ๆƒฏๆ€ง่šๅˆ ้ซ˜ๆ•ˆ่ฟฝ่ธชๅ’Œ้˜…่ฏปไฝ ๆ„Ÿๅ…ด่ถฃ็š„ๅšๅฎขใ€ๆ–ฐ้—ปใ€็ง‘ๆŠ€่ต„่ฎฏ
้˜…่ฏปๅŽŸๆ–‡ ๅœจๆƒฏๆ€ง่šๅˆไธญๆ‰“ๅผ€

ๆŽจ่่ฎข้˜…ๆบ

S
SegmentFault ๆœ€ๆ–ฐ็š„้—ฎ้ข˜
ไบ‘้ฃŽ็š„ BLOG
ไบ‘้ฃŽ็š„ BLOG
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
ๅš
ๅšๅฎขๅ›ญ_้ฆ–้กต
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
The GitHub Blog
The GitHub Blog
Google DeepMind News
Google DeepMind News
M
MIT News - Artificial intelligence
ๅš
ๅšๅฎขๅ›ญ - ๅถๅฐ้’—
MongoDB | Blog
MongoDB | Blog
N
News and Events Feed by Topic
Microsoft Security Blog
Microsoft Security Blog
Apple Machine Learning Research
Apple Machine Learning Research
OSCHINA ็คพๅŒบๆœ€ๆ–ฐๆ–ฐ้—ป
OSCHINA ็คพๅŒบๆœ€ๆ–ฐๆ–ฐ้—ป
T
Tailwind CSS Blog
Google DeepMind News
Google DeepMind News
ITไน‹ๅฎถ
ITไน‹ๅฎถ
W
WeLiveSecurity
P
Proofpoint News Feed
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
ๆœˆๅ…‰ๅšๅฎข
ๆœˆๅ…‰ๅšๅฎข
Schneier on Security
Schneier on Security
ๅš
ๅšๅฎขๅ›ญ - ไธ‰็”Ÿ็ŸณไธŠ(FineUIๆŽงไปถ)
Application and Cybersecurity Blog
Application and Cybersecurity Blog
่…พ
่…พ่ฎฏCDC
H
Heimdal Security Blog
Y
Y Combinator Blog
Engineering at Meta
Engineering at Meta
้‡
้‡ๅญไฝ
ๅฎ็މ็š„ๅˆ†ไบซ
ๅฎ็މ็š„ๅˆ†ไบซ
ๅš
ๅšๅฎขๅ›ญ - ใ€ๅฝ“่€็‰นใ€‘
V
Visual Studio Blog
L
LangChain Blog
Last Week in AI
Last Week in AI
The Cloudflare Blog
Hacker News: Ask HN
Hacker News: Ask HN
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
่ฎฉๅฐไบงๅ“็š„็‹ฌ็ซ‹ๅ˜็Žฐๆ›ด็ฎ€ๅ• - ezindie.com
่ฎฉๅฐไบงๅ“็š„็‹ฌ็ซ‹ๅ˜็Žฐๆ›ด็ฎ€ๅ• - ezindie.com
Security Archives - TechRepublic
Security Archives - TechRepublic
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
SecWiki News
SecWiki News
Simon Willison's Weblog
Simon Willison's Weblog
Security Latest
Security Latest
A
Arctic Wolf
T
Tenable Blog
I
Intezer
P
Privacy International News Feed
Attack and Defense Labs
Attack and Defense Labs
N
News | PayPal Newsroom
Martin Fowler
Martin Fowler

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Donโ€™t Fail โ€” They Drift Spilling beans for how i learn for exam๐Ÿ˜"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" โ€” What Actually Happened Comfy Cloudโ€™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 โ€” 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 โ€” Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cรณmo construรญ un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 ๐Ÿš€ I Built an Ethical Hacking Scanner Tool โ€“ 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 โ€” Here's What I Found About How Markets Really Move EcoTrack AI โ€” 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 โ€” I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve โ€” no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like Youโ€™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 โ€” 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-2025โ€“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 โ€” 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 โ€” 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 โ€” 2026/04/10โ€“04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI ้€ฑๅ ฑ โ€” 2026/04/10โ€“2026/04/17 ๆจกๅž‹ๅฐ้Ž–ๆฝฎไพ†ไบ†๏ผŒไฝ†ๅทฅๅ…ท้ˆๆ‰ๆ˜ฏ็œŸๆˆฐๅ ด Maybe this is how Open-Source apps are born... ๐Ÿš€ 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 โ€” $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase โ€” Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train โ€” 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 Extraรงรฃo de Vรญdeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life โ€” 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 โ€” 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 โ€” Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTrackingๅฎ‰่ฃ…ๅ’ŒiPhone้ขๆ•้…็ฝฎๆ•™็จ‹๏ผŒๆœ‰bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
๐Ÿค– Stop Writing Boring Commit Messages. Let a Local AI Do It for You.
Vlad ยท 2026-05-31 ยท via DEV Community

Vlad

How many times have you typed git commit -m "fix stuff" or git commit -m "wip" because you just wanted to push your code and grab a coffee?

