실제 예시 보기
작성자 예시
Author diagram: chained calls with a gate
Original documentation illustration of calls linked by a gate. It explains a workflow pattern; it is not a product interface, an executed trace or a measured quality result.
라이선스
Complete source PNG converted losslessly to WebP without crop or resize.
MIT License
Copyright (c) 2025 LangChain
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
작성자 예시
Author diagram: parallel calls and aggregation
Original documentation illustration of parallel calls joined by an aggregator. The image shows structure; no independent timing or reliability comparison is implied.
라이선스
Complete source PNG converted losslessly to WebP without crop or resize.
MIT License
Copyright (c) 2025 LangChain
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
작성자 예시
Source example: pause and resume an approval
Complete Python source routes an in-memory approval to proceed or cancel, then resumes the same thread. The Transfer $500 string is dummy action text: no payment is implemented. Requires compatible LangGraph; production needs durable persistence. Source assertions/prints are not site-run results.
입력 예시
# :snippet-start: langgraph-interrupts-approval-py
from typing import Literal, Optional, TypedDict
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.graph import END, START, StateGraph
from langgraph.types import Command, interrupt
class ApprovalState(TypedDict):
action_details: str
status: Optional[Literal["pending", "approved", "rejected"]]
def approval_node(state: ApprovalState) -> Command[Literal["proceed", "cancel"]]:
# Expose details so the caller can render them in a UI
decision = interrupt(
{
"question": "Approve this action?",
"details": state["action_details"],
}
)
# Route to the appropriate node after resume
return Command(goto="proceed" if decision else "cancel")
def proceed_node(state: ApprovalState):
return {"status": "approved"}
def cancel_node(state: ApprovalState):
return {"status": "rejected"}
builder = StateGraph(ApprovalState)
builder.add_node("approval", approval_node)
builder.add_node("proceed", proceed_node)
builder.add_node("cancel", cancel_node)
builder.add_edge(START, "approval")
builder.add_edge("proceed", END)
builder.add_edge("cancel", END)
# Use a more durable checkpointer in production
checkpointer = InMemorySaver()
graph = builder.compile(checkpointer=checkpointer)
config = {"configurable": {"thread_id": "approval-123"}}
initial = graph.stream_events(
{"action_details": "Transfer $500", "status": "pending"},
config=config,
version="v3",
)
_ = initial.output # drive the stream to completion
print(initial.interrupts) # -> (Interrupt(value={'question': ..., 'details': ...}),)
# Resume with the decision; True routes to proceed, False to cancel
resumed = graph.stream_events(Command(resume=True), config=config, version="v3")
print(resumed.output["status"])
# :snippet-end:
# :remove-start:
if __name__ == "__main__":
assert resumed.output["status"] == "approved"
print("✓ langgraph-interrupts-approval")
# :remove-end:
라이선스
Complete original source file/block(s) unchanged. Outer README fence omitted for copying; grouped complete files keep their own language fences. Editorial title/prerequisites added. Nothing executed.
MIT License
Copyright (c) 2025 LangChain
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
작성자 예시
Source example: tool state and run context
Complete Python source passes a user ID in graph state and an organization ID in per-run context to a ToolNode. Uses an authored tool-call message and sample identifiers, without a model or real user lookup. Requires LangChain/LangGraph; the included assertions are unexecuted.
입력 예시
# :snippet-start: workflows-agents-tool-runtime-state-context-py
from dataclasses import dataclass
from langchain.messages import AIMessage
from langchain.tools import ToolRuntime, tool
from langgraph.graph import MessagesState, START, StateGraph
from langgraph.prebuilt import ToolNode
class State(MessagesState):
user_id: str
@dataclass
class Context:
organization_id: str
@tool
def get_user_info(runtime: ToolRuntime[Context, State]) -> str:
"""Look up user information."""
# Read the current graph state passed to the ToolNode.
user_id = runtime.state["user_id"]
# Read explicit per-run values that are not part of graph state.
organization_id = runtime.context.organization_id
return f"User {user_id} in organization {organization_id}"
builder = StateGraph(State, context_schema=Context)
builder.add_node("tools", ToolNode([get_user_info]))
builder.add_edge(START, "tools")
graph = builder.compile()
result = graph.invoke(
{
"messages": [
AIMessage(
content="",
tool_calls=[
{
"name": "get_user_info",
"args": {},
"id": "call_user_info",
}
],
)
],
"user_id": "user_123",
},
context=Context(organization_id="org_456"),
)
# :snippet-end:
# :remove-start:
if __name__ == "__main__":
expected = "User user_123 in organization org_456"
contents = [str(getattr(message, "content", "")) for message in result["messages"]]
assert any(expected in content for content in contents), contents
print("✓ workflows-agents tool runtime state/context sample completed")
# :remove-end:
라이선스
Complete original source file/block(s) unchanged. Outer README fence omitted for copying; grouped complete files keep their own language fences. Editorial title/prerequisites added. Nothing executed.
MIT License
Copyright (c) 2025 LangChain
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
제품 소개
LangChain is the agent framework: abstractions and integrations for models, tools, and agent loops.
출처 원문 · EN출처에 기재된 기능
LangGraph의 주요 기능
- 01Compose deterministic and model-driven steps
- 02Persist and resume execution state
- 03Pause workflows for human input
차별점
차별점
It provides lower-level orchestration primitives rather than a prebuilt conversational assistant. LangChain integrations are optional; developers define the state, transitions and tools their workflow requires.
출처 원문 · EN추천 대상
추천 대상
- Developers building stateful agent workflows
- Teams needing resumable execution and human checkpoints
선택하기 전에
확인할 사항
- 실제 작업 하나를 시험하고 결과가 요구 사항에 맞는지 비교합니다.
- 어떤 데이터가 저장·공유되거나 학습에 사용되는지 확인합니다.
- 공식 사이트에서 현재 가격, 사용 한도, 해지 조건을 확인합니다.
마지막 확인
공식 링크는 2026년 11월 9일에 확인했습니다. 기능 주장은 독립적으로 테스트하지 않았습니다.
