Flip MCP Server for LangChain 12 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Flip through 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({
"flip": {
"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 Flip, 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 Flip MCP Server
Connect your Flip (Flip.id) account to any AI agent and automate your financial operations through the Model Context Protocol (MCP). Flip for Business provides a powerful API for making bulk disbursements, accepting payments via links or virtual accounts, and validating bank details. Now, you can manage your Indonesian payouts and collection workflows directly through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with Flip through native MCP adapters. Connect 12 tools via 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
- Money Transfers (Disbursement) — Initiate real-time money transfers to Indonesian bank accounts individually or in bulk.
- Payment Collection (Bills) — Create payment links (Bills) to receive funds from your customers effortlessly.
- Bank Account Validation — Instantly verify if a bank account exists and retrieve the holder's name before sending money.
- Balance Monitoring — Get a real-time view of your Flip business account balance to ensure sufficient liquidity.
- Bank Discovery — List all supported banks and cities to facilitate accurate transaction entry.
- Transaction History — Retrieve lists of recent payouts and received payments to keep your records synchronized.
- Recurring Tasks — Monitor configured recurring disbursement tasks directly through the agent.
The Flip MCP Server exposes 12 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 Flip to LangChain via MCP
Follow these steps to integrate the Flip 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 12 tools from Flip via MCP
Why Use LangChain with the Flip MCP Server
LangChain provides unique advantages when paired with Flip through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Flip 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 Flip queries for multi-turn workflows
Flip + LangChain Use Cases
Practical scenarios where LangChain combined with the Flip MCP Server delivers measurable value.
RAG with live data: combine Flip tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Flip, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Flip tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Flip tool call, measure latency, and optimize your agent's performance
Flip MCP Tools for LangChain (12)
These 12 tools become available when you connect Flip to LangChain via MCP:
create_bill
Create payment link (Bill)
create_disbursement
Send money (payout)
get_balance
Check account balance
get_bill
Get bill details
get_disbursement
Get payout details
list_banks
List supported banks
list_bills
List payment links
list_cities
List supported cities
list_disbursements
List payouts
list_payments
List received payments
list_recurring_payments
List recurring payments
validate_bank_account
Verify bank account
Example Prompts for Flip in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Flip immediately.
"Validate bank account '12345678' at bank 'bca'."
"Create a payment link for 500,000 IDR titled 'Service Fee'."
"What is my current Flip account balance?"
Troubleshooting Flip MCP Server with LangChain
Common issues when connecting Flip to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersFlip + LangChain FAQ
Common questions about integrating Flip 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 Flip 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 Flip to LangChain
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.