Auto-activate for advanced_alchemy, alembic/, SQLAlchemyAsyncRepositoryService, SQLAlchemyAsyncConfig, repository_type, service_class, filters, or storage. Not for raw SQLAlchemy — use sqlspec.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for test_*.py, conftest.py, litestar.testing, TestClient, AsyncTestClient, create_test_client, create_async_test_client, anyio, Guard mocks, or DI overrides. Not for generic pytest.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Litestar-specific testing patterns built on pytest + anyio. Covers:
TestClient vs AsyncTestClient — constructor options, lifespan, and when to use eachcreate_test_client and create_async_test_client — inline app factories for isolated handler/controller tests@pytest.mark.anyio setup and pytest-asyncio coexistence ruleson_startup / on_shutdown / lifespan)Provide and Dishka Provider)set_session_data and get_session_datawebsocket_connect and WebSocketTestSessionRequestFactorysubprocess_async_client and subprocess_sync_clientpytest-databases (see ../pytest-databases/SKILL.md) and polyfactory (see ../polyfactory/SKILL.md)../litestar-autowire/references/testing.md)For JS-side testing (Vitest, Testing Library, Playwright), use the upstream Vitest docs and Litestar's own JS examples. Out of scope here.
T | None, never Optional[T]from __future__ import annotations — they are pure consumer code.@pytest.mark.anyio by default; do not mix AnyIO and pytest-asyncio auto modes.AsyncTestClient for new code; TestClient only for legacy / sync-only flows.async with AsyncTestClient(...) / with TestClient(...)) — implicit lifespan startup without a context manager emits DeprecationWarning and is removed in Litestar 3.0.| Client | Base Class | Context Manager | Session Helpers | WebSocket Connect |
|---|---|---|---|---|
AsyncTestClient | httpx.AsyncClient, BaseTestClient | async with AsyncTestClient(app=app) as client: | await client.set_session_data(...) / await client.get_session_data() | with await client.websocket_connect("/ws") as ws: |
TestClient | httpx.Client, BaseTestClient | with TestClient(app=app) as client: | client.set_session_data(...) / client.get_session_data() | with client.websocket_connect("/ws") as ws: |
Both clients accept the same constructor parameters:
from litestar.testing import AsyncTestClient, TestClient
AsyncTestClient(
app=app,
base_url="http://testserver.local", # Must contain a dot ('.') or UserWarning is emitted
raise_server_exceptions=True, # False wraps unhandled server exceptions as HTTP 500 responses
root_path="",
backend="asyncio", # "asyncio" | "trio"
backend_options=None,
session_config=None, # Required for get_session_data() / set_session_data()
timeout=None,
cookies=None,
)
Both set follow_redirects=True and headers={"user-agent": "testclient"} by default. When testing template responses, TestClientTransport populates response.template and response.context on the returned httpx.Response.
from litestar.testing import AsyncTestClient
async def test_index(async_client: AsyncTestClient) -> None:
resp = await async_client.get("/")
assert resp.status_code == 200
from litestar.testing import TestClient
def test_index(client: TestClient) -> None:
resp = client.get("/")
assert resp.status_code == 200
create_test_client and create_async_test_clientFor isolated route handler, controller, or router tests without bootstrapping the full application factory, use create_async_test_client (or create_test_client for sync tests). Both build a Litestar instance and return a configured test client.
route_handlers: a single handler, Controller subclass, Router, a sequence of them, or None.Litestar(...) settings (dependencies, guards, middleware, plugins, stores, state, on_startup, on_shutdown, lifespan, exception_handlers, dto, return_dto, template_config, static_files_config, cors_config, csrf_config, compression_config, allowed_hosts, response_cache_config, logging_config, openapi_config, opt, parameters, path, security, tags, signature_namespace, signature_types, type_encoders, request_class, response_class, websocket_class, response_cookies, response_headers, before_request, after_request, after_response, before_send, after_exception, on_app_init, listeners, event_emitter_backend, cache_control, etag, include_in_schema, multipart_form_part_limit=1000, pdb_on_exception, experimental_features, debug=True) plus client parameters (backend="asyncio", backend_options=None, base_url="http://testserver.local", raise_server_exceptions=True, root_path="", session_config=None, timeout=None).import pytest
from litestar import get
from litestar.testing import create_async_test_client
@get("/health")
async def health_check() -> dict[str, str]:
return {"status": "ok"}
@pytest.mark.anyio
async def test_health_check() -> None:
async with create_async_test_client(route_handlers=health_check) as client:
resp = await client.get("/health")
assert resp.status_code == 200
assert resp.json() == {"status": "ok"}
# conftest.py
import pytest
@pytest.fixture(scope="session")
def anyio_backend() -> str:
return "asyncio"
# tests/test_x.py
import pytest
@pytest.mark.anyio
async def test_something() -> None: ...
