面向 Claude Code、Cursor 与 Windsurf 的 社区 utilities AI Agent Skills，聚焦 开发者工作流自动化。
该页面聚焦社区构建的 MCP 工具与集成，强调对开发者有实际价值的项目。列表优先收录维护活跃、工作流场景清晰的工具，覆盖编码辅助与自动化组件。可作为团队评估社区方案时的起点。
安装路径已经明确后，优先继续进入最贴合这页主题的 solution、CLI 或判断页。这样更容易把平台型、框架型和运维型需求继续收口成可验证的高意图链路。
Comprehensive guide for building production-ready MCP (Model Context Protocol) servers. Covers both FastMCP (Python) and MCP SDK (Node/TypeScript) implementations with practical examples, best practices, error handling, testing strategies, security guidelines, and real-world integration patterns.
Use this skill when the user asks to work with GitHub from the command line using gh CLI. This includes managing repositories, issues, pull requests, releases, authentication, codespaces, actions, and any other GitHub operations. Use this skill for phrases like create a PR, manage issues, clone a repo, check gh status, or any GitHub CLI workflow.
Apply modern web development best practices for security, compatibility, and code quality. Use when asked to apply best practices, security audit, modernize code, code quality review, or check for vulnerabilities.
Build REST APIs with proper error handling, status codes, request validation, response formatting, and rate limiting. Apply when creating API routes, handling errors, validating input, or designing API responses.
GitHub CLI (gh) 是一个命令行工具，用于与 GitHub 进行交互
Transform vague inputs into precision-optimized AI prompts for Claude, ChatGPT, Gemini, or other LLMs. Use when user mentions optimize prompt, improve prompt, lyra, prompt engineering, or needs help crafting effective AI prompts.
Search GitHub - find code, issues, users, and repositories across GitHub using gh CLI
Autonomous task execution from GTD.md items. Use when processing GTD tasks, call prep, outreach, or podcast preparation.
Review and verify API documentation routes on the Formisch website. Use when checking documentation accuracy, completeness, and consistency with source code.
GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing flexible quantization from 2-8 bit without GPU requirements.
FastAPI with Supabase and SQLAlchemy/SQLModel
GitHub CLI Agent Session Extension
Expert prompt engineer specializing in advanced prompting
Convert PRDs to prd.json format for the Ralph autonomous agent system. Use when you have an existing PRD and need to convert it to Ralphs JSON format. Triggers on: convert this prd, turn this into ralph format, create prd.json from this, ralph json.
Semantic code research across GitHub repositories for finding implementations, patterns, and conducting PR/security reviews.
Use when searching for repositories across GitHub - provides syntax for filtering by stars, forks, language, topics, license, archived status, and all repository attributes
Use this agent when researching external best practices, documentation, and examples for any technology, framework, or development practice. Specializes in gathering information from official documentation, community standards, and well-regarded open source projects. Triggers on requests like research best practices, find examples of, how should I implement.
AI-powered text-to-speech CLI tool. Use for pronunciation queries, reading text aloud, generating audio files, or language practice. Triggers on how to pronounce, say this, read aloud, TTS, text to speech, speak, or audio generation requests.
Solve Advent of Code puzzles, algorithm challenges, and competitive programming problems. Activate when user provides AoC problem context/input, mentions solving puzzles/challenges, asks about algorithm selection (BFS, DFS, DP, etc.), or needs help with parsing structured input.
Use when searching GitHub via CLI for issues, PRs, repos, code, or commits - provides correct syntax for exclusions, qualifiers, quoting, and platform-specific handling to avoid command failures
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.
Create, update, and manage Jira issues from natural language. Use when the user wants to log bugs, create tickets, update issue status, or manage their Jira backlog.
Choose the right serialization format for .NET applications. Prefer schema-based formats (Protobuf, MessagePack) over reflection-based (Newtonsoft.Json). Use System.Text.Json with AOT source generators for JSON scenarios.
Generate or edit images using Google Gemini API via nanobanana. Use when the user asks to create, generate, edit images with nanobanana, or mentions image generation/editing tasks.
