenv("MCP_GATEWAY_TIMEOUT_SECONDS", "60")),
)