Flip MCP Server for LlamaIndex 12 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Flip as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Flip. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Flip?"
)
print(response)
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.
LlamaIndex agents combine Flip tool responses with indexed documents for comprehensive, grounded answers. Connect 12 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
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 LlamaIndex 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 LlamaIndex via MCP
Follow these steps to integrate the Flip MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 12 tools from Flip
Why Use LlamaIndex with the Flip MCP Server
LlamaIndex provides unique advantages when paired with Flip through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Flip tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Flip tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Flip, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Flip tools were called, what data was returned, and how it influenced the final answer
Flip + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Flip MCP Server delivers measurable value.
Hybrid search: combine Flip real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Flip to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Flip for fresh data
Analytical workflows: chain Flip queries with LlamaIndex's data connectors to build multi-source analytical reports
Flip MCP Tools for LlamaIndex (12)
These 12 tools become available when you connect Flip to LlamaIndex 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 LlamaIndex
Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex
Common issues when connecting Flip to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpFlip + LlamaIndex FAQ
Common questions about integrating Flip MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
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 LlamaIndex
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.