How to integrate Griptape MCP with LangChain

This guide walks you through connecting Griptape to LangChain using the Composio tool router. By the end, you'll have a working Griptape agent that can create a new assistant named 'dochelper', list all assistants available in your workspace, start a run for assistant 'codegenpro' with input data through natural language commands. This guide will help you understand how to give your LangChain agent real control over a Griptape account through Composio's Griptape MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Griptape is a platform for building, deploying, and scaling generative AI apps and workflows. It streamlines AI orchestration and lets teams move from prototype to production fast.

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Introduction

This guide walks you through connecting Griptape to LangChain using the Composio tool router. By the end, you'll have a working Griptape agent that can create a new assistant named 'dochelper', list all assistants available in your workspace, start a run for assistant 'codegenpro' with input data through natural language commands.

This guide will help you understand how to give your LangChain agent real control over a Griptape account through Composio's Griptape MCP server.

Before we dive in, let's take a quick look at the key ideas and tools involved.

Also integrate Griptape with

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TL;DR

Here's what you'll learn:
  • Get and set up your OpenAI and Composio API keys
  • Connect your Griptape project to Composio
  • Create a Tool Router MCP session for Griptape
  • Initialize an MCP client and retrieve Griptape tools
  • Build a LangChain agent that can interact with Griptape
  • Set up an interactive chat interface for testing

What is LangChain?

LangChain is a framework for developing applications powered by language models. It provides tools and abstractions for building agents that can reason, use tools, and maintain conversation context.

Key features include:

  • Agent Framework: Build agents that can use tools and make decisions
  • MCP Integration: Connect to external services through Model Context Protocol adapters
  • Memory Management: Maintain conversation history across interactions
  • Multi-Provider Support: Works with OpenAI, Anthropic, and other LLM providers

What is the Griptape MCP server, and what's possible with it?

The Griptape MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Griptape account. It provides structured and secure access to your Griptape platform, so your agent can create assistants, launch and monitor AI runs, retrieve logs, and analyze results automatically on your behalf.

  • Automated assistant creation and management: Easily direct your agent to create new assistants or list existing ones, making it simple to manage your AI resources in Griptape Cloud.
  • Launching and controlling assistant runs: Let your agent start new assistant runs, cancel ongoing executions, or fetch the status of any run for streamlined AI workflow management.
  • Real-time monitoring of assistant activities: Have your agent stream live run events, monitor progress, or retrieve detailed logs to keep tabs on every step of your generative AI processes.
  • Error handling and diagnostics: Ask your agent to fetch detailed error reports for failed runs, helping you troubleshoot and resolve issues quickly and efficiently.
  • Result retrieval and historical analysis: Automatically pull final outputs from completed runs and review historical execution data, empowering you to analyze and improve your generative AI pipelines over time.

What is the Composio tool router, and how does it fit here?

What is Composio SDK?

Composio's Composio SDK helps agents find the right tools for a task at runtime. You can plug in multiple toolkits (like Gmail, HubSpot, and GitHub), and the agent will identify the relevant app and action to complete multi-step workflows. This can reduce token usage and improve the reliability of tool calls. Read more here: Getting started with Composio SDK

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Composio SDK works

The Composio SDK follows a three-phase workflow:

  1. Discovery: Searches for tools matching your task and returns relevant toolkits with their details.
  2. Authentication: Checks for active connections. If missing, creates an auth config and returns a connection URL via Auth Link.
  3. Execution: Executes the action using the authenticated connection.

Step-by-step Guide

Step by step10 STEPS
1

Prerequisites

Before starting this tutorial, make sure you have:
  • Python 3.10 or higher installed on your system
  • A Composio account with an API key
  • An OpenAI API key
  • Basic familiarity with Python and async programming
2

Getting API Keys for OpenAI and Composio

OpenAI API Key
  • Go to the OpenAI dashboard and create an API key. You'll need credits to use the models, or you can connect to another model provider.
  • Keep the API key safe.
Composio API Key
  • Log in to the Composio dashboard.
  • Navigate to your API settings and generate a new API key.
  • Store this key securely as you'll need it for authentication.
3

Install dependencies

npm install @composio/langchain @langchain/core @langchain/openai @langchain/mcp-adapters dotenv

Install the required packages for LangChain with MCP support.

What's happening:

  • @composio/langchain provides Composio integration for LangChain
  • @langchain/mcp-adapters enables MCP client connections
  • @langchain/core is the core agent framework
  • dotenv/config loads environment variables
4

Set up environment variables

bash
COMPOSIO_API_KEY=your_composio_api_key_here
COMPOSIO_USER_ID=your_composio_user_id_here
OPENAI_API_KEY=your_openai_api_key_here

Create a .env file in your project root.

