Twill Brain

KPI Sync

2 min read

KPI Sync

Date: 2025-06-10 · Duration: 22.81999969482422 min Organizer: Nader Attendees: Ahmad, Mike, Nader, Martin

Summary

  • Martin confirmed feasibility of automatic MCP structure creation from documentation, highlighting the need for a manual curation process to prevent overwhelming agents with tools.
  • Mike provided a comprehensive API list for the Friday demo, focusing on merchant-related operations, including essential tools that need completeness verification.
  • Two implementation strategies discussed: MCP integration for quick prototyping versus direct tool implementation for core features, emphasizing scalability concerns with MCP.
  • A vault system for secure credential management is necessary, with initial demos using single MCP per user and a more robust system required for production.
  • Proposed webhook-driven AI agents for automated update responses in applications, showcasing a 10-minute setup capability for dispute management prototypes.
  • Priority established on maximizing available tools for agents, specifically in subscription support, and emphasizing the need for automated testing of API tools.
  • Emphasis on a test-driven approach to define functionality tests leading to iterative tool generation, aiming to reduce reliance on custom database tables.
  • Discussed the value of maintaining enriched transaction tables versus relying solely on raw API data, highlighting a balance between data control and maintenance.
  • Customer-related data management through APIs was proposed as a potential for streamlining subscription management processes.
  • Need for clear distinctions between different user personas regarding tool accessibility, to streamline access based on specific needs (emergency vs. agent access).

Action Items

  • Martin Elias Costa Research and implement MCP (Model Context Protocol) structure creation from documentation, ensuring proper tool curation to avoid overwhelming agents with too many tools (01:14) Implement API tools from the provided list for Friday demo, focusing on merchants, fees, and payment functionalities (04:21) Determine priority between MCP integration and direct API tool implementation, with focus on providing maximum tools to agents (16:00) Develop testing framework for automatically generated API tools to ensure functionality before deployment (18:42)

Ahmadreza Abdoli Work on generating fake data with automation in sandbox environment (22:02)

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