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

IntelliJ IDEA : IntelliJ IDEA – the Leading IDE for Professional Development in Java and Kotlin | The JetBrains Blog
IntelliJ IDEA : IntelliJ IDEA – the Leading IDE for Professional Development in Java and Kotlin | The JetBrains Blog
G
GRAHAM CLULEY
P
Privacy & Cybersecurity Law Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
宝玉的分享
宝玉的分享
P
Proofpoint News Feed
H
Help Net Security
V
Visual Studio Blog
阮一峰的网络日志
阮一峰的网络日志
C
Cisco Blogs
人人都是产品经理
人人都是产品经理
Know Your Adversary
Know Your Adversary
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Recorded Future
Recorded Future
I
Intezer
罗磊的独立博客
T
The Exploit Database - CXSecurity.com
Blog — PlanetScale
Blog — PlanetScale
Malwarebytes
Malwarebytes
Spread Privacy
Spread Privacy
T
Tor Project blog
V
Vulnerabilities – Threatpost
云风的 BLOG
云风的 BLOG
腾讯CDC
B
Blog RSS Feed
Stack Overflow Blog
Stack Overflow Blog
F
Future of Privacy Forum
MyScale Blog
MyScale Blog
Latest news
Latest news
IT之家
IT之家
MongoDB | Blog
MongoDB | Blog
The Hacker News
The Hacker News
S
Securelist
博客园 - 【当耐特】
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
Threat Research - Cisco Blogs
Jina AI
Jina AI
Cisco Talos Blog
Cisco Talos Blog
B
Blog
博客园 - 三生石上(FineUI控件)
Last Week in AI
Last Week in AI
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
M
MIT News - Artificial intelligence
V
V2EX
D
Darknet – Hacking Tools, Hacker News & Cyber Security
The Cloudflare Blog
The GitHub Blog
The GitHub Blog
博客园 - 聂微东
F
Full Disclosure
C
CERT Recently Published Vulnerability Notes