What's happening:

  • COMPOSIO_API_KEY authenticates your requests to Composio's API
  • COMPOSIO_USER_ID identifies the user for session management
  • OPENAI_API_KEY enables access to OpenAI's language models
5

Import dependencies

import { Composio } from '@composio/core';
import { LangchainProvider } from '@composio/langchain';
import { MultiServerMCPClient } from "@langchain/mcp-adapters";
import { createAgent } from "langchain";
import * as readline from 'readline';
import 'dotenv/config';

dotenv.config();
What's happening:
  • We're importing LangChain's MCP adapter and Composio SDK
  • The dotenv/config import loads environment variables from your .env file
  • This setup prepares the foundation for connecting LangChain with Griptape functionality through MCP
6

Initialize Composio client

const composioApiKey = process.env.COMPOSIO_API_KEY;
const userId = process.env.COMPOSIO_USER_ID;

if (!composioApiKey) throw new Error('COMPOSIO_API_KEY is not set');
if (!userId) throw new Error('COMPOSIO_USER_ID is not set');

async function main() {
    const composio = new Composio({
        apiKey: composioApiKey as string,
        provider: new LangchainProvider()
    });
What's happening:
  • We're loading the COMPOSIO_API_KEY from environment variables and validating it exists
  • Creating a Composio instance that will manage our connection to Griptape tools
  • Validating that COMPOSIO_USER_ID is also set before proceeding
7

Create a Tool Router session

const session = await composio.create(
    userId as string,
    {
        toolkits: ['griptape']
    }
);

const url = session.mcp.url;
What's happening:
  • We're creating a Tool Router session that gives your agent access to Griptape tools
  • The create method takes the user ID and specifies which toolkits should be available
  • The returned session.mcp.url is the MCP server URL that your agent will use
  • This approach allows the agent to dynamically load and use Griptape tools as needed
8

Configure the agent with the MCP URL

const client = new MultiServerMCPClient({
    "griptape-agent": {
        transport: "http",
        url: url,
        headers: {
            "x-api-key": process.env.COMPOSIO_API_KEY
        }
    }
});

const tools = await client.getTools();

const agent = createAgent({ model: "gpt-5", tools });
What's happening:
  • We're creating a MultiServerMCPClient that connects to our Griptape MCP server via HTTP
  • The client is configured with a name and the URL from our Tool Router session
  • getTools() retrieves all available Griptape tools that the agent can use
  • We're creating a LangChain agent using the GPT-5 model
9

Set up interactive chat interface

let conversationHistory: any[] = [];

console.log("Chat started! Type 'exit' or 'quit' to end the conversation.\n");
console.log("Ask any Griptape related question or task to the agent.\n");

const rl = readline.createInterface({
    input: process.stdin,
    output: process.stdout,
    prompt: 'You: '
});

rl.prompt();

rl.on('line', async (userInput: string) => {
    const trimmedInput = userInput.trim();

    if (['exit', 'quit', 'bye'].includes(trimmedInput.toLowerCase())) {
        console.log("\nGoodbye!");
        rl.close();
        process.exit(0);
    }

    if (!trimmedInput) {
        rl.prompt();
        return;
    }

    conversationHistory.push({ role: "user", content: trimmedInput });
    console.log("\nAgent is thinking...\n");

    const response = await agent.invoke({ messages: conversationHistory });
    conversationHistory = response.messages;

    const finalResponse = response.messages[response.messages.length - 1]?.content;
    console.log(`Agent: ${finalResponse}\n`);
        
        rl.prompt();
    });

    rl.on('close', () => {
        console.log('\n👋 Session ended.');
        process.exit(0);
    });
What's happening:
  • We initialize an empty conversationHistory list to maintain context across interactions
  • A readline interface is used to continuously accept user input from the command line
  • When a user types a message, it's added to the conversation history and sent to the agent
  • The agent processes the request using the invoke() method with the full conversation history
  • Users can type 'exit', 'quit', or 'bye' to end the chat session gracefully
10

Run the application

main().catch((err) => {
    console.error('Fatal error:', err);
    process.exit(1);
});
What's happening:
  • We call the main() function to start the application

