Building a Market Research Agent with Gemini API & Vercel AI SDK
2 months ago 高效码农Building a Market Research Agent with Gemini and Vercel’s AI SDK Hello there! If you’re interested in combining AI with market analysis, you’ve come to the right place. Today, I’m going to walk you through creating a Node.js application that uses Gemini and Vercel’s AI SDK to automate market trend research. This isn’t just theory—it’s a hands-on guide based on practical steps. Imagine having an agent that searches for current market trends, extracts data for charts, and compiles everything into a professional PDF report. Sounds useful for business analysts or developers looking to integrate AI into their workflows, right? We’ll …
AGENTS.md Handbook: Building Robot-Friendly Developer Workflows with AI Coding Assistants
2 months ago 高效码农The Ultimate AGENTS.md Handbook A friendly, field-tested guide for developers who want AI coding assistants—and human teammates—to get up to speed in minutes. Table of Contents What Is AGENTS.md and Why Should I Care? Anatomy of a Great AGENTS.md File Step-by-Step: Writing Your First AGENTS.md Real-World Templates You Can Copy-Paste Working with Monorepos: One File per Package Common Pitfalls and How to Dodge Them Quick FAQ from the Community Ten-Minute Upgrade: Turn an Existing README into AGENTS.md Appendix: Production-Ready Examples Final Thoughts 1. What Is AGENTS.md and Why Should I Care? Picture this: It is Tuesday evening, you are fixing …
Browser Echo: Stream Browser Logs to Terminal & Boost AI Pair Programming Efficiency
2 months ago 高效码农Browser Echo: Stream Browser Logs to Your Terminal in Real-Time, an AI Pair Programmer’s Ally Tired of constantly switching between browser consoles and your code editor? Browser Echo revolutionizes frontend debugging by streaming browser logs directly to your development terminal – especially powerful when paired with AI coding assistants. Browser Echo Why Browser Echo Matters in Modern Development Frontend developers constantly use console.log() statements for debugging, but traditional approaches have three core frustrations: Context-switching fatigue: Constantly toggling between browser consoles and code editors AI assistant limitations: Tools like Copilot and Claude can’t access browser console data Complex debugging challenges: Source …
WhisperLiveKit: Real-Time On-Device Speech-to-Text with Speaker Diarization & Zero Cloud Uploads
2 months ago 高效码农WhisperLiveKit: Real-Time, On-Device Speech-to-Text with Speaker Diarization “Can I transcribe meetings in real time without uploading any audio or paying a cloud bill?” WhisperLiveKit answers: yes—just one command and your browser. 1. What Exactly Is WhisperLiveKit? WhisperLiveKit is a small open-source package that bundles: A ready-to-run backend that listens to your microphone stream and returns text. A web page that you open in any browser to see the words appear as you speak. Everything stays on your computer—no audio ever leaves the network card. Core capabilities (all included) Capability What it does Typical use Real-time transcription Converts speech to text …
Vibe Coding Demystified: How AI is Revolutionizing Modern Software Development
2 months ago 高效码农Vibe Coding: A Guide to Modern AI-Assisted Development Note: This area is changing fast, and we’ll keep updating this guide as new methods and recommendations come up. Table of Contents What is Vibe Coding? Choosing and Using AI Development Clients Setting Up Requirements and Design Guidelines Mastering the Art of Prompting Testing and Validating Your Code Creating and Maintaining Documentation Working with AI to Co-Author Documentation Understanding the Limitations Managing MCP Servers and Tools Keeping Conversations Organized Building the Right Context Rules and Configuration Settings Using the Right Tools Best Practices for Version Control What is Vibe Coding? If you’ve …
Claude vs Kimi vs Gemini: Which AI Coding Assistant Actually Ships Production-Ready Code?
