How to integrate Ramp MCP with Mastra AI

This guide walks you through connecting Ramp to Mastra AI using the Composio tool router. By the end, you'll have a working Ramp agent that can download last month's statement as pdf, list all transactions over $500 this week, get details of your virtual cards through natural language commands. This guide will help you understand how to give your Mastra AI agent real control over a Ramp account through Composio's Ramp MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Ramp is a finance automation platform for tracking business expenses and income. It helps you manage spending and gain actionable insights into your company's finances.

88 Tools

Introduction

This guide walks you through connecting Ramp to Mastra AI using the Composio tool router. By the end, you'll have a working Ramp agent that can download last month's statement as pdf, list all transactions over $500 this week, get details of your virtual cards through natural language commands.

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

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

Also integrate Ramp with

TL;DR

Here's what you'll learn:
  • Set up your environment so Mastra, OpenAI, and Composio work together
  • Create a Tool Router session in Composio that exposes Ramp tools
  • Connect Mastra's MCP client to the Composio generated MCP URL
  • Fetch Ramp tool definitions and attach them as a toolset
  • Build a Mastra agent that can reason, call tools, and return structured results
  • Run an interactive CLI where you can chat with your Ramp agent

What is Mastra AI?

Mastra AI is a TypeScript framework for building AI agents with tool support. It provides a clean API for creating agents that can use external services through MCP.

Key features include:

  • MCP Client: Built-in support for Model Context Protocol servers
  • Toolsets: Organize tools into logical groups
  • Step Callbacks: Monitor and debug agent execution
  • OpenAI Integration: Works with OpenAI models via @ai-sdk/openai

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

The Ramp MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Ramp account. It provides structured and secure access to your company's financial data, so your agent can fetch transactions, analyze card activity, generate statements, manage departments, and retrieve detailed expense information on your behalf.

  • Comprehensive transaction tracking: Instantly pull lists of all your business transactions or your own card activity, making it easy to monitor expenses and spot anomalies.
  • Card management and insights: Retrieve details about specific Ramp cards or see all cards assigned to you, including limits, status, and cardholder info for better financial oversight.
  • Automated statement generation: Ask your agent to generate and download account statements in multiple formats (PDF, CSV, JSON) for reporting or bookkeeping.
  • Department and organizational management: Create new departments or fetch detailed department profiles to help structure your expense tracking and categorize spending.
  • Detailed transaction analysis: Dive into specific transactions to get merchant information, receipts, dispute details, and accounting codes for audit and compliance purposes.

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 step09 STEPS
1

Prerequisites

Before starting, make sure you have:
  • Node.js 18 or higher
  • A Composio account with an active API key
  • An OpenAI API key
  • Basic familiarity with TypeScript
2

Getting API Keys for OpenAI and Composio

OpenAI API Key
  • Go to the OpenAI dashboard and create an API key.
  • You need credits or a connected billing setup to use the models.
  • Store the key somewhere safe.
Composio API Key
  • Log in to the Composio dashboard.
  • Go to Settings and copy your API key.
  • This key lets your Mastra agent talk to Composio and reach Ramp through MCP.
3

Install dependencies

bash
npm install @composio/core @mastra/core @mastra/mcp @ai-sdk/openai dotenv

Install the required packages.

What's happening:

  • @composio/core is the Composio SDK for creating MCP sessions
  • @mastra/core provides the Agent class
  • @mastra/mcp is Mastra's MCP client
  • @ai-sdk/openai is the model wrapper for OpenAI
  • dotenv loads environment variables from .env
4

Set up environment variables

bash
COMPOSIO_API_KEY=your_composio_api_key_here
COMPOSIO_USER_ID=your_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
  • COMPOSIO_USER_ID tells Composio which user this session belongs to
  • OPENAI_API_KEY lets the Mastra agent call OpenAI models
5