DEV Community

Measuring AI Gateway Failover: 30 Days of Production Data The Folly of Global AI Platforms: Or How We Built a System That Actually Works in Cameroon Week 9 The 10-Minute Race: Scaling the "Cancel Order" Button to 100K+ Requests Per Second SQL Performance: Indexing, Query Tuning & Explain Plans (Developer Guide) Tutorial: This AI Now Tells You if a Meeting Could Be an Email Why I Got Tired of Class-Heavy UI Code and Started Building Around Attributes GitHub Is No Longer a Place for Serious Work Build an AI-Powered Developer Portal with Backstage and .NET Updates to developer experience on Setapp Node.Js Express CRUD template Lint Your Phishing Templates Like You Lint Your Code From Code to Cloud: 3 Labs for Deploying Your AI Agent I built Voice2Sub: a local AI subtitle generator for video and audio The OCR Rabbit Hole Built a 100k-Document RAG System by Hand. Hermes Read the Architecture in 47 Seconds. I tried monetizing my MCP server with x402 — production needs more than npm install Understanding Tracking Dimensions in Accounting Integrations I Ran My Local, NOT AI, AI Code Auditor on Its Own Source Code Agent Surface Map: Gemma 4 review before you install an MCP Stop Being Nice, Start Being Right": The Day My User Reconfigured My Reward Function Building a Database Performance Testing Tool With AI: The Honest Breakdown Hot To Run LLMs Locally Research blockchain with post-quantum Dilithium and custom zk-STARKs from scratch AI agents do not just need tool access. They need execution control. The CTO’s Blueprint for Governing Multi-Agent AI Systems in the Enterprise I audited our CMS and 86% of our articles were invisible. A Sanity gotcha. Upselling Explained Industry-Specific Tactics for EC Owners 2026 I Keep Hermes Agent's Self-Improvement OFF For the First 14 Days — Here's What Happens When I Don't I Built the Hermes + Claude Code Dual-Stack: Orchestrator Meets Coder — Here's the Full Architecture Stop Using .iterrows(). Here's What Actually Fast Looks Like I Built a SaaS to Stop the Awkward "Hey, Did You Get My Invoice?" Conversation I Renamed a Hot Postgres Table Without Dropping a Request How to Build a Self-Hosted AI Gateway With LiteLLM and Open WebUI What is a Webhook? A Complete Guide for Beginners Headless BI: How a Universal Semantic Layer Replaces Tool-Specific Models Beyond Translation: A Developer's Guide to App Localization (i18n & l10n) Aegis: Designing an Offline Ambient Co-Working Companion for High-Burnout Medical and STEM Grinds Local LLM Code Completion Showdown: Zed AI vs Continue vs Cursor (Honest 2026 Review) The Agentic Payment Protocol Wars Your No-Code AI Agent Has a Memory Problem The Agentic Payment Protocol Wars How to Bypass LinkedIn Commercial Use Limit in 2026 (Without Paying $150/mo) We built a statechart hosting platform where two actors in the same state can migrate to different versions — here's why that matters Playwright vs TWD: A Frontend Developer's Honest Comparison Claude Code's skillListingBudgetFraction: The Undocumented Setting Silently Killing Half Your Skills O GitHub pode mudar sua carreira mais do que você imagina Just redesigned and launched my developer portfolio 🚀 Would genuinely love some honest feedback from the dev community 👨‍💻 Data Virtualization and the Semantic Layer: Query Without Copying Launching opub: donated compute for open-source maintainers Four iteration rounds on a security scanner I run, all of them visible. Here is what the loop actually looks like. Why Good Abstractions Make Debugging Harder Found a Coordinated Inauthentic Network on GitHub: 24 Accounts, Fabricated History, and a Generator That Left Its PID in Three READMEs Cursor Just Released Composer 2.5. Here's What Actually Changed for AI Coding Agents. What Wrong Docs Cost Test Automation Teams Export Your DeepSeek Chats to Word, PDF, Google Docs, Markdown & Notion in One Click When the Docs Lie OpenShift Observability: Built-in vs. Bring-Your-Own If your AI initiative is pending for 6 months, the bottleneck is probably not technology Hermes Agent Under the Hood: The Open-Source Runtime for Autonomous AI Systems Expert Systems -The AI That Existed Before AI Was Cool AI-generated accessibility, an update — frontier models still fail, but skills change the game My HTML Learning Journey 🚀 The Day PayPal Failed and the Rust Rewrite Saved the Product Launch Google Sheets CRM: 4 Ways I've Actually Done It (with Apps Script Code) BrontoScope: AI-Powered Error Investigations The job of an AI engineer inside a 40-person company is not what most CEOs think it is Building a Clinical Speech-Therapy App With a Real SLP: 4 Lessons From PhoenixSteps 7 overlooked .Net features How Stripe Took 48 Hours and 3 API Calls to Break My Freelance Income Stream in Lagos Pretty normal Both Camps in the 'Left Behind' Argument Are Right About Each Other Flutter MCP Toolkit v3 Google Just Shipped Gemini 3.5 Flash. Here's What Developers Actually Need to Know. 🔐 Working with Private Symfony Recipes Rate limiting in web apps: what to protect before picking a library Rate limiting en aplicaciones web: qué proteger antes de elegir una librería What Are Lakehouse Catalogs? The Role of Catalogs in Apache Iceberg What It Really Takes to Become a Senior Software Engineer Microservices Were Never About Technology JS Crime Scene: The Misleading Array Project-as-code for a Directus v9 backend When the API literally burned your database after a typo COOKIES DPRK Hacking Trends 2026: AI‑Powered Supply Chain and Developer Environment Attacks Phone control for AI coding sessions is not a tiny terminal PayPal and Crypto Are Not Equals: How I Built a Gumroad Alternative for Restricted Countries Exploring Tech as a Content Writer I Raised Gemma 4's Token Cap. The Dense Model Stopped Refusing. React Server Components Don't Make Your App Fast by Default Multi-Stage Builds for a Next.js App — Reduce Image Size by 70% I Built a Chrome Extension That Teaches Vocabulary While You Browse Why I Walked Back from Next.js and RSC to a Plain SPA and a Separate Backend NeuralPocket: Private On-Device AI with Gemma 4 — Android & Web Github Speckit: Revolucionando o Desenvolvimento com SDD Cloud Cost Elasticity I Built a Payment System for Bangladesh—Heres Why Stripe Failed Us Polyglot Persistence in Microservices: Choosing the Right Database for Each Service Centralized Authentication for a Multi-Brand Laravel Ecosystem How I made a perfect recording button. Simple yet complex thing.
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.