2 months ago 高效码农Claude Sonnet 4 vs Kimi K2 vs Gemini 2.5 Pro: Which AI Actually Ships Production Code? In today’s rapidly evolving development landscape, AI coding assistants have moved from novelty tools to essential components of many developers’ workflows. But here’s the critical question few are asking: Which of these AI models actually delivers production-ready code that requires minimal tweaking before deployment? As a developer who’s spent countless hours integrating AI into real-world projects, I decided to move beyond theoretical comparisons and conduct a practical test. I evaluated three leading models—Claude Sonnet 4, Kimi K2, and Gemini 2.5 Pro—on identical tasks …
Claude Code Unified Agents: 54 AI-Powered Tools Revolutionizing Team Collaboration & Code Efficiency
2 months ago 高效码农Meet Your 54 New Teammates: The Complete Claude Code Unified Agents Guide For developers, DevOps, data scientists, product managers, and anyone who wants expert help on demand. Table of Contents What Exactly Is Claude Code Unified Agents? The Full Roster: 54 Agents and Their Superpowers Three-Minute Setup: Installing Every Agent Four Ways to Ask for Help (No Memorization Required) End-to-End Walk-Through: From Idea to Production in One Command Rolling Your Own Agent When the Built-ins Aren’t Enough Quick-Reference FAQ Decision Matrix: Which Agent Should I Call? 1. What Exactly Is Claude Code Unified Agents? Imagine walking into a room where …
Archon AI Command Center: Revolutionizing Developer Collaboration with Centralized Knowledge & Task Management
2 months ago 高效码农Archon: The Intelligent Command Center for AI Coding Assistants ❝ Empower your AI coding tools with a centralized knowledge base and task management system ❞ What Exactly Is Archon? Archon serves as the 「central command hub」 for AI programming assistants. For developers, it provides an intuitive interface to manage project knowledge, context, and tasks. For AI coding tools, it functions as a 「Model Context Protocol (MCP) server」 that enables collaboration through shared knowledge and task management. Whether you use Claude Code, Cursor, or other AI programming tools, Archon gives your AI agents access to: 「Your documentation library」 (crawled websites, uploaded …
Automate GitHub Progress Reports with AI: Streamline Weekly Development Updates
2 months ago 高效码农Automate Your GitHub Work Reports with gh-weekly: The AI-Powered Weekly Digest Generator Why Developers Need Automated Progress Reporting Every Friday, countless developers face the same challenge: translating a week’s worth of GitHub commits into a meaningful progress report. How often have you: Scrolled through dozens of commits trying to remember their significance? Struggled to explain technical work to non-technical stakeholders? Wasted valuable development time on administrative reporting? Code commits ≠ meaningful insights. While GitHub perfectly tracks what changed, it doesn’t articulate why those changes matter. That’s why I created gh-weekly – an open-source tool that transforms your raw commit history …
Master Chinese Content Moderation: The Open Source Sensitive-Word List Guide
2 months ago 高效码农A Practical Guide to the Sensitive-Lexicon Chinese Sensitive-Word List “ After reading this guide you will know what a sensitive-word list is and why it matters how to plug Sensitive-lexicon into any project in under five minutes how to stay on the right side of the law and avoid false positives the fifteen most common questions developers ask, answered in plain language 1 Why a Sensitive-Word List Exists Every day, millions of messages, comments and posts are published online. Forums, chat rooms, games and apps need a quick way to spot words that break local rules or platform policies. A …
Notte Framework: Building Trustworthy Web-Automation Agents in 15 Minutes
2 months ago 高效码农Building Trustworthy Web-Automation Agents in 15 Minutes with Notte “I need AI to scrape job posts for me, but CAPTCHAs keep blocking the log-in.” “Our team has to pull data from hundreds of supplier sites. Old-school crawlers break every time the layout changes, while pure AI is too expensive. Is there a middle ground?” If either sentence sounds familiar, this article is for you. Table of Contents What exactly is Notte, and why should you care? Five-minute install and first run Local quick win: let an agent scroll through cat memes on Google Images Taking it to the cloud: managed …
Gemini CLI vs Jules: Which AI Coding Assistant Boosts Productivity More?
