Vercel MCP Unleashed: Secure AI Integration with Read-Only Access
9 days ago 高效码农Vercel MCP: Bridging AI Tools and Your Vercel Projects Introduction In today’s rapidly evolving software development landscape, artificial intelligence tools are becoming indispensable components of modern development workflows. However, these tools often lack secure, structured methods to interact with deployment platforms like Vercel. Vercel’s official Model Context Protocol (MCP) server addresses this gap by providing a secure, OAuth-compatible interface that enables AI tools to directly interact with your Vercel projects. This comprehensive guide will demystify Vercel MCP, walk you through the connection process, explain its significance, and outline essential security practices. Whether you’re an experienced developer or just beginning your …
Building Realtime Speech AI Agents with ESP32: A Comprehensive Guide
3 months ago 高效码农Introduction to ElatoAI ElatoAI is an open-source framework for creating real-time voice-enabled AI agents using ESP32 microcontrollers, OpenAI’s Realtime API, and secure WebSocket communication. Designed for IoT developers and AI enthusiasts, this system enables uninterrupted global conversations exceeding 10 minutes through seamless hardware-cloud integration. This guide explores its architecture, implementation, and practical applications. Core Technical Components 1. Hardware Design The system centers on the ESP32-S3 microcontroller, featuring: Dual-mode WiFi/Bluetooth connectivity Opus audio codec support (24kbps high-quality streaming) PSRAM-free operation for AI speech processing PlatformIO-based firmware development Hardware schematic showcasing optimized PCB layout: 2. Three-Tier Architecture Frontend Interface (Next.js): AI character …