Prefer @pytest.mark.anyio because Litestar's internal concurrency model is built on AnyIO. If a project already standardizes on pytest-asyncio, keep its mode explicit and do not enable both AnyIO and pytest-asyncio automatic modes or mix @pytest.mark.anyio and @pytest.mark.asyncio in the same test module.
# conftest.py
from collections.abc import AsyncGenerator
import pytest
from litestar import Litestar
from litestar.testing import AsyncTestClient
from app import create_app
@pytest.fixture
async def app() -> Litestar:
return create_app()
@pytest.fixture
async def async_client(app: Litestar) -> AsyncGenerator[AsyncTestClient[Litestar], None]:
async with AsyncTestClient(app=app) as client:
yield client
async with AsyncTestClient(...) enters LifeSpanHandler, firing on_startup / on_shutdown hooks and plugin lifespan context managers (Vite, SAQ, SQLAlchemy, Channels, etc.). Without the context manager, implicit startup emits a DeprecationWarning and shutdown hooks never run.
Guards are functions of (connection: ASGIConnection, route_handler: BaseRouteHandler) -> None | Awaitable[None]. Test the real guard with fake identity or authorization providers, or unit-test the guard directly with RequestFactory. Build a fresh app with replacement providers; Litestar has no mutable app.dependency_overrides registry.
from collections.abc import AsyncGenerator
import pytest
from litestar.di import Provide
from litestar.testing import AsyncTestClient
@pytest.fixture
async def async_client() -> AsyncGenerator[AsyncTestClient, None]:
fake_users_service = FakeUserService()
async def provide_fake_users_service() -> UserService:
return fake_users_service
test_app = create_app(
dependencies={
"users_service": Provide(provide_fake_users_service),
},
)
async with AsyncTestClient(app=test_app) as client:
yield client
Provide + NamedDependency)Pass replacement Provide entries to create_app(dependencies=...) or create_async_test_client(..., dependencies=...). Handler parameters resolved by name must use NamedDependency[T] (from litestar.di). For synchronous test providers, always specify sync_to_thread=False (or True) to avoid LitestarWarning.
from collections.abc import AsyncGenerator
from unittest.mock import AsyncMock
import pytest
from litestar import post
from litestar.di import NamedDependency, Provide
from litestar.testing import AsyncTestClient, create_async_test_client
@post("/notify")
async def notify_handler(email_service: NamedDependency[AsyncMock]) -> dict[str, bool]:
await email_service.send("user@example.com")
return {"sent": True}
@pytest.fixture
async def client_with_email() -> AsyncGenerator[tuple[AsyncTestClient, AsyncMock], None]:
fake_email = AsyncMock()
async with create_async_test_client(
route_handlers=[notify_handler],
dependencies={
"email_service": Provide(lambda: fake_email, sync_to_thread=False),
},
) as client:
yield client, fake_email
Provider + make_async_container)When the project uses Dishka, subclass Provider in tests and pass the test provider after LitestarProvider() and production providers in make_async_container(LitestarProvider(), AppProvider(), TestProvider()) — later providers override earlier ones for matching return types. Route handlers using FromDishka[T] must be decorated with @inject (or @inject_websocket for WebSocket handlers, or registered on a DishkaRouter) before calling setup_dishka(container=container, app=app).
