惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The Hacker News
The Hacker News
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
雷峰网
雷峰网
人人都是产品经理
人人都是产品经理
Recent Announcements
Recent Announcements
D
DataBreaches.Net
P
Proofpoint News Feed
V
Visual Studio Blog
J
Java Code Geeks
Recorded Future
Recorded Future
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
F
Full Disclosure
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
The GitHub Blog
The GitHub Blog
Engineering at Meta
Engineering at Meta
C
Cybersecurity and Infrastructure Security Agency CISA
V
Vulnerabilities – Threatpost
罗磊的独立博客
Jina AI
Jina AI
博客园 - 【当耐特】
C
CERT Recently Published Vulnerability Notes
G
GRAHAM CLULEY
Y
Y Combinator Blog
L
LangChain Blog
L
LINUX DO - 热门话题
宝玉的分享
宝玉的分享
月光博客
月光博客
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
H
Help Net Security
云风的 BLOG
云风的 BLOG
C
CXSECURITY Database RSS Feed - CXSecurity.com
博客园_首页
A
About on SuperTechFans
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Latest news
Latest news
T
Threatpost
T
Tenable Blog
有赞技术团队
有赞技术团队
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Stack Overflow Blog
Stack Overflow Blog
C
Cisco Blogs
C
Check Point Blog
T
Tor Project blog
T
Threat Research - Cisco Blogs
T
The Exploit Database - CXSecurity.com
S
Schneier on Security
美团技术团队
I
Intezer
S
Securelist
AWS News Blog
AWS News Blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
A rival to my open-source tool shipped. I read all of it — then ported its 4 best ideas the same afternoon.
אחיה כהן · 2026-06-19 · via DEV Community

A new MCP server showed up in the official Model Context Protocol registry last week, three slots above mine: safari-devtools-mcp. Same platform (macOS), same browser (Safari), same audience (AI coding agents). My first reaction was the honest one — a small jolt of oh no. My second reaction was more useful: I cloned it and read the entire thing.

I maintain Safari MCP — a browser-automation server that drives your real, logged-in Safari through AppleScript and a native extension. No Chromium, no headless, no second browser melting your fan. So a competitor called "Safari DevTools MCP" is squarely in my lane.

Here's what I found, what I deliberately didn't copy, and the four tools I shipped into my own server before dinner.

The architectural fork in the road

The very first line of its package.json told me most of the story:

"dependencies": {
  "selenium-webdriver": "...",
  "@modelcontextprotocol/sdk": "...",
  "zod": "..."
}

It drives Safari through safaridriver — Apple's official WebDriver. That's a legitimate, well-supported choice. But it's the exact choice my project exists to avoid. A WebDriver session launches a clean, isolated automation instance of Safari: no cookies, no logins, no sessions, a "Safari is controlled by automation" banner across the top. It's the headless-browser problem wearing a Safari costume.

Safari MCP does the opposite: it talks to the Safari you already have open, with all your auth intact, and never steals your foreground.

So I wasn't going to rip out my engine. Architecture is a position, not a feature. Copying it would erase the entire reason my tool exists.

But tools are a different question.

Diffing 48 tools against my 91

I dumped both tool lists and diff'd them. ~44 of its 48 tools mapped cleanly onto something I already had — click, fill, screenshot, get_cookies, network capture, the usual surface area.

Then there was a cluster of four that I had nothing equivalent to:

  • inspect_viewport_meta
  • get_safe_area_insets
  • check_ios_web_app_readiness
  • check_webkit_compatibility

This is a genuinely smart niche: iOS-Safari web-dev validation. The stuff every mobile web developer fights with — the notch, the viewport meta tag, "why won't my PWA add to the home screen," and Safari's long tail of CSS quirks. My server could automate Safari all day but couldn't answer any of those questions.

And here's the part that made it a no-brainer: all four are pure JavaScript inspection. No WebDriver capability, no protocol magic — just document.querySelector, getComputedStyle, and CSS.supports() run inside the page. Which means they port directly onto my AppleScript do JavaScript engine. The competitor's architecture wasn't portable. Its best ideas were.

The one I like most: compatibility checking with zero false positives

Most "is this CSS supported in Safari?" tools work off a static database (think caniuse). They go stale, and they can't see your actual Safari version.

check_webkit_compatibility does something better. It walks every stylesheet on the page, pulls each property: value pair via the structured CSSOM (no regex — so custom properties don't create false positives), and then asks the live browser the only question that matters:

CSS.supports(property, value)  // tested in THIS Safari, right now

If it fails unprefixed, it retries with -webkit-. If that works, it tells you to add the prefix. If neither works, it's genuinely unsupported here. Then it layers on a tiny hand-curated list of behavioral quirks CSS.supports() can't catch — like the classic:

position: sticky silently fails inside an overflow: hidden/auto ancestor. Use overflow: clip instead.

I reimplemented it as a synchronous IIFE returning JSON (my engine can't await inside do JavaScript — a [object Promise] lesson I've written about before), wired it into a safari_webkit_compat tool, and tested it against a live page with a deliberately sticky header:

{ "totalProperties": 6, "ok": false,
  "quirks": ["position:sticky silently fails inside an overflow:hidden/auto ancestor…"] }

Caught it. The other three — safari_inspect_viewport, safari_safe_area_insets, safari_check_pwa — went in the same way, each verified against a controlled DOM in real Safari before I trusted it.

What I took, and what competition is actually for

I ported four ideas. I rewrote every line to fit my engine and my conventions, credited the inspiration, and skipped the parts that conflicted with what my project is. That feels like the honest version of "competition makes everything better" — not a press-release platitude, but a real afternoon of reading someone else's careful work and being better for it.

A rival didn't make my tool worse. It handed me a roadmap for a category — iOS web-dev validation — I hadn't even thought to cover.

If you're building on macOS and want an agent that drives your actual Safari (logged in, no headless), it's one line: npx safari-mcp. The four new validators shipped in v2.14.0 (out now). More at achiya-automation.com.

Question for the room: when a competitor ships, do you read their code? I used to skip it out of some weird pride. I don't anymore. Where do you land — study it closely, or deliberately look away to protect your own taste?