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

J
Java Code Geeks
G
Google Developers Blog
有赞技术团队
有赞技术团队
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Blog — PlanetScale
Blog — PlanetScale
罗磊的独立博客
博客园 - 聂微东
V
Visual Studio Blog
博客园_首页
D
DataBreaches.Net
腾讯CDC
I
InfoQ
F
Fortinet All Blogs
量子位
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - 【当耐特】
Google DeepMind News
Google DeepMind News
人人都是产品经理
人人都是产品经理
云风的 BLOG
云风的 BLOG
月光博客
月光博客
Recent Announcements
Recent Announcements
MongoDB | Blog
MongoDB | Blog
C
Check Point Blog

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 - press-pass/gifhub: Autonomous QA bug-hunt harnes...
spmartin823 · 2026-06-25 · via Hacker News: Show HN

An autonomous QA bug-hunt harness for any web-app repo.

Point a coding agent at your app; it walks the entire user flow like a real person, hunts for bugs, and for every bug it finds it:

  1. records a GIF of the bug happening,
  2. fixes it,
  3. proves the fix with a UI end-to-end test,
  4. records a GIF of that e2e test passing, and
  5. opens a PR for the bug with the before + after GIFs embedded inline, so a non-technical reviewer can watch the bug, then watch it disappear — without reading a line of code.

Demo

A bug-hunt PR a reviewer can read top to bottom — the bug it found, the before/after GIFs playing inline, and the root cause — without opening the diff:

gifhub bug-hunt demo: a PR showing what the user sees, before/after GIFs, and the root cause

Install as a Claude Code plugin

gifhub ships as a Claude Code plugin, so you can drop these skills into any repo:

/plugin marketplace add press-pass/gifhub
/plugin install gifhub

That installs three skills — bug-hunt (find + fix + GIF PRs), prod-bug-report (report-only), and get-or-create-per-worktree-dev-env (the isolation helper bug-hunt leans on) — plus the /bug-hunt slash command. The skills auto-trigger when you ask an agent to hunt for bugs. Run /plugin update gifhub to pull changes. To try it without installing, from a clone:

claude --plugin-dir /path/to/gifhub

Requirement: per-worktree environments

gifhub parallelizes by running subagents in separate git worktrees, each with its own isolated, running copy of the app. So the one thing your repo needs is a way to stand up an isolated environment per worktree — a command that boots the app on a unique port with isolated data / state / auth, so parallel agents never collide.

You don't have to build this by hand. The get-or-create-per-worktree-dev-env skill gets it if your repo already has it, or creates it if it doesn't — checking for a Conductor setup first (per-workspace provisioning out of the box), and otherwise writing a gifhub.toml in Conductor's schema plus a scripts/worktree-env.sh runner. It then proves the isolation (two worktrees side by side: distinct ports, isolated data, isolated auth) before declaring success. bug-hunt invokes it automatically before fanning out, and a hook blocks the fan-out until isolation is verified. If a repo genuinely can't isolate per worktree, gifhub runs single-threaded.

Point it at your repo

Tell the agent (or bake into the prompt):

  1. Env setup + App URL — usually nothing to do: get-or-create-per-worktree-dev-env gets-or-creates the isolated per-worktree env and returns the boot command + URL. Point it at an existing setup command if you already have one.
  2. E2E — the command that runs the UI e2e suite (Playwright, Cypress, …), and the fact that it can record video (needed to produce the GIFs).

The debug step

The bug-hunt skill is the full brief. With the plugin installed it runs as the /bug-hunt slash command or auto-triggers when you ask an agent to hunt for bugs. PROMPT.md carries the same brief as a copy-paste prompt for agents without the plugin.

Report-only mode

Want bug reports without fixes — e.g. run against production — instead of fix-and-PR? The prod-bug-report skill walks the live app's flows like a user and writes each bug up with reproduction steps (steps: / expected behavior: / actual behavior:). No code changes; it just produces reports.

How it works

The mechanics that make the GIFs reproducible and the e2e reliable are in METHODOLOGY.md, bundled with the bug-hunt skill:

  • one e2e spec produces both GIFs — before (run against the buggy build, fails) and after (run against the fix, passes),
  • GIFs embed inline in the PR body even for private repos, via committed ?raw=true image URLs,
  • favor deterministic UI surfaces for stable e2e (forms, inputs, toggles) over async/AI-driven UI,
  • one bug per worktree → one PR.