from collections.abc import AsyncGenerator
from unittest.mock import AsyncMock
import pytest
from dishka import Provider, Scope, make_async_container, provide
from dishka.integrations.litestar import (
FromDishka,
LitestarProvider,
inject,
setup_dishka,
)
from litestar import Litestar, post
from litestar.testing import AsyncTestClient
class FakeEmailProvider(Provider):
scope = Scope.REQUEST
def __init__(self, mock_email: AsyncMock) -> None:
super().__init__()
self._mock_email = mock_email
@provide
def email_service(self) -> EmailService:
return self._mock_email
@post("/notify")
@inject
async def notify_dishka(email_service: FromDishka[EmailService]) -> dict[str, bool]:
await email_service.send("user@example.com")
return {"sent": True}
@pytest.fixture
async def dishka_client() -> AsyncGenerator[tuple[AsyncTestClient[Litestar], AsyncMock], None]:
mock_email = AsyncMock(spec=EmailService)
container = make_async_container(
LitestarProvider(),
AppProvider(),
FakeEmailProvider(mock_email),
)
app = Litestar(route_handlers=[notify_dishka])
setup_dishka(container=container, app=app)
async with AsyncTestClient(app=app) as client:
yield client, mock_email
await container.close()
set_session_data and get_session_data)To seed or inspect session data in tests, pass the same session_config (ServerSideSessionConfig from litestar.middleware.session.server_side or CookieBackendConfig from litestar.middleware.session.client_side) to both the app's middleware=[session_config.middleware] and the test client's session_config=session_config. Omitting session_config on the client raises ImproperlyConfiguredException.
AsyncTestClient: await client.set_session_data(data) and await client.get_session_data() are async.TestClient: client.set_session_data(data) and client.get_session_data() are sync.import pytest
from litestar import Request, get, post
from litestar.middleware.session.server_side import ServerSideSessionConfig
from litestar.testing import create_async_test_client
session_config = ServerSideSessionConfig()
@get("/me")
async def read_session(request: Request) -> dict[str, str]:
return dict(request.session)
@post("/login")
async def write_session(request: Request, data: dict[str, str]) -> None:
request.session["user_id"] = data["user_id"]
@pytest.mark.anyio
async def test_session_roundtrip() -> None:
async with create_async_test_client(
route_handlers=[read_session, write_session],
middleware=[session_config.middleware],
session_config=session_config,
) as client:
await client.set_session_data({"user_id": "u-123"})
resp = await client.get("/me")
assert resp.json() == {"user_id": "u-123"}
await client.post("/login", json={"user_id": "u-456"})
assert await client.get_session_data() == {"user_id": "u-456"}
websocket_connect and WebSocketTestSession)Both TestClient and AsyncTestClient expose websocket_connect(url, subprotocols=None, params=None, headers=None, cookies=None, auth=..., follow_redirects=..., timeout=..., extensions=None) -> WebSocketTestSession.
AsyncTestClient, websocket_connect is async def (must be awaited), while the returned WebSocketTestSession is always a synchronous context manager (with await client.websocket_connect(...) as ws:) with synchronous send/receive methods:
ws.send(data, mode="text", encoding="utf-8"), ws.send_text(data, encoding="utf-8"), ws.send_bytes(data, encoding="utf-8"), ws.send_json(data, mode="text"), ws.send_msgpack(data)ws.receive(block=True, timeout=None), ws.receive_text(block=True, timeout=None), ws.receive_bytes(block=True, timeout=None), ws.receive_json(mode="text", block=True, timeout=None), ws.receive_msgpack(block=True, timeout=None)ws.close(code=WS_1000_NORMAL_CLOSURE); server-initiated close causes ws.receive*() to raise litestar.exceptions.WebSocketDisconnect (inspect .code and .detail).ws.accepted_subprotocol, ws.extra_headers, ws.scope.import pytest
from litestar import websocket_listener
from litestar.testing import create_async_test_client
@websocket_listener("/ws")
async def echo_ws(data: dict[str, str]) -> dict[str, str]:
return {"echo": data["msg"]}
@pytest.mark.anyio
async def test_websocket_echo() -> None:
async with create_async_test_client(route_handlers=[echo_ws]) as client:
with await client.websocket_connect("/ws") as ws:
ws.send_json({"msg": "hello"})
assert ws.receive_json() == {"echo": "hello"}
