Top 10 Open Source Projects for Beginners to Contribute To
Top 10 Open Source Projects for Beginners to Contribute To Getting into open source can feel like showing up to a party where everyone already knows e…
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I Built an AI Code Reviewer Bot for GitHub - Using Only GitHub Actions (No External APIs!)
I created a free, open-source GitHub Action that automatically reviews every pull request using GitHub's native capabilities. Zero external APIs, zero…
Why Every Pull Request Needs an Explainable Merge Decision
Some pull requests waste a surprising amount of time without anyone touching the code. They look almost ready, but the conversation turns into process…
I Built a GitHub Portfolio Analyzer with Next.js + Gemini AI
The Problem I had 50+ GitHub repositories and absolutely no idea which ones were worth showing to recruiters or adding to my portfolio. Some were full…
I got tired of begging my team to review PRs so I built a leaderboard
In every dev team I've worked in, the same 2-3 people did all the PR reviews while everyone else stayed quiet. PRs sat unreviewed for days, senior dev…
Audit WCAG 2.1 accessibility on every pull request (free GitHub Action)
I build web apps and I always mean to audit accessibility before shipping, and I never do. axe-core DevTools is great but it's a browser extension I h…
Meet octoscope — your GitHub profile, at a glance, in your terminal
The problem If you work on GitHub every day, you probably know the dance. You're deep in a coding session, you want to glance at "how many PRs are ope…
5 Markdown Files That Tame Non-Deterministic AI in Your Engineering Org
Your AI Coding Agent Has No Memory. These 5 Files Fix That. Picture this: two developers on the same team, same repo, same AI coding assistant. One ge…
66 Tokens Make a Diffusion Language Model Look Easy
A diffusion language model generates text by starting from masked or otherwise corrupted tokens and iteratively restoring them. In this MacBook Air M2…
Your Projects, One Jump Away with JustJump
You open a terminal, and before you can do any actual work, you type something like: cd ~/projects/foo/ Or if you work with WordPress: cd ~/projects/c…
I Built Scribble Studio: Turn Messy Voice Notes & Standups into Structured GitHub Issues + PRs
I’ve lost way too many hours turning chaotic standup discussions, voice memos, and scattered notes into properly formatted GitHub issues. So I built S…
GitHub Actions Slow? What's Actually Wasting Your Time
Your GitHub Actions pipeline takes 20 minutes. Your team runs it 50 times a day. That's 16 hours of CI compute daily — and most of it is waste. Develo…
Automate Code Reviews with Claude API and GitHub Actions in TypeScript
Automate Code Reviews with Claude API and GitHub Actions in TypeScript Pull request reviews are a bottleneck. Senior engineers block on them; junior c…
Launching gh-dep-risk: a GitHub CLI extension for npm dependency PR review
Launching gh-dep-risk I built gh-dep-risk to make npm dependency pull request review faster. It is a precompiled GitHub CLI extension that summarizes …
Best GitHub README Examples (And What Makes Them Work)
Most GitHub READMEs fall into one of two failure modes: the wall of text that explains everything except how to get started, or the three-line stub th…
a Mac app that turns //TODO comments into GitHub issues automatically
Bar Ticket Download Now You write //TODO: comments all day. You file maybe 10% of them as GitHub issues. The rest die in your codebase. You know it. I…
Copilot CLI Weekly: PR Workflows, Extensions, and Multi-Turn Background Agents
The 1.0 Era Accelerates One week after the focus shifted to safety and hardening , GitHub dropped v1.0.5 yesterday with a feature set that feels more …
Share Your Repo and I'll Show You What Would Break If You Enforced Code Standards
You want to enforce rules like "Detects hardcoded secrets (API keys, tokens, credentials) in code." or "Ensures APIs are protected by rate limiting." …