Engineering Blog
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AI Agent Recipe: E-Commerce Command Center — Shopify + Klaviyo + Gorgias + AfterShip + Slack
A ready-to-deploy AI agent recipe that combines Shopify store data, Klaviyo email marketing, Gorgias customer support, AfterShip shipment tracking, and Slack team communication into a single e-commerce operations brain. Monitor orders, track deliveries, analyze campaigns, detect support trends, and coordinate your team — all from one AI conversation.
AI Agent Recipe: Real Estate Deal Closer — Idealista + Zillow + Google Maps + WhatsApp + Google Sheets
A ready-to-deploy AI agent recipe that combines Idealista (EU listings), Zillow (US listings), Google Maps, WhatsApp Business, and Google Sheets into a single real estate intelligence engine. Search properties by investment criteria, analyze comparable sales, calculate commute times, message clients instantly, and track your deal pipeline — all from one AI conversation.
AI Agents for Fleet Management: Tesla Fleet API Vehicle Commands & MCP
Learn how to build autonomous fleet management software. We demonstrate how to map CrewAI agents to physical actuators using the Tesla Fleet API, telemetry data streaming, and our Edge MCP.
The Architecture of MCP Servers: JSON-RPC 2.0, Transport Layers, and the 3 Core Primitives
The definitive technical specification for the Model Context Protocol (MCP). A deep dive into the JSON-RPC 2.0 communication model, transport layers (Streamable HTTP, SSE, stdio), the 3 core primitives (Tools, Resources, Prompts), the initialization handshake, lifecycle management, error handling, and the security architecture required for enterprise deployment.
How to Convert Any OpenAPI Spec to an MCP Server: The Complete Guide to Connecting REST APIs to AI Agents
A step-by-step technical guide to converting OpenAPI (Swagger) specifications into production-grade MCP servers. Covers automated conversion, manual wrapping, security hardening, and why connecting your existing REST APIs to Claude, Cursor, and ChatGPT doesn't require rewriting a single endpoint.
Finance & Accounting MCP Servers: Connect Your AI to QuickBooks, Xero, FreshBooks, Wave, and More
A complete guide to MCP servers for accounting and finance tools. Give Claude, Cursor, or ChatGPT secure access to invoices, expenses, P&L statements, and tax data from QuickBooks, Xero, FreshBooks, Wave, Zoho Books, and more — with automatic DLP protection for sensitive financial data.
How to Automate Your Business with AI Agents and MCP Servers
A practical guide to deploying AI agents that actually do work — managing your CRM, processing invoices, triaging support tickets, and running your entire tool stack through natural language.
The Two-Gateway Architecture: Why Inference Proxies Cannot Protect MCP Tools
A monumental 2000-word deep dive into the 2026 'Two-Gateway' architecture. Learn the exact difference between an Inference Gateway (Cloudflare) and an MCP Execution Gateway (Vinkius Edge).
You Built an App with AI. Now It Needs Real Data.
Lovable, Bolt, Cursor, and Replit made it possible to build full-stack apps in minutes. But every app hits the same wall: it can't see your CRM, your database, or your payment system. This guide shows the 8 million vibe coders how to cross the gap from prototype to production — by connecting their AI-built apps to real business data through MCP servers.
AI Agent Recipe: The Content Creator Command Center — YouTube, Twitch, Spotify, Instagram, and Google Sheets
A step-by-step recipe for building an AI-powered content creator command center using MCP servers. Combines YouTube for video analytics, Twitch for live stream data, Spotify for music/podcast performance, Instagram for visual content, and Google Sheets for unified reporting — giving creators cross-platform audience intelligence no single dashboard provides.
AI Agent Recipe: DevOps War Room — Sentry + Datadog + PagerDuty + GitHub + Slack
A ready-to-deploy AI agent recipe that combines Sentry error tracking, Datadog infrastructure metrics, PagerDuty incident management, GitHub code context, and Slack into a single incident response command center. Detect errors, correlate with infrastructure, identify the triggering deploy, and coordinate your team — from one AI conversation.
AI Agent Recipe: The Product Analytics Engine — Amplitude, Mixpanel, PostHog, Sentry, and Slack
A step-by-step recipe for building an AI-powered product analytics engine using MCP servers. Combines Amplitude for user behavior analytics, Mixpanel for event tracking, PostHog for product experiments, Sentry for error monitoring, and Slack for team alerts — giving product teams cross-tool insights that no single analytics dashboard provides.
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