Natural language payment workflows with Stripe and Modern Treasury
A payments platform enabled natural language control of invoicing, refunds, and reconciliations through Stripe and Modern Treasury MCP servers. Finance teams now execute complex payment operations by simply describing what they need—no API documentation or code required.
The Problem
Finance operations teams needed developer support for every payment workflow change: generating invoices, processing refunds, reconciling transactions across multiple payment processors. The Stripe and Modern Treasury APIs were powerful but required technical expertise. Manual reconciliation consumed 20+ hours per week.
How MCPFlow Solved It
They deployed MCP servers for Stripe (invoice generation, customer management, refund processing) and Modern Treasury (payment routing, transaction reconciliation). Finance teams interact via natural language: 'Generate invoice for customer XYZ for $5,000' or 'Reconcile all ACH transactions from last week.' The AI agent translates requests to proper API calls, executes them with OAuth-secured tokens, and returns structured confirmations.
MCP Stack Used:
Measurable Outcomes
Invoice generation dropped from 15 minutes (finding docs, crafting API call) to under 5 seconds. Automated reconciliation eliminated 20 hours of weekly manual work, reducing errors to near-zero. Finance teams gained self-service access to payment systems without requiring developer support for routine operations.
Key Metrics:
Our finance team went from Stripe API novices to power users overnight. They describe what they need, and MCP makes it happen.
Aisha Patel
Head of Finance Operations, PayFlow Systems
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