Manage issues with The Folds CAS-native BBS (Bulletin Board System). Use for creating, updating, searching, and tracking issues. Invoke when the user wants to create tickets, find work, check issue status, or manage dependencies.
Google Cloud Platform architecture patterns and best practices. Use when designing, deploying, or reviewing GCP infrastructure including GKE, Cloud Run, Cloud Functions, BigQuery, and IAM.
Use when adding animations with Motion Vue (motion-v) - provides motion component API, gesture animations, scroll-linked effects, layout transitions, and composables for Vue 3/Nuxt
Transforms vague UI ideas into polished, Stitch-optimized prompts. Enhances specificity, adds UI/UX keywords, injects design system context, and structures output for better generation results.
Comprehensive BOQ (Bill of Quantities) creation and management for construction projects. This skill should be used when Claude needs to: (1) Create new BOQ files with standard work categories, (2) Add items to existing BOQ, (3) Manage construction cost estimates with material and labor breakdowns, (4) Generate Thai construction project cost sheets with proper formatting
Nuxt SEO meta-module with robots, sitemap, og-image, schema-org. Use when configuring SEO, generating sitemaps, creating OG images, or adding structured data.
C++ Pro是一种提供现代C++编程最佳实践的技能，包括RAII和智能指针
Poll favorite RSS feeds including Hacker News and Lobsters. Fetches latest tech headlines and provides a summary of current news. Use when you want to catch up on tech news or see whats trending.
并行任务执行器是一种通过解析任务依赖和更新日志来实现任务执行的技术
Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Trigger only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do not trigger for general maintainer lists or non-security ownership questions.
Use when user asks about documentation workflow, how to document, doc system, what is llmdoc, how does llmdoc work, or needs guidance on the documentation system.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects.
This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.
Control Wyze smart home devices including cameras, bulbs, and plugs
Manage Arlo security cameras, video doorbell, and smart home security
This skill should be used when the user asks to create a pull request, create PR, open PR, create an issue, file an issue, create a GitHub issue, create a Claude Code issue, report a bug in Claude Code, create a Codex issue, report a bug in Codex CLI, create a discussion, start a GitHub discussion, or mentions OSS contribution workflows.
Optimize Core Web Vitals (LCP, INP, CLS) for better page experience and search ranking. Use when asked to improve Core Web Vitals, fix LCP, reduce CLS, optimize INP, page experience optimization, or fix layout shifts.
Plan-spec-implement workflow for structured development. Only use when explicitly directed by user or when mentioned in project AGENTS.md file. Generates ephemeral plans in ~/.dot-agent/, applies specs to project docs, then implements test-first.
Create Model Context Protocol (MCP) servers that expose tools, resources, and prompts to Claude. Use when building custom integrations, APIs, data sources, or any server that Claude should interact with via the MCP protocol. Supports both TypeScript and Python implementations.
AWS Identity and Access Management for users, roles, policies, and permissions. Use when creating IAM policies, configuring cross-account access, setting up service roles, troubleshooting permission errors, or managing access control.
Develop examples for AI SDK functions. Use when creating, running, or modifying examples under examples/ai-functions/src to validate provider support, demonstrate features, or create test fixtures.
Optimization techniques including OnPush, @defer, and Image Optimization.
Use when building real-time communication systems with WebSockets or Socket.IO. Invoke for bidirectional messaging, horizontal scaling with Redis, presence tracking, room management.
Deploy a Vibes app to exe.dev VM hosting. Uses nginx on persistent VMs with SSH automation. Supports client-side multi-tenancy via subdomain-based Fireproof database isolation.
Use bdg CLI for browser automation via Chrome DevTools Protocol. Provides direct CDP access (60+ domains, 300+ methods) for DOM queries, navigation, screenshots, network control, and JavaScript execution. Use this skill when you need to automate browsers, scrape dynamic content, or interact with web pages programmatically.
Short alias for vc-phase-loop. Use when the user invokes vcf: or use vcf: and wants maximum hands-off completion.
Research, validate, and set up technology profiles in content/technologies. Handles both new entries and updates to existing ones.
Vite build tool configuration, plugin API, SSR, and Vite 8 Rolldown migration. Use when working with Vite projects, vite.config.ts, Vite plugins, or building libraries/SSR apps with Vite.
