Chat models

Chat models are language models that use a sequence of messages as inputs and return messages as outputs (as opposed to using plain text). These are generally newer models.

info

If you'd like to write your own chat model, see this how-to. If you'd like to contribute an integration, see Contributing integrations.

Pick your chat model:

Groq

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/groq 

yarn

yarn add @langchain/groq 

pnpm

pnpm add @langchain/groq 

Add environment variables

GROQ_API_KEY=your-api-key

Instantiate the model

import { ChatGroq } from "@langchain/groq";

const model = new ChatGroq({
  model: "llama-3.3-70b-versatile",
  temperature: 0
});

OpenAI

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/openai 

yarn

yarn add @langchain/openai 

pnpm

pnpm add @langchain/openai 

Add environment variables

OPENAI_API_KEY=your-api-key

Instantiate the model

import { ChatOpenAI } from "@langchain/openai";

const model = new ChatOpenAI({ model: "gpt-4o-mini" });

Anthropic

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/anthropic 

yarn

yarn add @langchain/anthropic 

pnpm

pnpm add @langchain/anthropic 

Add environment variables

ANTHROPIC_API_KEY=your-api-key

Instantiate the model

import { ChatAnthropic } from "@langchain/anthropic";

const model = new ChatAnthropic({
  model: "claude-3-5-sonnet-20240620",
  temperature: 0
});

Google Gemini

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/google-genai 

yarn

yarn add @langchain/google-genai 

pnpm

pnpm add @langchain/google-genai 

Add environment variables

GOOGLE_API_KEY=your-api-key

Instantiate the model

import { ChatGoogleGenerativeAI } from "@langchain/google-genai";

const model = new ChatGoogleGenerativeAI({
  model: "gemini-2.0-flash",
  temperature: 0
});

FireworksAI

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/community 

yarn

yarn add @langchain/community 

pnpm

pnpm add @langchain/community 

Add environment variables

FIREWORKS_API_KEY=your-api-key

Instantiate the model

import { ChatFireworks } from "@langchain/community/chat_models/fireworks";

const model = new ChatFireworks({
  model: "accounts/fireworks/models/llama-v3p1-70b-instruct",
  temperature: 0
});

MistralAI

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/mistralai 

yarn

yarn add @langchain/mistralai 

pnpm

pnpm add @langchain/mistralai 

Add environment variables

MISTRAL_API_KEY=your-api-key

Instantiate the model

import { ChatMistralAI } from "@langchain/mistralai";

const model = new ChatMistralAI({
  model: "mistral-large-latest",
  temperature: 0
});

VertexAI

Install dependencies

tip

See this section for general instructions on installing integration packages.

npm

npm i @langchain/google-vertexai 

yarn

yarn add @langchain/google-vertexai 

pnpm

pnpm add @langchain/google-vertexai 

Add environment variables

GOOGLE_APPLICATION_CREDENTIALS=credentials.json

Instantiate the model

import { ChatVertexAI } from "@langchain/google-vertexai";

const model = new ChatVertexAI({
  model: "gemini-1.5-flash",
  temperature: 0
});

await model.invoke("Hello, world!")

Featured providers

Model	Stream	JSON mode	Tool Calling	withStructuredOutput()	Multimodal
BedrockChat	✅	❌	🟡 (Bedrock Anthropic only)	🟡 (Bedrock Anthropic only)	🟡 (Bedrock Anthropic only)
ChatBedrockConverse	✅	❌	✅	✅	✅
ChatAnthropic	✅	❌	✅	✅	✅
ChatCloudflareWorkersAI	✅	❌	❌	❌	❌
ChatCohere	✅	❌	✅	✅	✅
ChatFireworks	✅	✅	✅	✅	✅
ChatGoogleGenerativeAI	✅	❌	✅	✅	✅
ChatVertexAI	✅	❌	✅	✅	✅
ChatGroq	✅	✅	✅	✅	✅
ChatMistralAI	✅	✅	✅	✅	✅
ChatOllama	✅	✅	✅	✅	✅
ChatOpenAI	✅	✅	✅	✅	✅
ChatTogetherAI	✅	✅	✅	✅	✅
ChatXAI	✅	✅	✅	✅	❌

All chat models

Name	Description
Alibaba Tongyi	LangChain.js supports the Alibaba qwen family of models.
Anthropic	Anthropic is an AI safety and research
Arcjet Redact	The Arcjet redact integration allows you to redact
Azure OpenAI	Azure OpenAI is a Microsoft Azure service that provides powerful
Baidu Qianfan	Setup
Amazon Bedrock	Amazon Bedrock is a fully managed
Amazon Bedrock Converse	[Amazon Bedrock
Cerebras	Cerebras is a model provider that serves open
Cloudflare Workers AI	Workers AI allows you
Cohere	Cohere is a Canadian startup that provides
Deep Infra	LangChain supports chat models hosted by Deep Infra through the ChatD...
DeepSeek	This will help you getting started with DeepSeek [chat
DeepSeek	This will help you getting started with DeepSeek [chat
Fake LLM	LangChain provides a fake LLM chat model for testing purposes. This a...
Fireworks	Fireworks AI is an AI inference platform to run
Friendli	Friendli enhances AI application performance and optimizes cost savin...
Google GenAI	Google AI offers a number of different chat
Google Vertex AI	Google Vertex is a service that
Groq	Groq is a company that offers fast AI inference,
IBM watsonx.ai	This will help you getting started with IBM watsonx.ai [chat
Llama CPP	Only available on Node.js.
Minimax	Minimax is a Chinese startup that provides natural language processin...
MistralAI	Mistral AI is a platform that offers hosting for
Moonshot	LangChain.js supports the Moonshot AI family of models.
Novita AI	Delivers an affordable, reliable, and simple inference platform for
Ollama	Ollama allows you to run open-source large
OpenAI	OpenAI is an artificial
Perplexity	This guide will help you getting started with Perplexity [chat
Perplexity	This guide will help you getting started with Perplexity [chat
PremAI	Setup
Tencent Hunyuan	LangChain.js supports the Tencent Hunyuan family of models.
Together	Together AI offers an API to query [50+
WebLLM	Only available in web environments.
xAI	xAI is an artificial intelligence company that develops
YandexGPT	LangChain.js supports calling YandexGPT chat models.
ZhipuAI	LangChain.js supports the Zhipu AI family of models.