Import libraries and validate environment

typescript
import "dotenv/config";
import { openai } from "@ai-sdk/openai";
import { Agent } from "@mastra/core/agent";
import { MCPClient } from "@mastra/mcp";
import { Composio } from "@composio/core";
import * as readline from "readline";

import type { AiMessageType } from "@mastra/core/agent";

const openaiAPIKey = process.env.OPENAI_API_KEY;
const composioAPIKey = process.env.COMPOSIO_API_KEY;
const composioUserID = process.env.COMPOSIO_USER_ID;

if (!openaiAPIKey) throw new Error("OPENAI_API_KEY is not set");
if (!composioAPIKey) throw new Error("COMPOSIO_API_KEY is not set");
if (!composioUserID) throw new Error("COMPOSIO_USER_ID is not set");

const composio = new Composio({
  apiKey: composioAPIKey as string,
});
What's happening:
  • dotenv/config auto loads your .env so process.env.* is available
  • openai gives you a Mastra compatible model wrapper
  • Agent is the Mastra agent that will call tools and produce answers
  • MCPClient connects Mastra to your Composio MCP server
  • Composio is used to create a Tool Router session
6

Create a Tool Router session for Ramp

typescript
async function main() {
  const session = await composio.create(
    composioUserID as string,
    {
      toolkits: ["ramp"],
    },
  );

  const composioMCPUrl = session.mcp.url;
  console.log("Ramp MCP URL:", composioMCPUrl);
What's happening:
  • create spins up a short-lived MCP HTTP endpoint for this user
  • The toolkits array contains "ramp" for Ramp access
  • session.mcp.url is the MCP URL that Mastra's MCPClient will connect to
7

Configure Mastra MCP client and fetch tools

typescript
const mcpClient = new MCPClient({
    id: composioUserID as string,
    servers: {
      nasdaq: {
        url: new URL(composioMCPUrl),
        requestInit: {
          headers: session.mcp.headers,
        },
      },
    },
    timeout: 30_000,
  });

console.log("Fetching MCP tools from Composio...");
const composioTools = await mcpClient.getTools();
console.log("Number of tools:", Object.keys(composioTools).length);
What's happening:
  • MCPClient takes an id for this client and a list of MCP servers
  • The headers property includes the x-api-key for authentication
  • getTools fetches the tool definitions exposed by the Ramp toolkit
8

Create the Mastra agent

typescript
const agent = new Agent({
    name: "ramp-mastra-agent",
    instructions: "You are an AI agent with Ramp tools via Composio.",
    model: "openai/gpt-5",
  });
What's happening:
  • Agent is the core Mastra agent
  • name is just an identifier for logging and debugging
  • instructions guide the agent to use tools instead of only answering in natural language
  • model uses openai("gpt-5") to configure the underlying LLM
9

Set up interactive chat interface

typescript
let messages: AiMessageType[] = [];

console.log("Chat started! Type 'exit' or 'quit' to end.\n");

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

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;
  }

  messages.push({
    id: crypto.randomUUID(),
    role: "user",
    content: trimmedInput,
  });

  console.log("\nAgent is thinking...\n");

  try {
    const response = await agent.generate(messages, {
      toolsets: {
        ramp: composioTools,
      },
      maxSteps: 8,
    });

    const { text } = response;

    if (text && text.trim().length > 0) {
      console.log(`Agent: ${text}\n`);
        messages.push({
          id: crypto.randomUUID(),
          role: "assistant",
          content: text,
        });
      }
    } catch (error) {
      console.error("\nError:", error);
    }

    rl.prompt();
  });

  rl.on("close", async () => {
    console.log("\nSession ended.");
    await mcpClient.disconnect();
    process.exit(0);
  });
}

main().catch((err) => {
  console.error("Fatal error:", err);
  process.exit(1);
});
What's happening:
  • messages keeps the full conversation history in Mastra's expected format
  • agent.generate runs the agent with conversation history and Ramp toolsets
  • maxSteps limits how many tool calls the agent can take in a single run
  • onStepFinish is a hook that prints intermediate steps for debugging

Complete Code

Here's the complete code to get you started with Ramp and Mastra AI:

typescript
import "dotenv/config";
import { openai } from "@ai-sdk/openai";
import { Agent } from "@mastra/core/agent";
import { MCPClient } from "@mastra/mcp";
import { Composio } from "@composio/core";
import * as readline from "readline";

import type { AiMessageType } from "@mastra/core/agent";

const openaiAPIKey = process.env.OPENAI_API_KEY;
const composioAPIKey = process.env.COMPOSIO_API_KEY;
const composioUserID = process.env.COMPOSIO_USER_ID;

if (!openaiAPIKey) throw new Error("OPENAI_API_KEY is not set");
if (!composioAPIKey) throw new Error("COMPOSIO_API_KEY is not set");
if (!composioUserID) throw new Error("COMPOSIO_USER_ID is not set");

const composio = new Composio({ apiKey: composioAPIKey as string });