ServerSentEvent) and ChannelsPlugin TestingServerSentEvent): Stream events with async with client.stream("GET", "/sse") as resp: and iterate resp.aiter_lines() (or resp.iter_lines() on TestClient).ChannelsPlugin: Configure ChannelsPlugin(backend=MemoryChannelsBackend(), channels=[...], create_ws_route_handlers=True) and enter async with AsyncTestClient(app=app) as client: so the plugin lifespan starts the backend. Publish via channels_plugin.publish(data, channels=[...]) (or await channels_plugin.wait_published(data, channels=[...])) and consume via websocket_connect or async with channels_plugin.start_subscription([...]) as subscriber:.from collections.abc import AsyncGenerator
import pytest
from litestar import get
from litestar.channels import ChannelsPlugin
from litestar.channels.backends.memory import MemoryChannelsBackend
from litestar.response.sse import ServerSentEvent, ServerSentEventMessage
from litestar.testing import create_async_test_client
@get("/events")
async def stream_events() -> ServerSentEvent:
async def generator() -> AsyncGenerator[ServerSentEventMessage, None]:
yield ServerSentEventMessage(data="ready", event="status")
return ServerSentEvent(generator())
@pytest.mark.anyio
async def test_sse_stream() -> None:
async with create_async_test_client(route_handlers=[stream_events]) as client:
async with client.stream("GET", "/events") as resp:
assert resp.status_code == 200
lines = [line async for line in resp.aiter_lines() if line]
assert lines == ["event: status", "data: ready"]
@pytest.mark.anyio
async def test_channels_websocket() -> None:
channels_plugin = ChannelsPlugin(
backend=MemoryChannelsBackend(),
channels=["alerts"],
create_ws_route_handlers=True,
)
async with create_async_test_client(plugins=[channels_plugin]) as client:
with await client.websocket_connect("/alerts") as ws:
channels_plugin.publish({"msg": "fired"}, channels=["alerts"])
assert ws.receive_json() == {"msg": "fired"}
RequestFactoryUse RequestFactory to construct real litestar.connection.Request instances for unit-testing Guards, dependencies, or request helpers without spinning up an ASGI transport.
RequestFactory(app=None, server="test.org", port=3000, root_path="", scheme="http", handler_kwargs=None).get(), .post(), .put(), .patch(), .delete() accepting path="/", headers=None, cookies=None, session=None, user=None, auth=None, query_params=None, state=None, path_params=None, http_version="1.1", route_handler=None, plus data=None and request_media_type=RequestEncodingType.JSON on .post() / .put() / .patch().Request scope rule: In Litestar, connection.app / request.app reads request.scope["litestar_app"] (not request.scope["app"]). RequestFactory(app=app) automatically sets scope["litestar_app"] = app (or a default Litestar instance when app=None). If constructing a synthetic Request(scope={...}) or ASGIConnection(scope={...}) directly without RequestFactory, always include "litestar_app": app in the scope dict or accessing .app raises KeyError: 'litestar_app'.import pytest
from litestar.connection import ASGIConnection
from litestar.exceptions import PermissionDeniedException
from litestar.handlers import BaseRouteHandler
from litestar.testing import RequestFactory
def requires_admin(connection: ASGIConnection, _: BaseRouteHandler) -> None:
if not connection.user or connection.user.get("role") != "admin":
raise PermissionDeniedException("Admin required")
def test_requires_admin_guard() -> None:
factory = RequestFactory()
denied_req = factory.get("/admin", user={"role": "viewer"})
with pytest.raises(PermissionDeniedException):
requires_admin(denied_req, denied_req.route_handler)
allowed_req = factory.get("/admin", user={"role": "admin"})
requires_admin(allowed_req, allowed_req.route_handler)
subprocess_async_client / subprocess_sync_client)For end-to-end smoke tests that verify litestar --app <app> run CLI startup and real socket binding, use subprocess_async_client(workdir, app, capture_output=True) (yields httpx.AsyncClient) or subprocess_sync_client(workdir, app, capture_output=True) (yields httpx.Client).
from pathlib import Path
import pytest
from litestar.testing import subprocess_async_client
@pytest.mark.anyio
async def test_live_subprocess_server(tmp_path: Path) -> None:
app_file = tmp_path / "main.py"
app_file.write_text(
"from litestar import Litestar, get\n"
"@get('/ping')\n"
"def ping() -> dict[str, str]: return {'pong': 'ok'}\n"
"app = Litestar([ping])\n",
encoding="utf-8",
)
async with subprocess_async_client(workdir=tmp_path, app="main:app") as client:
resp = await client.get("/ping")
assert resp.status_code == 200
Combine pytest-databases fixtures with the app fixture. See ../pytest-databases/SKILL.md.
