# How to integrate Gorgias MCP with LangChain ```json { "title": "How to integrate Gorgias MCP with LangChain", "toolkit": "Gorgias", "toolkit_slug": "gorgias", "framework": "LangChain", "framework_slug": "langchain", "url": "https://composio.dev/toolkits/gorgias/framework/langchain", "markdown_url": "https://composio.dev/toolkits/gorgias/framework/langchain.md", "updated_at": "2026-05-12T10:14:12.993Z" } ``` ## Introduction This guide walks you through connecting Gorgias to LangChain using the Composio tool router. By the end, you'll have a working Gorgias agent that can create a new support ticket for a customer, add urgent tag to today's open tickets, delete a team that's no longer active through natural language commands. This guide will help you understand how to give your LangChain agent real control over a Gorgias account through Composio's Gorgias MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved. ## Also integrate Gorgias with - [OpenAI Agents SDK](https://composio.dev/toolkits/gorgias/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/gorgias/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/gorgias/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/gorgias/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/gorgias/framework/codex) - [OpenClaw](https://composio.dev/toolkits/gorgias/framework/openclaw) - [Hermes](https://composio.dev/toolkits/gorgias/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/gorgias/framework/cli) - [Google ADK](https://composio.dev/toolkits/gorgias/framework/google-adk) - [Vercel AI SDK](https://composio.dev/toolkits/gorgias/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/gorgias/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/gorgias/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/gorgias/framework/crew-ai) ## TL;DR Here's what you'll learn: - Get and set up your OpenAI and Composio API keys - Connect your Gorgias project to Composio - Create a Tool Router MCP session for Gorgias - Initialize an MCP client and retrieve Gorgias tools - Build a LangChain agent that can interact with Gorgias - 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 Gorgias MCP server, and what's possible with it? The Gorgias MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Gorgias account. It provides structured and secure access to your helpdesk workspace, so your agent can perform actions like managing tickets, creating customers, tagging conversations, and organizing support teams on your behalf. - Automated ticket management: Instantly create, update, or delete support tickets to streamline customer interactions and resolve issues faster. - Customer profile control: Add new customers, update their details, or remove outdated accounts directly from your helpdesk—no manual entry required. - Tagging and ticket organization: Effortlessly assign or remove tags on tickets so your support requests stay organized by priority, topic, or workflow. - Team management: Create or delete support teams, letting your agent help restructure teams as your business grows or shifts focus. - Bulk customer actions: Perform batch operations like deleting multiple customers or specific field values, making mass updates and data hygiene a breeze. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `GORGIAS_ADD_TICKET_TAGS` | Add Ticket Tags | Adds tags to a ticket in Gorgias. | | `GORGIAS_CREATE_ACCOUNT_SETTING` | Create Account Setting | Creates a new account setting in Gorgias. | | `GORGIAS_CREATE_CUSTOMER` | Create Customer | Creates a new customer in Gorgias. | | `GORGIAS_CREATE_TEAM` | Create Team | Creates a new team in Gorgias. | | `GORGIAS_CREATE_TICKET` | Create Ticket | Creates a new ticket in Gorgias. | | `GORGIAS_DELETE_CUSTOMER` | Delete Customer | Deletes a specific customer from Gorgias. | | `GORGIAS_DELETE_CUSTOMER_FIELD_VALUE` | Delete Customer Field Value | Deletes a specific field value for a customer in Gorgias. | | `GORGIAS_DELETE_CUSTOMERS` | Delete Customers | Deletes multiple customers from Gorgias. | | `GORGIAS_DELETE_TEAM` | Delete Team | Deletes a specific team from Gorgias. | | `GORGIAS_DELETE_TICKET` | Delete Ticket | Deletes a specific ticket from Gorgias. | | `GORGIAS_DELETE_TICKET_FIELD_VALUE` | Delete Ticket Field Value | Deletes a specific field value for a ticket in Gorgias. | | `GORGIAS_GET_ACCOUNT` | Get Account | Retrieves your Gorgias account information. | | `GORGIAS_GET_CUSTOMER` | Get Customer | Retrieves a specific customer from Gorgias. | | `GORGIAS_GET_EVENT` | Get Event | Retrieves a specific event from Gorgias. | | `GORGIAS_GET_TEAM` | Get Team | Retrieves a specific team from Gorgias. | | `GORGIAS_GET_TICKET` | Get Ticket | Retrieves a