Gère le schéma Prisma et les migrations de Motivia. Utilise ce skill quand lutilisateur demande de modifier la base de données, ajouter une table, un champ, une relation, ou effectuer une migration. PostgreSQL avec Prisma ORM.
Deploy applications to Vercel with edge functions, serverless, and ISR.
Find and answer unanswered GitHub discussions. Activate when user wants to contribute to open source discussions, help answer GitHub questions, or find discussions to answer. Delegates all work to subagents.
自动化 GitHub 操作。当用户需要管理仓库、创建 PR、处理 Issue、自动化 CI/CD 或进行代码审查时使用此技能。
Loro CRDT state management with loro-mirror. Use when working on files in src/lib/crdt/.
Search GitHub for repos, code, and usage examples using gh CLI. Capabilities: repo discovery, code search, finding library usage patterns, issue/PR search. Actions: search, find, discover repos/code/examples. Keywords: gh, github, search repos, search code, find examples, how to use library, stars, language filter. Use when: finding repositories, searching code patterns, discovering how libraries are used, exploring open source.
Delegate tasks to parallel worktree agents.
Execute SQL queries against the local PostgreSQL database. Accepts raw SQL or natural language queries that get converted to SQL automatically. Use for inspecting data, running queries, or managing the Kindle notes database.
Standards for String Catalogs, L10n, and Asset Management.
Enterprise-grade browser automation using WebDriver protocol. Use when the user needs to automate web browsers, perform web scraping, test web applications, fill forms, take screenshots, monitor performance, or execute multi-step browser workflows. Supports Chrome, Firefox, and Edge with connection pooling and health management.
Automatically generate and execute Python test scripts from OpenAPI specifications and GraphQL schemas with enhanced features
Expert guidance for integrating and building applications with shadcn/ui components, including component discovery, installation, customization, and best practices.
Patchright-based browser automation with bot detection bypass. Use when Claude needs to interact with local web applications, test localhost/dev servers, take screenshots, or perform UI interactions on private networks. Ideal for QA automation, frontend debugging, E2E testing, and pre-deployment verification on local development environments.
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning, organizing work, tracking progress, or wants structured output.
Generate images using ModelScope Z-Image-Turbo API. Use when user asks to generate, create, or make images, pictures, or illustrations.
Generate images using Nano Banana Pro (Gemini 3 Pro Preview). Use when creating app icons, logos, UI graphics, marketing banners, social media images, illustrations, diagrams, or any visual assets. Supports reference images for style transfer and character consistency. Triggers include phrases like generate an image, create a graphic, make an icon, design a logo, create a banner, same style as, keep the style, or any request needing visual content.
Use when creating HTML email templates with React components - welcome emails, password resets, notifications, order confirmations, newsletters, or transactional emails.
This skill should be used when analyzing binaries, executables, or bytecode to understand what they do or how they work. Triggers on binary, executable, ELF, what does this do, reverse engineer, disassemble, decompile, pyc file, python bytecode, analyze binary, figure out, marshal. Routes to sub-skills for triage, static analysis, dynamic analysis, synthesis, or tool setup.
Enables Time Machine coding. Records tasks as a Recipe and allows intelligent replay/modification of history.
Comprehensive Excel spreadsheet creation, editing, and analysis with support for formulas, formatting, charts, data analysis, and visualization. Use when working with .xlsx, .xlsm, .csv files for: (1) Creating spreadsheets with formulas and formatting, (2) Reading/analyzing data, (3) Modifying existing spreadsheets while preserving formulas, (4) Creating charts and visualizations, (5) Data transformation and analysis, (6) Multi-worksheet operations
Prompt Optimizer是一种AI工具，用于优化draft prompt
This AI agent skill provides expert guidance on designing consistent, developer-friendly REST APIs, including resource naming, status codes, and pagination.
autonomous-loops技能提供了Claude Code的自动化循环模式和架构，从简单的顺序管道到RFC驱动的多代理DAG系统。
点击路径审计是一种 AI 技术，用于分析用户界面的交互行为以检测错误和不一致性
代码库入门指南AI智能体技能是一种帮助开发者快速入门代码库的AI技能
Audits Claude Code context window consumption across agents, skills, MCP servers, and rules. Identifies bloat, redundant components, and produces prioritized token-savings recommendations.