async function main() {
  const session = await composio.create(composioUserID as string, {
    toolkits: ["ramp"],
  });

  const composioMCPUrl = session.mcp.url;

  const mcpClient = new MCPClient({
    id: composioUserID as string,
    servers: {
      ramp: {
        url: new URL(composioMCPUrl),
        requestInit: {
          headers: session.mcp.headers,
        },
      },
    },
    timeout: 30_000,
  });

  const composioTools = await mcpClient.getTools();

  const agent = new Agent({
    name: "ramp-mastra-agent",
    instructions: "You are an AI agent with Ramp tools via Composio.",
    model: "openai/gpt-5",
  });

  let messages: AiMessageType[] = [];

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

  rl.prompt();

  rl.on("line", async (input: string) => {
    const trimmed = input.trim();
    if (["exit", "quit"].includes(trimmed.toLowerCase())) {
      rl.close();
      return;
    }

    messages.push({ id: crypto.randomUUID(), role: "user", content: trimmed });

    const { text } = await agent.generate(messages, {
      toolsets: { ramp: composioTools },
      maxSteps: 8,
    });

    if (text) {
      console.log(`Agent: ${text}\n`);
      messages.push({ id: crypto.randomUUID(), role: "assistant", content: text });
    }

    rl.prompt();
  });

  rl.on("close", async () => {
    await mcpClient.disconnect();
    process.exit(0);
  });
}

main();

Conclusion

You've built a Mastra AI agent that can interact with Ramp through Composio's Tool Router. You can extend this further by:
  • Adding other toolkits like Gmail, Slack, or GitHub
  • Building a web-based chat interface around this agent
  • Using multiple MCP endpoints to enable cross-app workflows
TOOLS

Supported Tools

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

Create Department

Tool for creating a new department in your Ramp organization.

Create Inventory Item Accounting Field

Tool to create a new inventory item accounting field for tracking inventory categories.

Create Transaction Memo

Tool for uploading a new memo for a transaction in Ramp.

Create Mileage Reimbursement

Tool to create a mileage reimbursement in Ramp.

Create New Custom Accounting Field

Tool for creating a new custom accounting field.

Create Tax Code Accounting Field

Tool to create a new tax code accounting field in Ramp.

Create User Invite

Tool to create a user invite for onboarding new employees to Ramp.

Create Webhook Subscription

Tool to create a new webhook subscription for receiving event notifications from Ramp.

Deactivate User

Tool to deactivate a user in your Ramp organization.

Delete Accounting GL Account

Tool to delete a general ledger account from Ramp.

Delete Accounting Connection

Tool to disconnect the current active API-based accounting connection.

Delete Custom Accounting Field

Tool to delete a custom accounting field from Ramp.

Delete Accounting Inventory Item Option

Tool to delete an accounting inventory item option from Ramp.

Delete Tax Code Accounting Field

Tool to delete the tax code accounting field from Ramp.

Delete Accounting Tax Code Option

Tool to delete a tax code option from Ramp.

Delete Accounting Tax Rate

Tool to delete an accounting tax rate from Ramp.

Delete Accounting Vendor

Tool to delete an accounting vendor from Ramp.

Delete Custom Field Option

Tool to delete a custom accounting field option from Ramp.

Delete Inventory Item Field

Tool to delete the inventory item accounting field from Ramp.

Remove Users from Shared Limit

Tool to remove users from a shared spend limit in Ramp.

Delete Webhook Subscription

Tool to delete a webhook subscription by ID.

Fetch General Ledger Account

Tool to fetch a specific general ledger account by ID from Ramp.

Fetch Accounting Vendor

Tool to fetch a specific accounting vendor by ID from Ramp.

Fetch Custom Accounting Field

Tool for fetching a custom accounting field.

List General Ledger Accounts

Tool to list general ledger accounts from Ramp.

Fetch All Accounting Connections

Tool to fetch all accounting connections for the current Ramp business.

Get Accounting Connection

Tool to fetch the current active accounting connection for a Ramp account.

Fetch Accounting Connection By ID

Tool to fetch a specific accounting connection by ID from Ramp.

List Custom Accounting Fields

Tool to list custom accounting fields for coding transactions.

List Accounting Vendors

Tool to list accounting vendors from Ramp.

Get All Transactions

Get all the transactions.

Get Card

Tool for retrieving detailed information about a specific card.