Complete Code

Here's the complete code to get you started with Griptape and LangChain:

import { Composio } from '@composio/core';
import { LangchainProvider } from '@composio/langchain';
import { MultiServerMCPClient } from "@langchain/mcp-adapters";  
import { createAgent } from "langchain";
import * as readline from 'readline';
import 'dotenv/config';

const composioApiKey = process.env.COMPOSIO_API_KEY;
const userId = process.env.COMPOSIO_USER_ID;

if (!composioApiKey) throw new Error('COMPOSIO_API_KEY is not set');
if (!userId) throw new Error('COMPOSIO_USER_ID is not set');

async function main() {
    const composio = new Composio({
        apiKey: composioApiKey as string,
        provider: new LangchainProvider()
    });

    const session = await composio.create(
        userId as string,
        {
            toolkits: ['griptape']
        }
    );

    const url = session.mcp.url;
    
    const client = new MultiServerMCPClient({
        "griptape-agent": {
            transport: "http",
            url: url,
            headers: {
                "x-api-key": process.env.COMPOSIO_API_KEY
            }
        }
    });
    
    const tools = await client.getTools();
  
    const agent = createAgent({ model: "gpt-5", tools });
    
    let conversationHistory: any[] = [];
    
    console.log("Chat started! Type 'exit' or 'quit' to end the conversation.\n");
    console.log("Ask any Griptape related question or task to the agent.\n");
    
    const rl = readline.createInterface({
        input: process.stdin,
        output: process.stdout,
        prompt: 'You: '
    });

    rl.prompt();

    rl.on('line', async (userInput: string) => {
        const trimmedInput = userInput.trim();
        
        if (['exit', 'quit', 'bye'].includes(trimmedInput.toLowerCase())) {
            console.log("\nGoodbye!");
            rl.close();
            process.exit(0);
        }
        
        if (!trimmedInput) {
            rl.prompt();
            return;
        }
        
        conversationHistory.push({ role: "user", content: trimmedInput });
        console.log("\nAgent is thinking...\n");
        
        const response = await agent.invoke({ messages: conversationHistory });
        conversationHistory = response.messages;
        
        const finalResponse = response.messages[response.messages.length - 1]?.content;
        console.log(`Agent: ${finalResponse}\n`);
        
        rl.prompt();
    });

    rl.on('close', () => {
        console.log('\nSession ended.');
        process.exit(0);
    });
}

main().catch((err) => {
    console.error('Fatal error:', err);
    process.exit(1);
});

Conclusion

You've successfully built a LangChain agent that can interact with Griptape through Composio's Tool Router.

Key features of this implementation:

  • Dynamic tool loading through Composio's Tool Router
  • Conversation history maintenance for context-aware responses
  • Async Python provides clean, efficient execution of agent workflows
You can extend this further by adding error handling, implementing specific business logic, or integrating additional Composio toolkits to create multi-app workflows.
TOOLS

Supported Tools

Every Griptape action and event your agent gets out of the box.

Assistant Creation

Tool to create a new assistant.

List Assistants

Tool to list all assistants.

Cancel Assistant Run

Tool to cancel an ongoing assistant run.

Assistant Run Creation

Creates a new assistant run to execute a conversation turn with a Griptape Cloud assistant.

Get Assistant Run Error Details

Tool to fetch detailed error information for a specific assistant run.

List Assistant Runs

Tool to list all runs for a given assistant.

Assistant Run Logs Retrieval

Retrieve the complete execution logs for an assistant run in Griptape Cloud.

Retrieve Assistant Run

Tool to retrieve an assistant run's status and details.

Retry Assistant Run

Tool to attempt retrying a failed assistant run.

Cancel Data Job

Tool to cancel a running or queued data job.

Create Bucket

Tool to create a new bucket in Griptape Cloud.

Create Bucket Asset

Tool to create a new asset in a Griptape Cloud bucket.

Create Data Connector

Tool to create a new data connector in Griptape Cloud.

Create Data Connector Job

Tool to create a data job for a data connector in Griptape Cloud.

Create Export Job

Tool to create a new export job in Griptape Cloud.

Create Function

Tool to create a new function in Griptape Cloud.

Create Function Deployment

Tool to create a new deployment for a function from a code source.

Create Import Job

Tool to create a new import job in Griptape Cloud.

Create Integration

Tool to create a new integration in Griptape Cloud.

Create Knowledge Base

Tool to create a new knowledge base in Griptape Cloud.

Create Knowledge Base Job

Tool to create a knowledge base job for ingesting data into a knowledge base.

Create Library

Tool to create a new library in Griptape Cloud.

Create Model Configuration

Tool to create a new model configuration in Griptape Cloud.

Create Model Auth Config

Tool to create a model authentication configuration in Griptape Cloud.

Create Organization API Key

Tool to create a new API key for a specific organization.

