# How to integrate Formdesk MCP with LangChain

```json
{
  "title": "How to integrate Formdesk MCP with LangChain",
  "toolkit": "Formdesk",
  "toolkit_slug": "formdesk",
  "framework": "LangChain",
  "framework_slug": "langchain",
  "url": "https://composio.dev/toolkits/formdesk/framework/langchain",
  "markdown_url": "https://composio.dev/toolkits/formdesk/framework/langchain.md",
  "updated_at": "2026-05-06T08:12:25.753Z"
}
```

## Introduction

This guide walks you through connecting Formdesk to LangChain using the Composio tool router. By the end, you'll have a working Formdesk agent that can add a new field to your registration form, submit a new entry to feedback form 12345, delete the email field from survey form 67890 through natural language commands.
This guide will help you understand how to give your LangChain agent real control over a Formdesk account through Composio's Formdesk MCP server.
Before we dive in, let's take a quick look at the key ideas and tools involved.

## Also integrate Formdesk with

- [OpenAI Agents SDK](https://composio.dev/toolkits/formdesk/framework/open-ai-agents-sdk)
- [Claude Agent SDK](https://composio.dev/toolkits/formdesk/framework/claude-agents-sdk)
- [Claude Code](https://composio.dev/toolkits/formdesk/framework/claude-code)
- [Claude Cowork](https://composio.dev/toolkits/formdesk/framework/claude-cowork)
- [Codex](https://composio.dev/toolkits/formdesk/framework/codex)
- [OpenClaw](https://composio.dev/toolkits/formdesk/framework/openclaw)
- [Hermes](https://composio.dev/toolkits/formdesk/framework/hermes-agent)
- [CLI](https://composio.dev/toolkits/formdesk/framework/cli)
- [Google ADK](https://composio.dev/toolkits/formdesk/framework/google-adk)
- [Vercel AI SDK](https://composio.dev/toolkits/formdesk/framework/ai-sdk)
- [Mastra AI](https://composio.dev/toolkits/formdesk/framework/mastra-ai)
- [LlamaIndex](https://composio.dev/toolkits/formdesk/framework/llama-index)
- [CrewAI](https://composio.dev/toolkits/formdesk/framework/crew-ai)

## TL;DR

Here's what you'll learn:
- Get and set up your OpenAI and Composio API keys
- Connect your Formdesk project to Composio
- Create a Tool Router MCP session for Formdesk
- Initialize an MCP client and retrieve Formdesk tools
- Build a LangChain agent that can interact with Formdesk
- 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 Formdesk MCP server, and what's possible with it?

The Formdesk MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Formdesk account. It provides structured and secure access to your online forms, so your agent can perform actions like submitting entries, managing form fields, handling visitors, and retrieving detailed information on your behalf.
- Automated form entry submission: Let your agent instantly submit new responses to any of your Formdesk forms using collected or generated data.
- Dynamic form structure management: Easily create new fields or delete existing ones, allowing your agent to adapt forms as your requirements change.
- Detailed entry and field retrieval: Have your agent fetch comprehensive details about specific form entries or fields for auditing, review, or analysis.
- Visitor management automation: Add or remove visitors in your forms, streamlining registration and access workflows with AI assistance.
- Effortless form and data cleanup: Direct your agent to delete forms, entries, fields, or visitors, keeping your Formdesk workspace organized and up to date.