Get Card Vault Resource

Tool to fetch a card's sensitive details from the vault.

Get Custom Field Option

Tool to fetch a custom accounting field option by its ID.

Get Department

Tool for retrieving detailed information about a specific department.

Get Inventory Item Field

Tool to fetch inventory item accounting field for the current accounting connection.

Get Memo

Tool to fetch a transaction memo.

Get Reimbursement Details

Tool for retrieving complete details of a specific reimbursement.

Get Spend Limit

Tool to fetch detailed information about a specific spend limit.

Get Statement

Tool for retrieving statement details or downloading statements.

Get Transaction Details

Tool for retrieving complete details of a specific transaction.

Get User

Tool to retrieve detailed information about a specific Ramp user by their ID.

Get Users Deferred Status

Tool for fetching the status of a deferred user task.

Get Vendor Details

Tool for retrieving detailed information about a specific vendor.

Get Webhook

Tool to retrieve detailed information about a specific webhook subscription by ID.

Issue Virtual Card

Tool for issuing virtual cards to users instantly.

List Accounting Inventory Item Options

Tool to list accounting inventory item options from Ramp.

List Accounting Tax Rates

Tool to list tax rates from Ramp's accounting integration.

List All Cards

Tool for listing all cards across the organization with optional filters.

List Departments

Tool for listing all departments in the organization.

List Memos

Tool for listing memos associated with transactions in your Ramp organization.

List Reimbursements

Tool for listing reimbursements with comprehensive filtering options.

List Statements

Tool for listing all statements with filtering options.

List Users

Tool for listing users in your Ramp organization with flexible filtering.

List Vendors

Tool for listing vendors with their spending information.

List Vendor Bank Accounts

Tool for listing bank accounts associated with a specific vendor.

List Vendor Contacts

Tool for listing contacts associated with a specific vendor.

List Vendor Credits

Tool to list all vendor credits for all vendors of a business.

List Webhooks

Tool for listing all webhook subscriptions for the organization.

Options for Custom Accounting Field

Tool for listing options for a given accounting field.

Update Accounting Connection

Tool to update an accounting connection's settings.

Update Card

Tool to update a card's properties including owner, display name, and spending restrictions.

Update Custom Field Option

Tool to update a custom accounting field option.

Update General Ledger Account

Tool to update a general ledger account in Ramp.

Update Inventory Item Field

Tool to update the inventory item accounting field for a Ramp connection.

Upload Accounting GL Accounts

Tool to batch upload general ledger accounts to Ramp.

Create Accounting Connection

Tool to register a new API-based accounting connection between Ramp and an accounting provider.

Upload Accounting Vendors

Tool to batch upload vendors to Ramp for coding transactions, bills, and purchase orders.

Upload Inventory Item Options

Tool to upload inventory item options for an active inventory item accounting field.

Create Physical Card

Tool to create a physical card asynchronously.

Reactivate Accounting Connection

Tool to reactivate a previously unlinked accounting connection by changing its status back to linked.

Reactivate User

Tool to reactivate a suspended user in your Ramp organization.

Submit Reimbursement Receipt

Tool to upload a receipt for a reimbursement.

Suspend Card

Tool to suspend a card by creating an async task that locks the card from use.

Terminate Card

Tool to permanently terminate a Ramp card.

Update Custom Accounting Field

Tool to update a custom accounting field.

Update Accounting Inventory Item Option

Tool to update an inventory item option in Ramp's accounting system.

Update Accounting Tax Code

Tool to update tax code accounting field.

Update Accounting Tax Code Option

Tool to update a tax code option in Ramp.

Update Accounting Tax Rate

Tool to update an accounting tax rate in Ramp.

Update Accounting Vendor

Tool to update an accounting vendor in Ramp.

Update Card Spending Limit

Tool for updating spending limits on a card.

Update Department

Tool for updating an existing department in your Ramp organization.

Update Spending Limit

Tool to update a spending limit in Ramp.

Update User

Tool to update an existing user in your Ramp organization.

Upload New Options for Custom Accounting Field

Tool for uploading new options for a given accounting field.

Upload Tax Code Options

Tool to upload tax code options to Ramp.

Upload Accounting Tax Rates

Tool to batch upload tax rates to Ramp.

FAQ

Frequently asked questions

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

Yes, you can. Mastra AI 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 Ramp tools.

Yes, absolutely. You can configure which Ramp 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 Ramp data and credentials are handled as safely as possible.

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