Create Retriever

Tool to create a new retriever in Griptape Cloud.

Create Rule

Tool to create a new rule in Griptape Cloud.

Create Secret

Tool to create a new secret in Griptape Cloud.

Create Structure

Tool to create a new structure in Griptape Cloud.

Create Structure Deployment

Tool to create a new deployment for a structure.

Create Thread

Tool to create a new thread in Griptape Cloud.

Create Thread Message

Tool to create a new message in a specific thread.

Create Tool Deployment

Create a new deployment for a tool from a GitHub repository.

Delete API Key

Tool to delete an API key by ID.

Delete Assistant

Tool to delete an assistant by ID.

Delete Bucket

Tool to delete a bucket by ID.

Delete Bucket Asset

Tool to delete a specific asset from a Griptape Cloud bucket.

Delete Data Connector

Tool to delete a data connector.

Delete Function

Tool to delete a function from Griptape Cloud.

Delete Integration

Tool to delete an integration by ID.

Delete Knowledge Base

Tool to delete a Knowledge Base from Griptape Cloud.

Delete Library

Tool to delete a library from Griptape Cloud.

Delete Message

Tool to delete a message by its ID.

Delete Model Configuration

Tool to delete a model configuration from Griptape Cloud.

Delete Model Auth Config

Tool to delete a model auth config by ID.

Delete Rule

Tool to delete a rule by its ID.

Delete Ruleset

Tool to permanently delete a ruleset from Griptape Cloud by its ID.

Delete Secret

Tool to delete a secret from Griptape Cloud.

Delete Structure

Tool to delete a structure from Griptape Cloud.

Delete Thread

Tool to delete a thread by its ID.

Delete Tool

Tool to delete a tool from Griptape Cloud.

Get API Key

Tool to retrieve an API key's details.

Get Assistant

Tool to retrieve a specific assistant's details by ID.

Get Billing Management URL

Tool to retrieve the billing management portal URL.

Get Bucket

Tool to retrieve a bucket's details by its ID.

Get Bucket Asset

Tool to retrieve a specific asset from a Griptape Cloud bucket.

Get Bucket Asset URL

Tool to generate a signed URL for accessing or uploading bucket assets.

Get Configuration

Tool to retrieve Griptape Cloud configuration.

Get Credits Balance

Tool to retrieve the current credits balance.

Get Data Connector

Tool to retrieve a data connector's configuration and details from Griptape Cloud.

Get Data Job

Tool to retrieve a data job's status and details by its ID.

Get Export Job

Tool to retrieve an export job by ID.

Get Function

Tool to retrieve a function's details.

Get Import Job

Tool to retrieve an import job's status and details.

Get Integration

Tool to retrieve a specific integration's details by ID.

Get Knowledge Base

Tool to retrieve a knowledge base's configuration and details from Griptape Cloud.

Get Knowledge Base Job

Tool to retrieve a knowledge base job's status and details by its ID.

Get Knowledge Base Search

Tool to retrieve details of a specific knowledge base search by its ID.

Get Library

Tool to retrieve a specific library's details by ID.

Get Message

Tool to retrieve a specific message's details by ID.

Get Model Configuration

Tool to retrieve a model configuration's details by its ID.

Get Model Auth Config

Tool to retrieve a model auth config by ID.

Get Organization

Tool to retrieve an organization's details by its ID.

Get Retriever

Tool to retrieve a retriever's details by its ID.

Get Retriever Component

Tool to retrieve a retriever component's details by its ID.

Get Rule

Tool to retrieve a specific rule's details by ID.

Get Ruleset

Tool to retrieve a specific ruleset's details by ID.

Get Ruleset by Alias

Retrieve a ruleset from Griptape Cloud by its unique alias identifier.

Get Secret

Tool to retrieve a secret's details from Griptape Cloud.

Get Structure

Tool to retrieve a structure's configuration and details from Griptape Cloud.

Get Structures Dashboard

Tool to retrieve dashboard metrics for structures.

Get Thread

Tool to retrieve a specific thread's details by ID.

Get Tool

Tool to retrieve a specific tool's details by ID.

Get Usage

Tool to retrieve current usage statistics.

Get User

Tool to retrieve a user's details by their ID.

List Assistant Run Events

Tool to list events for an assistant run with pagination support.

List Bucket Assets

Tool to list assets in a bucket.

List Buckets

Tool to list all buckets in Griptape Cloud.

List Connections

Tool to list all connections.

List Data Connectors

Tool to list all data connectors.

List Embedding Drivers

Tool to list available embedding drivers.