specific ticket from Gorgias. | | `GORGIAS_LIST_ACCOUNT_SETTINGS` | List Account Settings | Lists all account settings in Gorgias. | | `GORGIAS_LIST_CUSTOMER_FIELD_VALUES` | List Customer Field Values | Lists all field values for a customer in Gorgias. | | `GORGIAS_LIST_CUSTOMERS` | List Customers | Lists customers in Gorgias with various filtering options. | | `GORGIAS_LIST_EVENTS` | List Events | Lists events in Gorgias with various filtering options. | | `GORGIAS_LIST_TEAMS` | List Teams | Lists teams in Gorgias. | | `GORGIAS_LIST_TICKET_FIELD_VALUES` | List Ticket Field Values | Lists all field values for a ticket in Gorgias. | | `GORGIAS_LIST_TICKETS` | List Tickets | Lists tickets in Gorgias with various filtering options. | | `GORGIAS_LIST_TICKET_TAGS` | List Ticket Tags | Lists all tags for a ticket in Gorgias. | | `GORGIAS_MERGE_CUSTOMERS` | Merge Customers | Merges two customers in Gorgias, combining their data and history. | | `GORGIAS_REMOVE_TICKET_TAGS` | Remove Ticket Tags | Removes tags from a ticket in Gorgias. | | `GORGIAS_SET_CUSTOMER_DATA` | Set Customer Data | Sets the complete data object for a customer in Gorgias. | | `GORGIAS_SET_TICKET_TAGS` | Set Ticket Tags | Sets the complete list of tags for a ticket in Gorgias. | | `GORGIAS_UPDATE_ACCOUNT_SETTING` | Update Account Setting | Updates an existing account setting in Gorgias. | | `GORGIAS_UPDATE_CUSTOMER` | Update Customer | Updates an existing customer in Gorgias. | | `GORGIAS_UPDATE_TEAM` | Update Team | Updates an existing team in Gorgias. | | `GORGIAS_UPDATE_TICKET` | Update Ticket | Updates an existing ticket in Gorgias. | ## Supported Triggers None listed. ## Creating MCP Server - Stand-alone vs Composio SDK The Gorgias MCP server is an implementation of the Model Context Protocol that connects your AI agent to Gorgias. It provides structured and secure access so your agent can perform Gorgias 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 Gorgias 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 Gorgias 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 Gorgias tools as needed ```python # Create Tool Router session for Gorgias session = composio.create( user_id=os.getenv("COMPOSIO_USER_ID"), toolkits=['gorgias'] ) url = session.mcp.url ``` ```typescript const session = await composio.create( userId as string, { toolkits: ['gorgias'] } ); const url = session.mcp.url; ``` ### 7. Configure the agent with the MCP URL No description provided. ```python client = MultiServerMCPClient({ "gorgias-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({ "gorgias-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 Gorgias 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 Gorgias 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=['gorgias'] ) url = session.mcp.url client = MultiServerMCPClient({ "gorgias-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 Gorgias 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: ['gorgias'] } ); const url = session.mcp.url; const client = new MultiServerMCPClient({ "gorgias-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 Gorgias 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 Gorgias 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 Gorgias MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/gorgias/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/gorgias/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/gorgias/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/gorgias/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/gorgias/framework/codex) - [OpenClaw](https://composio.dev/toolkits/gorgias/framework/openclaw) - [Hermes](https://composio.dev/toolkits/gorgias/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/gorgias/framework/cli) - [Google ADK](https://composio.dev/toolkits/gorgias/framework/google-adk) - [Vercel AI SDK](https://composio.dev/toolkits/gorgias/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/gorgias/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/gorgias/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/gorgias/framework/crew-ai) ## Related Toolkits - [Aeroleads](https://composio.dev/toolkits/aeroleads) - Aeroleads is a B2B lead generation platform for finding business emails and phone numbers. Grow your sales pipeline faster with powerful prospecting tools. - [Autobound](https://composio.dev/toolkits/autobound) - Autobound is an AI-powered sales engagement platform that crafts hyper-personalized outreach and insights. It helps sales teams boost response rates and close more deals through tailored content and recommendations. - [Better proposals](https://composio.dev/toolkits/better_proposals) - Better Proposals is a web-based