# conftest.py
pytest_plugins = ["pytest_databases.docker.postgres"]
@pytest.fixture
async def app(postgres_service) -> Litestar:
from app import create_app
from app.config import Settings
settings = Settings(
database_url=f"postgresql+asyncpg://{postgres_service.user}:{postgres_service.password}@{postgres_service.host}:{postgres_service.port}/{postgres_service.database}"
)
return create_app(settings=settings)
The postgres_service fixture starts a Postgres container. Inject its connection details into the app config.
| Body Type | Pass via |
|---|---|
| JSON | client.post("/", json={...}) |
| Form | client.post("/", data={...}) |
| Multipart (file upload) | client.post("/", files={"file": ("name.txt", b"content", "text/plain")}) |
| Raw bytes | client.post("/", content=b"...") |
| Custom content-type | client.post("/", content=b"...", headers={"Content-Type": "..."}) |
async def test_create_user(async_client: AsyncTestClient) -> None:
resp = await async_client.post(
"/api/users",
json={"name": "Alice", "email": "alice@example.com"},
)
assert resp.status_code == 201
body = resp.json()
assert body["name"] == "Alice"
# Header
resp = await async_client.get("/", headers={"Authorization": "Bearer token"})
# Cookie
async_client.cookies.set("session", "abc123")
resp = await async_client.get("/")
# Per-request cookies
resp = await async_client.get("/", cookies={"session": "abc123"})
async def test_htmx_partial(async_client: AsyncTestClient) -> None:
resp = await async_client.get(
"/items/list",
headers={"HX-Request": "true", "HX-Target": "#item-list"},
)
assert resp.status_code == 200
assert "<ul" in resp.text
# Status
assert resp.status_code == 200
# Body
assert resp.json() == {"id": 1, "name": "Alice"}
# Headers
assert resp.headers["content-type"].startswith("application/json")
assert "HX-Trigger" in resp.headers
# Cookies (set by server)
assert "session" in resp.cookies
import pytest
@pytest.mark.parametrize(
"payload, expected_status",
[
({"name": "valid", "email": "a@b.co"}, 201),
({"name": "", "email": "a@b.co"}, 400),
({"name": "valid", "email": "not-email"}, 400),
],
)
@pytest.mark.anyio
async def test_create_user_validation(async_client, payload, expected_status):
resp = await async_client.post("/api/users", json=payload)
assert resp.status_code == expected_status
pytest --cov=src --cov-report=html
pytest --cov=src --cov-fail-under=90
<workflow>
Add anyio_backend fixture to conftest.py returning "asyncio". Mark async tests with @pytest.mark.anyio.
Build an app fixture that returns a fresh Litestar instance per test (or per session if no shared state). Build an async_client fixture that wraps the app in AsyncTestClient via async with (or use create_async_test_client for isolated handler/controller tests).
If the app talks to a DB, layer in pytest-databases (postgres_service, mysql_service, etc.) and pass connection details into the app config. See ../pytest-databases/SKILL.md.
Mock EmailService, HTTP clients, and other side-effect-laden dependencies by constructing a fresh app or test client with replacement Provide instances (or a Dishka override Provider passed to make_async_container). Avoid real network calls in tests.
Build a fresh app with fake identity providers, use RequestFactory to unit-test Guards directly, and pass session_config to the test client when seeding or asserting session state via set_session_data / get_session_data.
@pytest.mark.parametrize for input variations.AsyncTestClient for new code (with await client.websocket_connect(...) as ws: for WebSockets).pytest --cov=src --cov-fail-under=90. Cover handlers, services, Guards, and at least one happy-path + one error-path per route.
@pytest.mark.anyio for new Litestar async tests — keep pytest-asyncio only when a project already uses it explicitly, and never mix auto modes.AsyncTestClient / TestClient as a context manager — without async with / with, plugin lifespans (Vite, SAQ, SQLAlchemy) do not run cleanly and Litestar emits a DeprecationWarning for implicit startup (removed in 3.0).AsyncTestClient over TestClient for new tests — the async client matches Litestar's runtime model.session_config to the client when using get_session_data / set_session_data — omitting session_config raises ImproperlyConfiguredException.websocket_connect on AsyncTestClient, then enter WebSocketTestSession with sync with — with await async_client.websocket_connect("/ws") as ws:; WebSocketTestSession methods (send_json, receive_json, etc.) are synchronous.pytest-databases for real DB testing — never mock SQLAlchemy / sqlspec internals; assertions on mocked queries don't catch real bugs.HX-Request: true — handlers that branch on request.htmx need both branches covered.backend="memory" / InMemoryBackend — see ../litestar-email/SKILL.md.Before delivering Litestar tests, verify:
anyio_backend fixture returns "asyncio"@pytest.mark.anyio (no mixed AnyIO / pytest-asyncio auto modes)AsyncTestClient / create_async_test_client is wrapped in async with (lifespan fires)session_config is passed to the test client whenever get_session_data / set_session_data is calledAsyncTestClient use with await client.websocket_connect(...) as ws:Provide or Dishka Provider, not patchedpytest-databases fixturesRequestFactoryHX-Request: true--cov-fail-under) is set in CITask: Test an account creation endpoint that hits Postgres, sends a welcome email via SAQ, and is guarded by an auth check.
