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

T
Threatpost
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
V
Visual Studio Blog
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Forbes - Security
Forbes - Security
人人都是产品经理
人人都是产品经理
N
Netflix TechBlog - Medium
Recent Commits to openclaw:main
Recent Commits to openclaw:main
WordPress大学
WordPress大学
Webroot Blog
Webroot Blog
Jina AI
Jina AI
H
Hacker News: Front Page
Attack and Defense Labs
Attack and Defense Labs
T
Troy Hunt's Blog
TaoSecurity Blog
TaoSecurity Blog
AI
AI
Hacker News - Newest:
Hacker News - Newest: "LLM"
Google Online Security Blog
Google Online Security Blog
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
Help Net Security
Help Net Security
美团技术团队
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
博客园 - 叶小钗
P
Privacy International News Feed
A
Arctic Wolf
IT之家
IT之家
云风的 BLOG
云风的 BLOG
S
Security Affairs
Simon Willison's Weblog
Simon Willison's Weblog
The Cloudflare Blog
博客园 - 司徒正美
Vercel News
Vercel News
C
Cyber Attacks, Cyber Crime and Cyber Security
SecWiki News
SecWiki News
K
Kaspersky official blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
N
News and Events Feed by Topic
S
Schneier on Security
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
有赞技术团队
有赞技术团队
PCI Perspectives
PCI Perspectives
F
Fortinet All Blogs
T
Tenable Blog
Spread Privacy
Spread Privacy
T
The Blog of Author Tim Ferriss
S
Securelist
L
LangChain Blog
Latest news
Latest news
Cloudbric
Cloudbric
博客园 - 三生石上(FineUI控件)

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"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" — What Actually Happened Comfy Cloud’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 — 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 — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – 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 — Here's What I Found About How Markets Really Move EcoTrack AI — 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 — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’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 — 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-2025–62718: 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 — 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 — 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 — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 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 — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — 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 Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — 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 — 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 — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
cc-thingz v6: portable skills and hooks for AI coding agents
Alexei Ledenev · 2026-06-28 · via DEV Community

Alexei Ledenev

I released v6 of cc-thingz.

Short version: battle-tested skills and hooks for AI coding agents.

Longer version: I wanted the same developer workflow available in whichever coding agent and LLM model I use today.

  • Claude Code for some tasks
  • Codex CLI for others
  • Gemini CLI sometimes
  • Pi when I want the harness and subagents

The annoying part: skills are almost portable but work better when written as agent-specific and model-specific.

Each tool has its own plugin format, lifecycle events, hook model, permissions, and model behavior. Copy-pasting prompts between tools works for a few minutes, then turns into balagan.

So cc-thingz keeps one source of truth and compiles it into each agent's native setup.

What it is

cc-thingz is not a coding agent.

It is a portable workflow layer for coding agents:

  • skills
  • hooks
  • small role agents
  • guardrails
  • language references
  • generated per-agent exports

The repo source lives under src/. The build emits target-specific output for:

  • Claude Code plugins
  • Codex CLI skill exports
  • Gemini CLI extensions
  • Pi skills, agents, and hooks

Same workflow ideas. Native shape per agent.

What developers get

The project covers the boring, useful parts around coding with agents:

  • code review with severity/confidence rubrics
  • bug fixing with reproduce-first loops
  • refactoring with behavior-preserving checks
  • tests based on behavior seams
  • documentation updates grounded in code facts
  • git hygiene and worktrees
  • infra ops
  • browser automation
  • docs lookup and web research
  • lightweight spec-driven work

This is the stuff that keeps an AI coding session from becoming one giant chat window with vibes.

Why hooks matter

Prompts can ask the agent to behave.

Hooks can put friction in the right place.

cc-thingz includes hooks for things like:

  • suggesting relevant skills from the user's prompt
  • blocking protected paths and secrets
  • formatting and linting after edits
  • running focused tests after code changes
  • printing repo/session context on start
  • git guardrails

That is the practical difference between a prompt pack and a workflow.

A prompt says: "please run tests".

A hook runs the focused tests when the edit is done.

What is new in v6

v6 adds first-class workflows for:

  • Rust
  • C#/.NET
  • Java/Kotlin

That brings the language set to:

  • C#/.NET
  • Go
  • Java/Kotlin
  • Python
  • Rust
  • TypeScript
  • shell
  • web

The language work is not just writing-rust or writing-java-kotlin prompts.

The hooks understand the stacks too:

  • focused lint/format on changed files
  • nearest test target per build system
  • project detection on session start
  • skill routing by file extension, toolchain, and framework terms

So if the agent edits a Rust file, a .csproj, or a Gradle module, the workflow can choose a scoped feedback loop instead of running the universe.

Why these skills are better than random prompts

Not magic. Just boring engineering hygiene.

1. They come from daily use

The skills were written and refined while using agents on real code, not generated as a weekend prompt dump.

2. They are agent-native

Each target gets its own native format. Claude Code gets plugins. Gemini gets extensions. Pi gets skills, agents, and extensions. Codex gets skill exports.

3. They include hooks

The workflow is not only instructions. It also includes runnable checks and guardrails.

4. They compose

The agent model was simplified from 39 agents to 3 roles:

  • engineer — can edit and verify code
  • reviewer — read-only, adversarial, finds bugs
  • advisor — verdict, risks, next actions

Languages live in references. One reviewer can work across 8 languages instead of maintaining one reviewer per language.

5. The source of truth is shared

The same workflow logic is authored once, then compiled into the target output. Less drift. Less "why is this broken only in tool X?"

Should you try it?

Try it if:

  • you use Claude Code, Codex CLI, Gemini CLI, or Pi
  • you switch between more than one agent or model
  • you work in polyglot repos
  • you want focused lint/test hooks around agent edits
  • you want review/fix/test/refactor workflows that are more specific than "be careful"

Maybe skip it if:

  • you only use one tool and already have a setup you love
  • you want a fully generic, unopinionated prompt pack
  • you do not want hooks touching your workflow

cc-thingz is opinionated on purpose. Neutral agent workflows become mush.

Install

Claude Code:

/plugin marketplace add alexei-led/cc-thingz
/plugin install dev-flow@cc-thingz
/plugin install programming@cc-thingz

Gemini CLI:

gemini extensions install https://github.com/alexei-led/cc-thingz

Pi:

pi install npm:pi-subagents
pi install git:github.com/alexei-led/cc-thingz

Codex CLI:

git clone https://github.com/alexei-led/cc-thingz.git ~/src/cc-thingz
cd ~/src/cc-thingz
make build
codex
# inside Codex: /plugins

Repo: https://github.com/alexei-led/cc-thingz

Built from daily use. Practical, opinionated, and hopefully less balagan.