List Export Jobs

Tool to list export jobs from Griptape Cloud.

List Function Deployments

Tool to list all deployments for a specific function.

List Functions

Tool to list all functions with optional pagination.

List Import Jobs

Tool to list import jobs in Griptape Cloud.

List Integrations

Tool to list all integrations.

List Knowledge Base Jobs

Tool to list knowledge base jobs for a specific knowledge base.

List Knowledge Base Queries

Tool to list all queries made to a specific Griptape Cloud knowledge base.

List Knowledge Bases

Tool to list all knowledge bases.

List Knowledge Base Searches

Tool to list all searches performed on a specific knowledge base.

List Libraries

Tool to list all libraries in Griptape Cloud.

List Model Auth Configs

Tool to list all model authentication configurations with optional pagination.

List Models

Tool to list all models in Griptape Cloud.

List Organization API Keys

Tool to list all API keys in a specific organization.

List Organizations

Tool to list all organizations in Griptape Cloud.

List Retriever Components

Tool to list all retriever components in Griptape Cloud.

List Retrievers

Tool to list all retrievers in Griptape Cloud.

List Rules

Tool to list all rules in Griptape Cloud with optional pagination and filtering.

List Secrets

Tool to list all secrets in Griptape Cloud.

List Structure Deployments

Tool to list all deployments for a specific structure.

List Structure Runs

Tool to list all runs for a specific structure with optional pagination and status filtering.

List Structures

Tool to list all structures in Griptape Cloud.

List Thread Messages

Tool to list all messages in a specific thread.

List Threads

Tool to list all threads.

List Tool Deployments

Tool to list all deployments for a specific tool.

List Tool Runs

Tool to list all runs for a specific tool with optional pagination and status filtering.

List Users

Tool to list all users in Griptape Cloud.

Query knowledge base

Performs semantic search against a Griptape Cloud knowledge base using natural language.

Query Retriever

Tool to query a retriever in Griptape Cloud with a natural-language query.

Ruleset Creation

Creates a new ruleset in Griptape Cloud.

Search Knowledge Base

Searches a Griptape Cloud Knowledge Base with a natural-language query and returns a synthesized answer.

Create Tool

Create a new tool resource in Griptape Cloud.

Get Tool Deployment Status

Tool to retrieve status of a specific tool deployment.

List Tools

Tool to list all tools.

Update Assistant

Tool to update an existing assistant's configuration.

Update Bucket

Tool to update a bucket's properties by its ID.

Update Data Connector

Tool to update a data connector's configuration in Griptape Cloud.

Update Function

Tool to update an existing function's configuration.

Update Integration

Tool to update an existing integration's configuration.

Update Knowledge Base

Tool to update a knowledge base's configuration in Griptape Cloud.

Update Library

Tool to update an existing library's configuration in Griptape Cloud.

Update Message

Tool to update a message's input, output, and metadata by its ID.

Update Model Configuration

Tool to update a model configuration's properties by its ID.

Update Model Auth Config

Tool to update an existing model auth config's properties.

Update Organization

Tool to update an organization's properties by its ID.

Update Retriever

Tool to update an existing retriever's configuration in Griptape Cloud.

Update Retriever Component

Tool to update a retriever component's configuration by its ID.

Update Rule

Tool to update an existing rule's configuration.

Update Ruleset

Tool to update an existing ruleset's configuration.

Update Secret

Tool to update a secret's properties by its ID.

Update Structure

Tool to update an existing structure's configuration.

Update Thread

Tool to update an existing thread's configuration.

Update Tool

Tool to update an existing tool's configuration.

FRAMEWORKS

How to build Griptape MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Griptape MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Griptape MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Griptape MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Griptape MCP with Claude Cowork

Codex logo

Codex

Use Griptape MCP with Codex

OpenClaw logo

OpenClaw

Use Griptape MCP with OpenClaw

Hermes logo

Hermes

Use Griptape MCP with Hermes

CLI logo

CLI

Use Griptape MCP with CLI

Google ADK logo

Google ADK

Use Griptape MCP with Google ADK

Vercel AI SDK logo

Vercel AI SDK

Use Griptape MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Griptape MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Griptape MCP with LlamaIndex

CrewAI logo

CrewAI

Use Griptape MCP with CrewAI

FAQ

Frequently asked questions

With a standalone Griptape MCP server, the agents and LLMs can only access a fixed set of Griptape tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Griptape and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. LangChain fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Griptape tools.

Yes, absolutely. You can configure which Griptape scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Griptape data and credentials are handled as safely as possible.

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