Writing great, meaningful commit messages is a hallmark of a good developer. It helps your team, makes code reviews easier, and keeps your project history clean. But letโ€™s be honest: when youโ€™re deep in the zone, writing a perfect Conventional Commit is the last thing you want to spend brainpower on.

Enter komit โ€” an AI-powered git commit message generator that runs 100% locally on your machine. No API keys, no internet required, and completely private.


๐Ÿง  Why komit?

There are plenty of AI commit generators out there, but most of them send your proprietary diffs to external APIs (like OpenAI or Anthropic). If you are working on a closed-source enterprise project, thatโ€™s a massive security no-no.

komit bridges the gap by leveraging Ollama to run lightweight, powerful open-source LLMs right on your laptop.

โœจ Key Features:

  • ๐Ÿ”’ Pure Privacy: Everything stays on your machine via Ollama. No data leaks.
  • ๐ŸŒฟ Smart Branch Inference: It automatically reads your active git branch (e.g., feat/auth-login) to extract the exact Conventional Commit type (feat) and scope (auth) before the AI even starts writing!
  • ๐Ÿ“ Multiple Styles: Choose between conventional, simple, or detailed commit formats depending on your team's workflow.
  • โšก Safe & Interactive: It previews the message, letting you accept it, reject it, regenerate a new one, or open your default terminal editor ($EDITOR) to tweak it before finalizing.
  • ๐ŸชŸ Universal & Fast: Works seamlessly across Linux, macOS (including Apple Silicon), and Windows.

๐Ÿ› ๏ธ The Interactive Developer Experience

When you run komit, you get a beautiful, clean terminal interface:

โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Staged files (3) โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌ
โ”‚  โ€ข src/auth.py                                                   โ”‚
โ”‚  โ€ข tests/test_auth.py                                            โ”‚
โ”‚  โ€ข README.md                                                     โ”‚
โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ด
Branch name: feature/auth-tokens
Model: qwen2.5:7b ยท Style: conventional

โ ‹ Generating commit message...

โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Suggested commit message โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌ
โ”‚ feat(auth): add JWT authentication token engine [feature/auth-tโ€ฆ โ”‚
โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ด

ยป Choose an action: (y)es, (n)o, (e)dit, (r)egenerate [y]: 

Enter fullscreen mode Exit fullscreen mode

What do those options do?

  • y (Yes) $\rightarrow$ Instantly runs git commit -m "..." for you.
  • n (No) $\rightarrow$ Aborts the mission without touching your code.
  • e (Edit) $\rightarrow$ Launches your environment editor (git commit -m ... -e) so you can perfect the AI's draft.
  • r (Regenerate) $\rightarrow$ Feeds the diff back to Ollama for a fresh perspective.

๐Ÿš€ Getting Started in 60 Seconds

1. Prerequisites

You just need Ollama installed and a local model pulled down. We recommend any of these depending on your system specs:

# High quality (Recommended)
ollama pull qwen2.5:7b

# Great balance
ollama pull mistral:7b

# Blazing fast / Resource friendly
ollama pull llama3.2:3b

Enter fullscreen mode Exit fullscreen mode

2. Installation

You can install komit using your preferred method:

Via pipx (Recommended for Python CLI tools):

pipx install komit

Enter fullscreen mode Exit fullscreen mode

Via Shell Script (Linux/macOS):

curl -fsSL https://raw.githubusercontent.com/glemiu6/komit/master/scripts/install.sh | bash

Enter fullscreen mode Exit fullscreen mode

Via PowerShell (Windows):

irm https://raw.githubusercontent.com/glemiu6/komit/master/scripts/install.ps1 | iex

Enter fullscreen mode Exit fullscreen mode

3. Pro-Tip: Create a Git Alias

Make your life even easier by aliasing it directly in git:

git config --global alias.ai '!komit'

Enter fullscreen mode Exit fullscreen mode

Now, your workflow becomes:

git add .
git ai

Enter fullscreen mode Exit fullscreen mode


โš™๏ธ Customization & Styles

By running komit init, the tool sets up a global configuration file (~/.config/komit/config.toml) where you can tweak your default model, timeout limits, and preferred output style.

Here is what the different styles look like:

Conventional (Default)

feat(auth): add user authentication [feature/login]

Simple

Add user authentication [feature/login]

Detailed

feat(auth): add user authentication [feature/login]
- Add JWT token generation pipeline
- Implement password security layers using bcrypt primitives
- Append rotation verification routes


๐Ÿ›ก๏ธ Open Source & Contributing

komit is fully open-source under the Apache License 2.0. If you want to check out the code, report a bug, or add a feature, feel free to drop by the repository!

๐Ÿ‘‰ Check out komit on GitHub

Give it a spin, and let me know in the comments: Do you trust AI to write your commit messages, or are you a commit-message purist? ๐Ÿ‘‡