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

C
CXSECURITY Database RSS Feed - CXSecurity.com
S
Schneier on Security
N
News and Events Feed by Topic
量子位
S
Secure Thoughts
V2EX - 技术
V2EX - 技术
Hugging Face - Blog
Hugging Face - Blog
S
Security Affairs
J
Java Code Geeks
Schneier on Security
Schneier on Security
Google Online Security Blog
Google Online Security Blog
TaoSecurity Blog
TaoSecurity Blog
小众软件
小众软件
S
SegmentFault 最新的问题
www.infosecurity-magazine.com
www.infosecurity-magazine.com
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Security Archives - TechRepublic
Security Archives - TechRepublic
P
Privacy International News Feed
酷 壳 – CoolShell
酷 壳 – CoolShell
美团技术团队
博客园 - 聂微东
T
Tor Project blog
博客园 - Franky
C
CERT Recently Published Vulnerability Notes
Cyberwarzone
Cyberwarzone
罗磊的独立博客
博客园_首页
The Cloudflare Blog
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
博客园 - 三生石上(FineUI控件)
大猫的无限游戏
大猫的无限游戏
Forbes - Security
Forbes - Security
V
Vulnerabilities – Threatpost
Security Latest
Security Latest
腾讯CDC
Simon Willison's Weblog
Simon Willison's Weblog
S
Securelist
博客园 - 【当耐特】
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Threat Research - Cisco Blogs
博客园 - 司徒正美
AWS News Blog
AWS News Blog
WordPress大学
WordPress大学
Jina AI
Jina AI
G
GRAHAM CLULEY
V
V2EX
L
LINUX DO - 最新话题
H
Heimdal Security Blog
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
IT之家
IT之家

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
I built a CLI that eliminates README reading forever
rexrun · 2026-05-22 · via DEV Community
Cover image for I built a CLI that eliminates README reading forever

rexrun

The problem

Every developer knows this pain:

  1. Clone a repo
  2. Want to run the tests
  3. Open the README
  4. Scroll... scroll... find a "Development" section... maybe
  5. Figure out it's pnpm test (not npm test, not yarn test)
  6. Run it wrong anyway because you needed pnpm install first

Multiply this by every repo you touch. Every PR you review. Every onboarding.

I got tired of it.

The solution: rex

git clone https://github.com/some/repo
cd repo
rex test

Enter fullscreen mode Exit fullscreen mode

That's it. Rex looks at your project files, detects the stack, and runs the correct command. No config. No setup. No reading anything.

How it works

Rex reads files in your project root:

File found Stack detected rex test runs
go.mod Go go test ./...
package.json + pnpm-lock.yaml Node + pnpm pnpm test
Cargo.toml Rust cargo test
pyproject.toml + uv.lock Python + uv uv run pytest
composer.json + artisan PHP + Laravel php artisan test
Gemfile + app/ Ruby + Rails bundle exec rails test
pom.xml Java + Maven mvn test
build.gradle Java + Gradle ./gradlew test
build.zig Zig zig build test
mix.exs Elixir mix test
Makefile Make make test
Justfile Just just test

12 ecosystems. It also detects which package manager you use by looking at lockfiles.

Demo

Watch the video demo

$ cd my-go-project/
$ rex

  my-go-project

  stack  go

  commands
    rex test   go test ./...
    rex run    go run ./cmd/server
    rex build  go build ./...
    rex deps   go mod download
    rex fmt    gofmt -w .
    rex lint   go vet ./...

$ rex test
> go test ./...
ok   github.com/example/app   1.2s

Enter fullscreen mode Exit fullscreen mode

The > arrow always shows exactly what rex will run. Full transparency.

All the verbs

Command What it does
rex test Run tests
rex run Start the app / dev server
rex build Build the project
rex deps Install dependencies
rex clean Remove build artifacts
rex fresh clean, deps, build in sequence
rex fmt Format code
rex lint Lint code
rex clone <url> Clone + detect + install deps in one command
rex init Generate rex.toml for your team
rex doctor Diagnose environment issues

Killer feature: rex clone

rex clone https://github.com/someone/project
# cloning...
# detected: node + pnpm
# deps: pnpm install
# ready! cd project && rex run

Enter fullscreen mode Exit fullscreen mode

From URL to working project in one command. No README needed.

Monorepo support

Rex auto-detects monorepos (packages/, apps/, services/):

$ rex

  my-monorepo (monorepo)

  workspace  3 sub-projects detected

    packages/api         node + pnpm
    packages/web         node + pnpm
    services/auth        go

Enter fullscreen mode Exit fullscreen mode

Team workflow: rex init

rex init
# created rex.toml (go project)

Enter fullscreen mode Exit fullscreen mode

Generates a rex.toml from detected commands. Commit it. Now every teammate runs the same commands without asking.

.env loading

Rex automatically loads .env files before running commands. No extra tools needed.

Why I built this

I maintain projects across Go, Node, Python, and Rust. I context-switch between repos dozens of times per day. The cognitive load of remembering pnpm test vs go test ./... vs cargo test is small individually, but it adds up.

Rex makes every repo feel the same:

rex test   # always works
rex run    # always works
rex build  # always works

Enter fullscreen mode Exit fullscreen mode

It's the muscle memory tax I no longer pay.

Technical details

  • Single binary, no runtime, no dependencies
  • Written in Go, cross-platform
  • Less than 50ms startup, faster than your shell prompt
  • Zero network calls, fully offline
  • Correct exit codes, works in CI
  • Shell completions for bash, zsh, fish
  • Apache 2.0 license
  • Mentioned in Awesome Go

Install

# Homebrew (macOS/Linux)
brew tap rexrun-dev/tap && brew install rex

# Go
go install rexrun.dev/rex/cmd/rex@latest

Enter fullscreen mode Exit fullscreen mode

Or grab a binary from GitHub Releases.

Links

If this solves a pain you've felt, star the repo. If you want a stack added, open an issue.