context-driven-development 是做什麼的？
在 conductor/ 目錄中建立與維護專案背景產出物（product.md、tech-stack.md、workflow.md、tracks.md）。從頭開始搭建新專案、從現有程式碼庫提取背景資訊、在實作前驗證產出物的一致性，並隨著專案演進同步文件。適合在設定專案、建立或更新產品文件、管理技術棧文件、定義開發流程、追蹤工作單元、接手現有程式碼庫或執行專案搭建時使用。
在 `conductor/` 目錄中建立與維護專案背景產出物（product.md、tech-stack.md、workflow.md、tracks.md）。從頭開始搭建新專案、從現有程式碼庫提取背景資訊、在實作前驗證產出物的一致性，並隨著專案演進同步文件。
此技能旨在透過結構化的背景驅動開發方法來管理專案。它會在專案根目錄的 `conductor/` 資料夾中生成並維護一系列核心文件：「product.md」定義產品目標、「tech-stack.md」記錄技術棧、「workflow.md」規範開發流程，而「tracks.md」則追蹤工作單元。該技能支援多種使用場景：從零開始搭建新專案時，它會引導使用者建立這些文件；導入現有程式碼庫時，它會分析原始碼以提取技術棧與結構並產出相關文件；在實作新功能前，它會驗證文件之間的一致性，確保開發方向與產品目標及技術選擇相符；當專案演進時，它也能同步更新這些文件以保持最新狀態。此技能特別適合在初始化專案、更新產品文件、管理技術棧、定義開發流程、追蹤工作任務、或接手現有程式碼庫時使用。支援平台包括 Claude Code、Cursor 及 Codex 等 AI 代理工具。
npx skills add https://github.com/wshobson/agents/tree/main/skills/context-driven-developmentInstalled? Explore more 生產力與協作 skills: steipete/gemini, steipete/gh-issues, steipete/skill-creator · View all 6 →
在 conductor/ 目錄中建立與維護專案背景產出物（product.md、tech-stack.md、workflow.md、tracks.md）。從頭開始搭建新專案、從現有程式碼庫提取背景資訊、在實作前驗證產出物的一致性，並隨著專案演進同步文件。適合在設定專案、建立或更新產品文件、管理技術棧文件、定義開發流程、追蹤工作單元、接手現有程式碼庫或執行專案搭建時使用。
This repo contains 20 individual skills — each has its own dedicated page.
Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support. Use when auditing accessibility, implementing ARIA patterns, building for screen readers, or ensuring inclusive user experiences.
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.
Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code.
Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use this skill when analyzing malware evasion techniques, when implementing anti-debugging protections for CTF challenges, when reverse engineering packed binaries, or when building security research tools that need to detect virtualized environments.
Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards.
Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architectural choices, or establishing decision processes.
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use this skill when designing clean architecture for a new microservice, when refactoring a monolith to use bounded contexts, when implementing hexagonal or onion architecture patterns, or when debugging dependency cycles between application layers.
Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations.
Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders.
Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues.
Audit and rewrite prose so it stops reading as machine-generated. Use this skill when asked to remove AI-isms, clean up AI writing, edit a draft for AI tells, audit a README, changelog, release note, PR description, or blog post for machine-sounding prose, or make text sound less like AI. Supports a detect-only mode, a rewrite mode, and an edit-in-place mode, with optional voice and context profiles.
Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating strategies, or building backtesting infrastructure.
Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.
Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.
Optimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise codebases.
Pre-build product and feature risk review for founders, product managers, and AI-assisted builders. Use this skill when the user is about to build a landing page, MVP, SaaS product, internal tool, agent workflow, or major feature and needs to check demand, positioning, monetization, retention, trust, distribution, and adoption risk before implementation starts.
Build automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management. Use when implementing subscription billing, automating invoicing, or managing recurring payment systems.
Master binary analysis patterns including disassembly, decompilation, control flow analysis, and code pattern recognition. Use when analyzing executables, understanding compiled code, or performing static analysis on binaries.
Configure a PreToolUse hook to prevent AI agents from skipping git pre-commit hooks with --no-verify and other bypass flags. Use when setting up Claude Code projects that enforce commit quality gates.
Brand-first landing page designer — runs a brand-identity interview (colors, typography, shape language), then generates and iterates on a polished landing page via Stitch with deployment-ready HTML. Use when the user asks to create, design, or build a landing page, homepage, or marketing page and has no established visual direction. Skip when they have a design mockup, need a dashboard or app UI, are working at component level, building a multi-page app, or restyling with known design tokens — use frontend-design instead.
Gemini CLI one-shot prompts, summaries, generation, skills, hooks, MCP, or Gemma routing.
Fetch GitHub issues, select candidates, spawn background fix agents, open PRs, and optionally process PR review comments.
Create, edit, audit, tidy, validate, or restructure AgentSkills and SKILL.md files.
Search, install, update, sync, or publish agent skills with the ClawHub CLI and registry.
Delegate coding work to Codex, Claude Code, or OpenCode as background workers; not simple edits or read-only code lookup.
List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.