2 months ago 高效码农Gemini CLI vs Jules: Choosing the Right AI Coding Assistant for Your Development Workflow Introduction In today’s rapidly evolving software development landscape, AI-powered coding assistants have become indispensable tools for boosting productivity and streamlining workflows. Among the most prominent solutions are Google’s Gemini CLI and Jules, each offering unique approaches to AI-assisted development. This comprehensive guide will help you understand these tools, their capabilities, and how to implement them effectively in your development environment. Understanding Gemini CLI: Your Terminal-Based AI Assistant What Exactly Is Gemini CLI? Gemini CLI stands as an open-source AI assistant designed to operate directly within your …
Prompt Vault: Master CLI-Based AI Prompt Management with GitHub Gist Sync
2 months ago 高效码农Prompt Vault (pv) – CLI Prompt Management Tool Prompt Vault is a command-line tool built with Go, designed specifically for managing AI prompts. Whether you’re a developer, content creator, or anyone who regularly uses AI prompts, this tool helps you organize, share, and access your prompts efficiently—all from your terminal. Key Features Prompt Vault leverages GitHub Gist for managing, sharing, and importing prompts, while also providing a local cache to ensure you can work with your prompts even when offline. This combination of cloud storage and local access gives you the best of both worlds: seamless synchronization across devices and …
Gemini CLI Meets VS Code: Revolutionizing Developer Workflows with Context-Aware AI
2 months ago 高效码农Gemini CLI + VS Code: Transforming Developer Workflows with Native Diffing and Context Awareness “ Technical Innovation Spotlight: Discover how deep IDE integration enables command-line tools to understand your code context and visualize change suggestions directly within your editor. (Image source: Google Developers Blog) 1. Why This Integration Matters for Developers Have you ever wished your terminal tools could “see” the code you’re editing? The latest Gemini CLI update (version 0.1.20+) solves this core challenge through deep integration with VS Code. This isn’t just another plugin – it fundamentally transforms developer interactions through native workspace access and visual change comparison. …
Octo Coding Assistant: A Developer’s Guide to Multi-Model Workflows & MCP Integration
2 months ago 高效码农Octo: A Practical Guide to the Multi-Model Coding Assistant Octo logo What this guide is for This article translates and reshapes the project files you provided into a single, practical English guide. It stays strictly within the material in those files and preserves technical details and examples exactly as given. You’ll find clear instructions to install and run Octo, explanations of its built-in behaviors, configuration examples, recommended files and formats, and a practical list of remaining work items taken from the project TODO. The tone is conversational and direct so a reader with a junior-college level technical background can follow …
Office-Word-MCP-Server: The Future of AI-Powered Document Automation
2 months ago 高效码农Unlocking Word Document Automation: The Complete Guide to Office-Word-MCP-Server Have you ever wished your AI assistant could truly understand and manipulate your Word documents? Not just read them, but actually create, edit, and format them with precision? That’s exactly what Office-Word-MCP-Server delivers—a powerful bridge between AI capabilities and Microsoft Word’s rich document ecosystem. What Exactly Is Office-Word-MCP-Server? Office-Word-MCP-Server is a Model Context Protocol (MCP) server specifically designed for creating, reading, and manipulating Microsoft Word documents. Think of it as a universal translator that enables AI assistants to interact with Word documents through a standardized interface, providing rich document editing capabilities …
Excel MCP Server: Manipulate Excel Files Without Microsoft Excel Installation
2 months ago 高效码农★Excel MCP Server: Manipulate Excel Files Without Microsoft Excel Installation★ In professional environments, Excel file operations are essential across industries. But common challenges persist: 🍄 Processing spreadsheets without Microsoft Office licenses 🍄 Automating reports in environments without Excel installation 🍄 Maintaining format consistency in team collaborations The Excel MCP Server solves these problems through open-source technology. This Model Context Protocol (MCP) server enables comprehensive spreadsheet operations without requiring Microsoft Excel. Below we explore its capabilities and implementation. Core Capabilities Breakdown This solution delivers full spreadsheet functionality through these key areas: 📊 Foundational Operations 🍄 Workbook management: Create new files, open …
Open Lovable: Build React Apps Instantly with AI-Powered Chat
2 months ago 高效码农Build React Apps Instantly by Talking to AI: The Complete Open Lovable Guide “ “I need a working prototype before lunch, but I don’t want to write a single line of code.” “Our designer can describe interactions in plain English—can the rest of the team change features without touching code?” “Is there a way to let an AI turn my idea into a running page?” If any of these questions sound familiar, this post is for you. Below we walk through Open Lovable, an open-source tool that lets you describe a React app in everyday language and watch it run …
AI-Powered Code Review Tools: How Frad’s .claude Transforms Software Development Efficiency
2 months ago 高效码农Frad’s .claude: A Complete Development Environment with AI-Powered Review Tools If you’re someone who writes code, works on software projects, or just wants to make your development process smoother and more reliable, you’ve probably wondered how to ensure your code is always top-notch. That’s where Frad’s .claude comes in. It’s not just a tool—it’s a full development environment designed to help you build better software with the help of specialized AI agents. These agents act like extra sets of eyes, checking your code for quality, security, and best practices so you can focus on creating great things. In this guide, …
CCPlugins: The Practical Developer’s Toolkit for Streamlining Daily Workflows
2 months ago 高效码农CCPlugins: The Practical Developer’s Toolkit for Streamlining Daily Workflows In today’s fast-paced development environment, every minute counts. How many times have you found yourself repeating the same tedious tasks day after day? Formatting code, fixing imports, writing tests, creating commit messages—these seemingly small activities accumulate into hours of lost productivity each week. What if you could reclaim that time for actual creative work? That’s precisely where CCPlugins comes in. What Exactly Is CCPlugins? CCPlugins is a collection of practical automation tools designed specifically for developers using Claude Code. Unlike many development tools that promise the moon but deliver little practical …