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

U
Unit 42
A
About on SuperTechFans
J
Java Code Geeks
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Stack Overflow Blog
Stack Overflow Blog
Recent Announcements
Recent Announcements
GbyAI
GbyAI
F
Fortinet All Blogs
Blog — PlanetScale
Blog — PlanetScale
MongoDB | Blog
MongoDB | Blog
MyScale Blog
MyScale Blog
aimingoo的专栏
aimingoo的专栏
H
Help Net Security
月光博客
月光博客
博客园 - Franky
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
Apple Machine Learning Research
Apple Machine Learning Research
The Cloudflare Blog
WordPress大学
WordPress大学
S
SegmentFault 最新的问题
T
Tailwind CSS Blog
Jina AI
Jina AI
有赞技术团队
有赞技术团队
博客园_首页

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
GitHub - bartaxyz/GitPT: Git Prompt Tool - AI commit mess...
bartaxyz · 2026-06-22 · via Hacker News: Show HN

GitPT (Git Prompt Tool) is a git command alias that writes your commit messages with an LLM, built for on-device models. Use it anywhere you use git: every command it doesn't change passes straight through, so you can replace git with it and lose nothing. The one command that changes is commit, which writes the message for you.

Big remote models already write commits fine. The harder case is the small local model on your machine (Apple's Foundation Models, Ollama, LM Studio), which holds only a few thousand tokens. A real diff is much larger, so GitPT summarizes it file by file until it fits the model's context window, then writes the message from that summary. Remote APIs (OpenAI, Anthropic, OpenRouter) work too.

GitPT generating a commit message

The diff is summarized to fit the model's context window before the message is written.

New: Apple Foundation Models. On macOS 27 and later, GitPT runs on Apple's built-in on-device model. No API key, no signup, nothing leaves your Mac. Run gitpt setup and choose Apple Foundation Models.

Install

Setup

gitpt setup     # pick a model

Optional: alias git so GitPT runs everywhere you already type git.

Use

With plain git, you write the message yourself:

git add .
git commit -m "fix: handle empty staged diff"   # you write the message

With GitPT, you don't:

gitpt add .
gitpt commit                                    # GitPT writes it from the diff

gitpt commit reads your staged diff, writes the message, and opens it in your editor. Save and close to commit.

Commands

  • gitpt commit: write a commit message from staged changes. Respects -m and your commitlint rules.
  • gitpt model: pick or switch the model. Each provider keeps its own key.
  • gitpt setup / gitpt config / gitpt reset: configure, show, or clear settings.
  • gitpt pr create: draft a pull request title and description with the gh CLI (experimental).

Models

  • On-device: Apple's Foundation Models on macOS 27 or later (no API key), or any OpenAI-compatible local server such as Ollama or LM Studio.
  • Remote: OpenAI, Anthropic, OpenRouter. Bring an API key.

Requests and bugs

Want a feature or hit a bug? Open an issue.

License

MIT