Launching soon — get early access:
LangGraph

LangGraph

Open Source(MIT)
AI-Native
Most customizable

Agent orchestration framework for reliable AI agents

SOC 2
GDPR
HIPAA
EU AI Act: Limited
Public status page
+16
Autonomous
Last updated: Aug 28, 2026
Open Source
Visit Site40.1k
More
langchain.com

Quick Answer

AI

LangGraph is an open-source Python library for building reliable and stateful AI agents using a graph-based approach, offering low-level control over execution. It enables dynamic routing and explicit state management for complex multi-step workflows. Best for developers and engineering teams building production-grade autonomous agents that require deterministic control and advanced debugging. Free and open source, with paid cloud services available through LangSmith.

About LangGraphAI

LangGraph is an open-source library for building robust and stateful AI agents using a graph-based approach, offering fine-grained control over agent logic. It enables developers to define complex, multi-step agent workflows with explicit state management and dynamic routing. LangGraph is part of the LangChain ecosystem, providing a powerful framework for production-grade autonomous agents.

AI-extracted from public sources. May contain errors. Methodology · Report an error
What Makes LangGraph UniqueAI

LangGraph provides a graph-based approach to agent orchestration, allowing developers to define explicit state transitions and dynamic routing for complex, multi-step agent workflows, offering more control than traditional sequential chains.

Decision Intelligence

Best For

AI
Developers building production-grade AI agents requiring deterministic control over execution flow
Engineering teams orchestrating complex, multi-step agent workflows with explicit state management
Researchers and developers experimenting with advanced agent architectures and dynamic planning
Teams needing to debug and monitor agent runs with detailed step-by-step tracing
Enterprises deploying stateful agents in cloud, BYOC, or self-hosted environments

Consider Alternatives If

AI
Non-technical users looking for a no-code agent builder
Simple, single-turn conversational agents that do not require complex state management
Users who prefer visual drag-and-drop interfaces for workflow design
Pricing Overview

Type

Open Source

Starting Price

$0/mo

Free Trial

No

Credit Card

Not Required

Free Plan

Yes

Dimension Scores

· 6.8 avg

How good it is, across universal quality axes

Ease of Use4/10
Output Quality8/10
Value for Money7/10
Customization10/10
Support9/10
Integration1/10
Accuracy & Reliability8/10
Compliance & Data Protection6/10
Performance5/10
Task Completion8/10
Tool Use Correctness8/10
Planning Quality8/10
AI-analyzed from product data·Medium confidenceHow we score

Task Scores

· 7.9 avg

What it can do, on category-specific tasks

Workflow Orchestration9/10
State Management9/10
Observability9/10
Role Definition8/10
Agent Coordination8/10
Tool Use Delegation8/10
Task Decomposition7/10
Inter Agent Communication7/10
Error Recovery7/10
Scalability Throughput7/10

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Capabilities
Agent
Automation
Code
Memory
Observability
RAG
Search
ProsAI
  • +Offers fine-grained control over agent execution flow with a graph-based approach
  • +Enables building stateful agents that maintain memory and context across multiple turns
  • +Provides robust debugging capabilities with step-by-step tracing of agent runs
  • +Supports deployment in various environments including cloud, BYOC, and self-hosted
  • +Integrates seamlessly with the broader LangChain ecosystem for enhanced capabilities
LimitationsAI
  • -Requires coding knowledge, primarily Python, making it less accessible for non-developers
  • -Steeper learning curve compared to simpler agent frameworks due to its low-level control and graph concepts
  • -No visual builder or low-code interface for designing agent graphs
  • -Requires external setup for memory persistence and tool integration beyond the core framework
  • -Debugging complex graphs can still be challenging despite tracing features
Integrations & Connections
1 connection
Fit Score