## Supported Tools

| Tool slug | Name | Description |
|---|---|---|
| `FORMDESK_AUTOMATIC_LOGIN` | Automatic Login | Tool to perform automatic login to Formdesk and retrieve an access token. Use when you need to authenticate with username and password. |
| `FORMDESK_CREATE_ENTRY` | Create Formdesk Entry | Tool to submit a new entry to a Formdesk form. Use after collecting all form field values to send a new entry for a specific formId. Example: "Submit entry to form 12345 with first_name='Bob', email='bob@example.com'." |
| `FORMDESK_CREATE_FIELD` | Create Field | Tool to create a new field in a specific Formdesk form. Use after you have the formId and need to extend the form schema with an additional input. |
| `FORMDESK_CREATE_VISITOR` | Create Visitor | Tool to add a new visitor to a specific Formdesk form. Use when you need to register a visitor's metadata (e.g., name, email) before submitting entries. |
| `FORMDESK_DELETE_ENTRY` | Delete Formdesk Entry | Tool to delete a specific entry from a Formdesk form. Use after confirming the target entry exists. |
| `FORMDESK_DELETE_FIELD` | Delete Field in Formdesk | Tool to delete a specific field in a Formdesk form. Use after confirming formId and fieldId. |
| `FORMDESK_DELETE_FORM` | Delete Form in Formdesk | Tool to delete a specific form. Use when you need to permanently remove a form after confirming it's no longer needed. |
| `FORMDESK_DELETE_VISITOR` | Delete Visitor in Formdesk | Tool to delete a specific visitor in a Formdesk form. Use after confirming formId and visitorId. |
| `FORMDESK_GET_ENTRY_DETAILS` | Get Entry Details | Tool to retrieve detailed information about a specific Formdesk entry. Use after confirming you have the form ID and entry ID. |
| `FORMDESK_GET_FIELD_DETAILS` | Get Field Details | Tool to retrieve detailed information about a specific field. Use after confirming the formId and fieldId to inspect the field’s properties. |
| `FORMDESK_GET_FORM_DETAILS` | Get Form Details | Tool to retrieve detailed information about a specific Formdesk form. Use when you have the formId. |
| `FORMDESK_GET_FORM_ENTRIES` | Get Form Entries | Tool to retrieve all entries for a specified Formdesk form. Use when you need to list submissions for a form by its ID. |
| `FORMDESK_GET_FORM_FIELDS` | Get Form Fields | Tool to retrieve all fields of a specific form. Use after obtaining the formId to inspect its field definitions. |
| `FORMDESK_GET_FORM_LIST` | Get Form List | Tool to retrieve a list of all forms available in the account. Use after obtaining a valid bearer token. |
| `FORMDESK_GET_FORM_VISITORS` | Get Form Visitors | Tool to retrieve all visitors for a specified Formdesk form. Use when you need to list visitors by form ID. |
| `FORMDESK_GET_VISITOR_DETAILS` | Get Visitor Details | Tool to retrieve detailed information about a specific Formdesk visitor. Use after confirming you have the form ID and visitor ID. |
| `FORMDESK_KVK_HANDELSREGISTER_LOOKUP` | KVK Handelsregister Lookup | Tool to lookup company details from the Dutch KVK Handelsregister. Use when auto-filling company address fields. |
| `FORMDESK_MANAGE_VISITOR_ENTRIES` | Manage Visitor Entries | Tool to list or retrieve a visitor's own form entries. Use after authenticating visitor. |
| `FORMDESK_MULTIPLE_PAGES_FORM` | Create Multi-Page Form | Tool to create a multi-page Formdesk form. Use when you need forms split into multiple pages for better user experience. |
| `FORMDESK_PREPOPULATE_FIELDS` | Prepopulate Formdesk Fields | Tool to prepopulate form fields. Use when loading default, parameter-based, lookup, import, or webservice-provided values before displaying a form. |
| `FORMDESK_UPDATE_FIELD` | Update Field | Tool to update an existing field definition on a Formdesk form. Use when you need to modify field properties like label or validation rules. |
| `FORMDESK_UPDATE_FORM` | Update Form | Tool to update an existing form. Use when you need to modify form metadata after fetching current details. |
| `FORMDESK_UPDATE_VISITOR` | Update Visitor | Tool to update an existing visitor for a given form. Use when you have the formId and visitorId and need to modify visitor details. Only include fields you want to change. |
| `FORMDESK_WEBHOOK_INTEGRATION` | Webhook Integration | Tool to send form submission data to external webhooks. Use after retrieving entry details to push data to a custom endpoint. |

## Supported Triggers

None listed.

## Creating MCP Server - Stand-alone vs Composio SDK

The Formdesk MCP server is an implementation of the Model Context Protocol that connects your AI agent to Formdesk. It provides structured and secure access so your agent can perform Formdesk operations on your behalf through a secure, permission-based interface.
With Composio's managed implementation, you don't have to create your own developer app. For production, if you're building an end product, we recommend using your own credentials. The managed server helps you prototype fast and go from 0-1 faster.

## Step-by-step Guide

### 1. Prerequisites

No description provided.

### 1. Getting API Keys for OpenAI and Composio

OpenAI API Key
- Go to the [OpenAI dashboard](https://platform.openai.com/settings/organization/api-keys) 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](https://dashboard.composio.dev?utm_source=toolkits&utm_medium=framework_docs).
- Navigate to your API settings and generate a new API key.
- Store this key securely as you'll need it for authentication.

### 2. Install dependencies

No description provided.
```python
pip install composio-langchain langchain-mcp-adapters langchain python-dotenv
```

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

### 3. Set up environment variables

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
```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
```

### 4. Import dependencies

No description provided.
```python
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain.agents import create_agent
from dotenv import load_dotenv
from composio import Composio
import asyncio
import os

load_dotenv()
```

```typescript
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();
```

### 5. Initialize Composio client

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 Formdesk tools
- Validating that COMPOSIO_USER_ID is also set before proceeding
```python
async def main():
    composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY"))

    if not os.getenv("COMPOSIO_API_KEY"):
        raise ValueError("COMPOSIO_API_KEY is not set")
    if not os.getenv("COMPOSIO_USER_ID"):
        raise ValueError("COMPOSIO_USER_ID is not set")
```

```typescript
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()
    });
```

### 6. Create a Tool Router session

What's happening:
- We're creating a Tool Router session that gives your agent access to Formdesk 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 Formdesk tools as needed
```python
# Create Tool Router session for Formdesk
session = composio.create(
    user_id=os.getenv("COMPOSIO_USER_ID"),
    toolkits=['formdesk']
)

url = session.mcp.url
```