# conftest.py
from collections.abc import AsyncGenerator
from unittest.mock import AsyncMock, Mock
import pytest
from litestar import Litestar
from litestar.di import Provide
from litestar.testing import AsyncTestClient
pytest_plugins = ["pytest_databases.docker.postgres"]
@pytest.fixture
def anyio_backend() -> str:
return "asyncio"
@pytest.fixture
async def app(postgres_service) -> tuple[Litestar, AsyncMock]:
from app import create_app
from app.config import Settings
fake_queue = AsyncMock()
fake_task_queues = Mock()
fake_task_queues.get.return_value = fake_queue
async def provide_fake_task_queues() -> Mock:
return fake_task_queues
settings = Settings(
database_url=(
f"postgresql+asyncpg://{postgres_service.user}:{postgres_service.password}"
f"@{postgres_service.host}:{postgres_service.port}/{postgres_service.database}"
),
)
return (
create_app(
settings=settings,
dependencies={
"task_queues": Provide(provide_fake_task_queues),
},
),
fake_queue,
)
@pytest.fixture
async def async_client(
app: tuple[Litestar, AsyncMock],
) -> AsyncGenerator[tuple[AsyncTestClient, AsyncMock], None]:
test_app, fake_queue = app
async with AsyncTestClient(app=test_app) as client:
yield client, fake_queue
# tests/test_accounts.py
import pytest
@pytest.mark.anyio
async def test_create_account_persists_and_queues_email(async_client):
client, fake_queue = async_client
resp = await client.post(
"/api/accounts",
json={"email": "alice@example.com", "name": "Alice"},
)
assert resp.status_code == 201
body = resp.json()
assert body["email"] == "alice@example.com"
fake_queue.enqueue.assert_awaited_once()
args, kwargs = fake_queue.enqueue.await_args
assert args[0] == "send_welcome_email"
assert kwargs["email"] == "alice@example.com"
@pytest.mark.anyio
@pytest.mark.parametrize(
"payload, expected_status",
[
({"email": "valid@example.com", "name": "Valid"}, 201),
({"email": "", "name": "Valid"}, 400),
({"email": "valid@example.com", "name": ""}, 400),
],
)
async def test_create_account_validation(async_client, payload, expected_status):
client, _ = async_client
resp = await client.post("/api/accounts", json=payload)
assert resp.status_code == expected_status
</example>
create_async_test_client, session/WebSocket/RequestFactory/subprocess helpers, and common pitfalls.backend="memory" and InMemoryBackend for email tests.まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Auto-activate for advanced_alchemy, alembic/, SQLAlchemyAsyncRepositoryService, SQLAlchemyAsyncConfig, repository_type, service_class, filters, or storage. Not for raw SQLAlchemy — use sqlspec.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for Litestar, Controller, Router, @get/@post, FromPath, MsgspecDTO, OpenAPIConfig, Provide, FromDishka, Guard, ASGIMiddleware, HTTPException, ChannelsPlugin, or WebSocket. Not for standalone libs.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for Google ADK, LlmAgent, Runner, SQLSpecSessionService, google-genai, AgentRuntime, SpecTree, DynamicWorkflow, FunctionTool, or SSE agent chats. Not for offline ML training.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for litestar_autowire, AutowirePlugin, AutowireConfig, domain_packages, AutowireIntegration, AutowireLoader, or clear_autowire_cache. Not for manual Router composition — use explicit routes.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for uv build, hatch build, PyApp, PYAPP_*, wheel assets, GitHub release matrices, cargo-zigbuild, or python-build-standalone. Not for runtime deployment.
日本語の概要は準備中です。原文の説明を表示しています。
Auto-activate for Dockerfile, compose, Railway, Cloud Run, GKE, systemd, Kubernetes, Terraform, deploy scripts, or granian/litestar run at runtime. Not for packaging artifacts.
日本語の概要は準備中です。原文の説明を表示しています。