tool for crafting and sending professional proposals. It helps teams impress clients and close deals faster with slick, easy-to-use templates. - [Bidsketch](https://composio.dev/toolkits/bidsketch) - Bidsketch is a proposal software that helps businesses create professional proposals quickly and efficiently. It streamlines the proposal process, saving time while boosting client win rates. - [Bolna](https://composio.dev/toolkits/bolna) - Bolna is an AI platform for building conversational voice agents. It helps businesses automate support and streamline interactions through natural, voice-powered conversations. - [Botsonic](https://composio.dev/toolkits/botsonic) - Botsonic is a no-code AI chatbot builder for easily creating and deploying chatbots to your website. It empowers businesses to offer conversational experiences without writing code. - [Botstar](https://composio.dev/toolkits/botstar) - BotStar is a comprehensive chatbot platform for designing, developing, and training chatbots visually on Messenger and websites. It helps businesses automate conversations and customer interactions without coding. - [Callerapi](https://composio.dev/toolkits/callerapi) - CallerAPI is a white-label caller identification platform for branded caller ID and fraud prevention. It helps businesses boost customer trust while stopping spam, fraud, and robocalls. - [Callingly](https://composio.dev/toolkits/callingly) - Callingly is a lead response management platform that automates immediate call and text follow-ups with new leads. It helps sales teams boost response speed and close more deals by connecting seamlessly with CRMs and lead sources. - [Callpage](https://composio.dev/toolkits/callpage) - Callpage is a lead capture platform that lets businesses instantly connect with website visitors via callback. It boosts lead generation and increases your sales conversion rates. - [Clearout](https://composio.dev/toolkits/clearout) - Clearout is an AI-powered service for verifying, finding, and enriching email addresses. It boosts deliverability and helps you discover high-quality leads effortlessly. - [Clientary](https://composio.dev/toolkits/clientary) - Clientary is a platform for managing clients, invoices, projects, proposals, and more. It streamlines client work and saves you serious admin time. - [Convolo ai](https://composio.dev/toolkits/convolo_ai) - Convolo ai is an AI-powered communications platform for sales teams. It accelerates lead response and improves conversion rates by automating calls and integrating workflows. - [Delighted](https://composio.dev/toolkits/delighted) - Delighted is a customer feedback platform based on the Net Promoter System®. It helps you quickly gather, track, and act on customer sentiment. - [Docsbot ai](https://composio.dev/toolkits/docsbot_ai) - Docsbot ai is a platform that lets you build custom AI chatbots trained on your documentation. It automates customer support and content generation, saving time and improving response quality. - [Emelia](https://composio.dev/toolkits/emelia) - Emelia is an all-in-one B2B prospecting platform for cold-email, LinkedIn outreach, and prospect research. It streamlines outbound campaigns so you can find, engage, and warm up leads faster. - [Findymail](https://composio.dev/toolkits/findymail) - Findymail is a B2B data provider offering verified email and phone contacts for sales prospecting. Enhance outreach with automated exports, email verification, and CRM enrichment. - [Freshdesk](https://composio.dev/toolkits/freshdesk) - Freshdesk is customer support software with ticketing and automation tools. It helps teams streamline helpdesk operations for faster, better customer support. - [Fullenrich](https://composio.dev/toolkits/fullenrich) - FullEnrich is a B2B contact enrichment platform that aggregates emails and phone numbers from 15+ data vendors. Instantly find and verify lead contact data to boost your outreach. - [Gatherup](https://composio.dev/toolkits/gatherup) - GatherUp is a customer feedback and online review management platform. It helps businesses boost their reputation by streamlining how they collect and manage customer feedback. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Gorgias MCP? With a standalone Gorgias MCP server, the agents and LLMs can only access a fixed set of Gorgias tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Gorgias 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 Gorgias tools. ### Can I manage the permissions and scopes for Gorgias while using Tool Router? Yes, absolutely. You can configure which Gorgias 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 Gorgias data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)