LangChain vs. LangGraph Comparison


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About LangChain is a powerful, composable framework designed for building, running, and managing applications powered by large language models (LLMs). It offers an array of tools for creating context-aware, reasoning applications, allowing businesses to leverage their own data and APIs to enhance functionality. LangChain’s suite includes LangGraph for orchestrating agent-driven workflows, and LangSmith for agent observability and performance management. Whether you're building prototypes or scaling full applications, LangChain offers the flexibility and tools needed to optimize the LLM lifecycle, with seamless integrations and fault-tolerant scalability.	About Gain precision and control with LangGraph to build agents that reliably handle complex tasks. Build and scale agentic applications with LangGraph Platform. LangGraph's flexible framework supports diverse control flows – single agent, multi-agent, hierarchical, sequential – and robustly handles realistic, complex scenarios. Ensure reliability with easy-to-add moderation and quality loops that prevent agents from veering off course. Use LangGraph Platform to templatize your cognitive architecture so that tools, prompts, and models are easily configurable with LangGraph Platform Assistants. With built-in statefulness, LangGraph agents seamlessly collaborate with humans by writing drafts for review and awaiting approval before acting. Easily inspect the agent’s actions and "time-travel" to roll back and take a different action to correct course.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers searching for a framework for developing applications powered by language models	Audience AI developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Open source Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Pros & Cons from Real Users Pros As an AI developer, I’ve worked with a wide range of frameworks and libraries, but LangChain has truly impressed me. It’s an incredibly powerful tool for building language models, providing an extensive set of functionalities that allow me to seamlessly integrate different components into my projects. One of the standout features of LangChain is its ease of use and flexibility. Whether you’re working on text generation, document search, or chain-based workflows, the framework’s modularity lets you combine various tools with minimal effort. The pros of LangChain are clear. First, its integration with numerous external APIs and services is top-notch, allowing me to connect language models with external data sources or even automate workflows. The documentation is well-organized and easy to follow, even for newcomers, and the active community provides plenty of resources for troubleshooting and learning. Additionally, LangChain's support for advanced use cases like memory management, multi-step chains, and prompt customization is invaluable for developing sophisticated AI applications. Cons The learning curve is steep, but once you get the hang of it, the framework becomes significantly more intuitive. Also, while LangChain offers a lot of versatility, it sometimes requires more fine-tuning to get optimal performance with specific models or use cases.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information LangChain Founded: 2022 United States www.langchain.com	Company Information LangChain Founded: 2022 United States www.langchain.com/langgraph
Alternatives Gemini Enterprise Agent Platform Google	Alternatives LM-Kit.NET LM-Kit
LM-Kit.NET LM-Kit	kama.ai
StackAI	AG-UI
PromptLayer	LangChain
LangSmith LangChain View All	Agno View All
Categories Agentic Process Automation Supported AI Agent Frameworks Supported AI Agent Infrastructure Supported AI Agent Observability Supported AI Automation Supported AI Development Supported AI Orchestration Supported AI SDKs Supported Context Engineering Supported Development Frameworks Supported Prompt Engineering Supported Prompt Management Supported	Categories Agentic AI Supported AI Agent Builders Supported AI Agent Frameworks Supported AI Agents Supported Context Engineering Supported

Integrations Agent Control Supported Apify Supported Arize AI Supported Databricks Supported E2B Supported Ejentum Supported LangSmith Supported Liona Supported Mem0 Supported OpenUI Supported Oxylabs Supported Python Supported Arize Phoenix Supported Baz Supported Dial Supported Diffbot Supported FriendliAI Supported GuardionAI Supported TheDevStarter Supported mantle AI Supported Show More Integrations View All 157 Integrations	Integrations Agent Control Supported Apify Supported Arize AI Supported Databricks Supported E2B Supported Ejentum Supported LangSmith Supported Liona Supported Mem0 Supported OpenUI Supported Oxylabs Supported Python Supported Arize Phoenix Not Supported Baz Not Supported Dial Not Supported Diffbot Not Supported FriendliAI Not Supported GuardionAI Not Supported TheDevStarter Not Supported mantle AI Not Supported Show More Integrations View All 32 Integrations
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