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langgraph

langchain-ai/langgraph

Low-level orchestration framework for building stateful agents

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

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42k stars7.1k forksLast push Sep 18, 2026 Python MIT

Decision brief

LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents, offering durable execution, human-in-the-loop oversight, and comprehensive memory management.

Good fit when

  • When you need to build agents that can persist through failures and resume from where they left off, ensuring durable execution.
  • If your project requires seamless human oversight, allowing for inspection and modification of agent state at any point during execution.

Avoid when

  • If you are looking for a higher-level package that simplifies the process of building agents with planning and subagent capabilities, consider Deep Agents instead.
  • For projects that do not require long-running, stateful workflows, LangGraph's features may be overkill and a simpler framework might be more appropriate.

Observed Sep 18, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of Sep 18, 2026
Provenance
Not a fork · Organization account
As of Sep 18, 2026
Security (OSV)
No lockfile
As of Sep 18, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Backing

Company context for LangChain. Display-only - separate from trust and ranking.

Company
LangChain·GitHub org profile·Jul 11, 2026
Funding
$25,000,000 (2024-02)·GraphCanon curated seed (public press)·Jul 11, 2026
Commercial model
Open core·GraphCanon curated seed·Jul 11, 2026

Install

pip install langgraph
PyPI

How it fits your stack(13)

Typed graph edges - alternatives, integrations, successors, and dependencies. Ranked by relationship type, not raw GitHub stars.

Integrates

Relationship graph

Optional deeper exploration of typed edges and category neighbours.

Similar tools

Same-category neighbours not already linked as typed edges.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

LangGraph is a framework for building, managing, and deploying long-running, stateful agents. It supports durable execution, human-in-the-loop oversight, and comprehensive memory management.

Capability facts

Languages
python

Source: github.language · Sep 18, 2026

Categories

Graph entities

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

LangChain integrationLangChain

Source: README excerpt (regex_v1, Sep 18, 2026)

<a href="https://www.langchain.com/langgraph">
Source link
LangGraph integrationLangGraph

Source: README excerpt (regex_v1, Sep 18, 2026)

<a href="https://www.langchain.com/langgraph">
Source link
Python runtimePython

Source: README excerpt (regex_v1, Sep 18, 2026)

quickly build agents, check out **[Deep Agents](https://docs.langchain.com/oss/python/deepagents/overview)** — a higher-level package built on LangGraph for agents t
Source link

Tags

README

<div align="center" <a href="https://www.langchain.com/langgraph" <picture <source media="(prefers color scheme: dark)" srcset=".github/images/logo dark.svg" <source media="(prefers color scheme: light)" srcset=".github/images/logo light.svg" <img alt="LangGraph Logo" src=".githu...

For agents

This page has a .md twin and JSON over the API.

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