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

const url = session.mcp.url;
```

### 7. Configure the agent with the MCP URL

No description provided.
```python
client = MultiServerMCPClient({
    "formdesk-agent": {
        "transport": "streamable_http",
        "url": session.mcp.url,
        "headers": {
            "x-api-key": os.getenv("COMPOSIO_API_KEY")
        }
    }
})

tools = await client.get_tools()

agent = create_agent("gpt-5", tools)
```

```typescript
const client = new MultiServerMCPClient({
    "formdesk-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 });
```

### 8. Set up interactive chat interface

No description provided.
```python
conversation_history = []

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

while True:
    user_input = input("You: ").strip()

    if user_input.lower() in ['exit', 'quit', 'bye']:
        print("\nGoodbye!")
        break

    if not user_input:
        continue

    conversation_history.append({"role": "user", "content": user_input})
    print("\nAgent is thinking...\n")

    response = await agent.ainvoke({"messages": conversation_history})
    conversation_history = response['messages']
    final_response = response['messages'][-1].content
    print(f"Agent: {final_response}\n")
```

```typescript
let conversationHistory: any[] = [];

console.log("Chat started! Type 'exit' or 'quit' to end the conversation.\n");
console.log("Ask any Formdesk 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);
    });
```

### 9. Run the application

No description provided.
```python
if __name__ == "__main__":
    asyncio.run(main())
```

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

## Complete Code

```python
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain.agents import create_agent
from dotenv import load_dotenv
from composio import Composio
import asyncio
import os

load_dotenv()

async def main():
    composio = Composio(api_key=os.getenv("COMPOSIO_API_KEY"))
    
    if not os.getenv("COMPOSIO_API_KEY"):
        raise ValueError("COMPOSIO_API_KEY is not set")
    if not os.getenv("COMPOSIO_USER_ID"):
        raise ValueError("COMPOSIO_USER_ID is not set")
    
    session = composio.create(
        user_id=os.getenv("COMPOSIO_USER_ID"),
        toolkits=['formdesk']
    )

    url = session.mcp.url
    
    client = MultiServerMCPClient({
        "formdesk-agent": {
            "transport": "streamable_http",
            "url": url,
            "headers": {
                "x-api-key": os.getenv("COMPOSIO_API_KEY")
            }
        }
    })
    
    tools = await client.get_tools()
  
    agent = create_agent("gpt-5", tools)
    
    conversation_history = []
    
    print("Chat started! Type 'exit' or 'quit' to end the conversation.\n")
    print("Ask any Formdesk related question or task to the agent.\n")
    
    while True:
        user_input = input("You: ").strip()
        
        if user_input.lower() in ['exit', 'quit', 'bye']:
            print("\nGoodbye!")
            break
        
        if not user_input:
            continue
        
        conversation_history.append({"role": "user", "content": user_input})
        print("\nAgent is thinking...\n")
        
        response = await agent.ainvoke({"messages": conversation_history})
        conversation_history = response['messages']
        final_response = response['messages'][-1].content
        print(f"Agent: {final_response}\n")

if __name__ == "__main__":
    asyncio.run(main())
```

```typescript
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: ['formdesk']
        }
    );

    const url = session.mcp.url;
    
    const client = new MultiServerMCPClient({
        "formdesk-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 Formdesk 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 Formdesk 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.

## How to build Formdesk MCP Agent with another framework

- [OpenAI Agents SDK](https://composio.dev/toolkits/formdesk/framework/open-ai-agents-sdk)
- [Claude Agent SDK](https://composio.dev/toolkits/formdesk/framework/claude-agents-sdk)
- [Claude Code](https://composio.dev/toolkits/formdesk/framework/claude-code)
- [Claude Cowork](https://composio.dev/toolkits/formdesk/framework/claude-cowork)
- [Codex](https://composio.dev/toolkits/formdesk/framework/codex)
- [OpenClaw](https://composio.dev/toolkits/formdesk/framework/openclaw)
- [Hermes](https://composio.dev/toolkits/formdesk/framework/hermes-agent)
- [CLI](https://composio.dev/toolkits/formdesk/framework/cli)
- [Google ADK](https://composio.dev/toolkits/formdesk/framework/google-adk)
- [Vercel AI SDK](https://composio.dev/toolkits/formdesk/framework/ai-sdk)
- [Mastra AI](https://composio.dev/toolkits/formdesk/framework/mastra-ai)
- [LlamaIndex](https://composio.dev/toolkits/formdesk/framework/llama-index)
- [CrewAI](https://composio.dev/toolkits/formdesk/framework/crew-ai)

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## Frequently Asked Questions

### What are the differences in Tool Router MCP and Formdesk MCP?

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

### Can I use Tool Router MCP with LangChain?

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 Formdesk tools.

### Can I manage the permissions and scopes for Formdesk while using Tool Router?

Yes, absolutely. You can configure which Formdesk 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.

### How safe is my data with Composio Tool Router?

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 Formdesk data and credentials are handled as safely as possible.

---
[See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)