Complexity

Advanced

Company Size

Small
Medium
Enterprise

Team Size

Small Team
Large Team

Skill Level

Expert
Features
Graph-based agent orchestration
Explicit state management
Dynamic routing for agent workflows
Low-level control over agent logic
Integration with LangChain ecosystem
Support for any LLM provider
Production agent deployment
Debugging with step-by-step tracing
Technical Capabilities
SDK Available
MCP Compatible
Multi-Agent (unknown)
Human-in-Loop
Can Use Tools (unknown)
Team Features
Webhook Support
Has Demo
Function Calling
Sandbox Mode
Audit Logs
No Signup
Works Offline
Requires Host App
Framework
MCP Server
Digital Employee

Deployment

Self Hosted
IDE Plugins
A2A Protocol:
MCP
Authentication
Single Sign-On
SAML
SCIM
Okta
Microsoft Entra ID
OAuth
Developer Access
API
Public
Webhooks→ Docs
Sandbox
Public
HITL mode:
Approve
Compliance, Privacy & Trust
GDPR (as claimed): Yes
SOC 2 (as claimed): Yes
Type II
HIPAA (as claimed): Yes
Trains on user data: No
Data retention: Until Deleted
Model isolation: Shared
Human review:
Recommended

Compliance audit trail

1 event
  1. Subprocessors

    Added OpenAI, Anthropic, Fireworks, Baseten, Pylon, and Stripe as subprocessors.

    3mo ago · 2026-05-12 · source

Tech Specs
Response time (est.):
Moderate
MCP Servers:
Filesystem
Git

The Model(s) Behind It

Model details — extracted from public vendor sources by our pipeline (Smart Generator + A3 cross-referencing) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

Training Data Provenance
Not disclosed
Relevant to EU AI Act Art. 53 / Annex XI (GPAI)
Supported Tools
Web Browser
Code Interpreter
Terminal
File System
Web Search
Free
Free

    Pricing verified from the vendor pricing page.

    Looking for more LangGraph alternatives?

    Explore our complete list of alternatives with filters for free, cheaper, and higher-rated options.

    View All Alternatives

    User Reviews

    No reviews yet. Be the first to review!

    Who It's For
    3 roles
    Software DevelopersData ScientistsComputer and Information Research Scientists
    Platform, Content & Languages
    2 content types
    1 languages
    CodeTextEnglish+6 more

    Output Languages

    English

    Content Types

    Code
    Text

    Accepts

    Code
    Text
    API

    Produces

    Code
    Text
    API
    Languages: English

    Frequently Asked Questions

    Video

    Trust Score

    90/100

    Excellent

    Based on 14 data signals

    Confidence: Medium

    Reflects publicly available data, not an independent audit

    Compliance & Verified28/38
    GDPRYes
    SOC 2Yes
    HIPAAYes
    EU AI ActYes
    Human ReviewYes
    Human-in-the-loopYes
    HITL TypeYes
    Operational35/35
    Status PageYes
    Data ResidencyUS, EU
    Market Proof10/10
    Notable CustomersKlarna, Vanta, Rippling
    Company17/17
    Company ListedYes
    Team Size201-500
    User Base100K-1M
    FundingSeries B
    Health

    Not yet checked

    AI-Assisted Data

    Some details are AI-generated estimates — verify with the vendor.

    AI-generated estimate: Best For, Description, Limitations, Not Good For, Pros, Quick Answer, What Makes Unique

    How we source data

    AI Governance & Regulatory Disclosures

    Legally-sensitive fields — extracted from public vendor sources by our pipeline (Smart Generator + A3 cross-referencing) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

    EU AI Act Risk Tier
    Limited (Article 50 transparency)
    EU AI Act Article 50 Disclosure
    Not declared
    COPPA Compliance (US under-13)
    Not declared
    Subprocessor List (GDPR Art. 28)
    https://trust.langchain.com/subprocessors

    Switching & Migration

    Migration Difficulty
    Significant Effort
    Data portable as:
    CSV
    JSON
    JSONL

    Email

    Quick Stats
    Agent TypeAutonomous
    MemoryLong Term
    PlanningAdvanced
    PlatformsWeb, API, CLI
    User Base100K-1M
    Launched2024
    Setup TimeMINUTES
    Company & Links

    Company Name

    LangChain

    Founded

    2022

    Based in

    United States

    Last major update

    Aug 2026

    Funding

    Series B · $260M

    DocumentationChangelog