Stripe MCP Server for LangChain 13 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Stripe through the Vinkius and LangChain agents can call every tool natively — combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token — get it at cloud.vinkius.com
async with MultiServerMCPClient({
"stripe": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Stripe, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Stripe MCP Server
Take full control of your payment operations with Stripe, the global payments platform trusted by millions of businesses. Your AI agent becomes your financial operations assistant — listing customers, checking payment statuses, reviewing subscriptions, pulling invoices, and monitoring your account balance.
LangChain's ecosystem of 500+ components combines seamlessly with Stripe through native MCP adapters. Connect 13 tools via the Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures — with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
What you can do
- Customer Management — List, search, and create customers with names, emails, and metadata.
- Payment Tracking — Monitor payment intents with status, amounts, and currency across all transactions.
- Subscription Overview — Check active, past-due, and canceled subscriptions with billing intervals and plan details.
- Invoice Monitoring — Review open, paid, and overdue invoices with hosted payment links.
- Account Balance — Instantly check available and pending balances across all currencies.
The Stripe MCP Server exposes 13 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Stripe to LangChain via MCP
Follow these steps to integrate the Stripe MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 13 tools from Stripe via MCP
Why Use LangChain with the Stripe MCP Server
LangChain provides unique advantages when paired with Stripe through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents — combine Stripe MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Stripe queries for multi-turn workflows
Stripe + LangChain Use Cases
Practical scenarios where LangChain combined with the Stripe MCP Server delivers measurable value.
RAG with live data: combine Stripe tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Stripe, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Stripe tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Stripe tool call, measure latency, and optimize your agent's performance
Stripe MCP Tools for LangChain (13)
These 13 tools become available when you connect Stripe to LangChain via MCP:
balance_get
Shows available and pending amounts by currency. Amounts are in smallest currency unit (divide by 100 for dollars). Get Stripe account balance
charges_list
Filter by customer ID. List Stripe charges
customers_create
Name and email are required. Returns the created customer with their Stripe ID. Create a new Stripe customer
customers_list
Optionally filter by email. Returns customer details including name, email, balance, and delinquency status. List Stripe customers
invoices_list
Optionally filter by customer or status (draft, open, paid, uncollectible, void). List Stripe invoices
payments_list
Optionally filter by customer ID. Amounts are in the smallest currency unit (e.g., 1000 = $10.00). List Stripe payment intents
payouts_list
List Stripe payouts
prices_list
Filter by product to see all price tiers. List Stripe prices
product_create
Use before creating prices. Create a new Stripe product
products_list
Use to browse your product offerings. List Stripe products
refund_create
Specify amount in cents for partial refunds. Create a refund for a payment
refunds_list
List Stripe refunds
subscriptions_list
Optionally filter by customer or status. List Stripe subscriptions
Example Prompts for Stripe in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Stripe immediately.
"Show my Stripe account balance."
"List all past-due subscriptions."
"Create a new customer: Jane Smith, jane@example.com"
Troubleshooting Stripe MCP Server with LangChain
Common issues when connecting Stripe to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersStripe + LangChain FAQ
Common questions about integrating Stripe MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Connect Stripe with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Stripe to LangChain
Get your token, paste the configuration, and start using 13 tools in under 2 minutes. No API key management needed.