C++编码标准基于C++ Core Guidelines，用于写作、审查或重构C++代码，强制执行现代、安全和惯用的做法
Build a fully automated AI-powered data collection agent for any public source — job boards, prices, news, GitHub, sports, anything. Scrapes on a schedule, enriches data with a free LLM (Gemini Flash), stores results in Notion/Sheets/Supabase, and learns from user feedback. Runs 100% free on GitH...
The django-verification skill automates testing, linting, and security scans for Django projects, ensuring quality and security before release or PR. It benefits developers by saving time and reducing errors.
The foundation-models-on-device skill enables developers to build AI-powered features using Apple Intelligence on-device, generating or summarizing text without cloud dependency. It helps developers create privacy-preserving AI features with custom tool calling and snapshot streaming.
Kotlin 测试模式是使用 Kotlin 语言进行测试的方法
Laravel TDD 是一种使用 PHPUnit 和 Pest 的测试驱动开发方法，用于提高 Laravel 应用的代码质量和可靠性
MCP服务器模式允许AI助手调用工具、读取资源和使用提示，使用Node/TypeScript SDK构建和管理MCP服务器
This AI agent skill processes documents using the Nutrient DWS API, benefiting developers by automating tasks such as format conversion, text extraction, and data redaction. It helps with AI coding by streamlining document workflows.
This AI agent skill provides comprehensive Perl security guidelines, helping developers ensure secure coding practices and prevent common vulnerabilities.
项目指南示例技能是基于真实生产应用的项目特定技能模板，用于展示AI智能体的集成
Python模式AI Agent Skill提供了Pythonic的惯用表达式、PEP 8标准、类型提示和最佳实践，用于构建强健、效率高、易于维护的Python应用程序
Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications.
Rust 测试模式是指使用 Rust 语言进行测试的方法和技术，包括单元测试、集成测试等
The santa-method AI agent skill provides multi-agent adversarial verification, helping developers ensure code accuracy and compliance by utilizing two independent review agents.
The search-first AI agent skill systematizes the research-before-coding workflow, assisting developers in finding existing tools and libraries before implementing custom code. This skill benefits developers by saving time and reducing redundant code.
安全扫描技能使用 AgentShield 检测 Claude Code 配置中的安全漏洞、配置错误和注入风险。提高代码安全性和合规性。
AI视频编辑工作流，用于剪辑、结构化和增强现有视频。支持多种工具和平台。
See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio, video), and create real time alerts for events from live streams or desktop capture.
本AI智能体技能可以自动翻译签证申请文档，生成中英双语PDF，支持HEIC、PNG格式
Canary Watch 是一种用于监测部署后的回归的 AI 代理技能。它可以检测 HTTP 状态、控制台错误、网络故障和性能问题。
Orchestrate multi-agent coding tasks via Claude DevFleet — plan projects, dispatch parallel agents in isolated worktrees, monitor progress, and read structured reports.
This AI agent skill streamlines C++ testing with GoogleTest and CMake, helping developers write and maintain robust tests. It automates test workflows for efficient code validation.
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
This AI agent skill provides a thorough Flutter/Dart code review, covering widget best practices, state management patterns, and clean architecture. Developers can improve their code quality and productivity with this skill.
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
The laravel-patterns skill provides production-grade Laravel architecture patterns for scalable and maintainable applications, benefiting developers with improved workflow and app performance.
Rules-distill is an AI agent skill that extracts cross-cutting principles from skills and distills them into rules, enhancing coding productivity. It benefits developers by automating rules maintenance and providing a deterministic collection of principles.
安全防护AI智能体技能是一种防止破坏性操作的技能
Use this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive features. Provides comprehensive security checklist and patterns.
Spring Boot 验证循环是一种自动化的验证流程，用于检查 Spring Boot 项目的构建、静态分析、测试和安全扫描
海关贸易合规AI智能体技能是一种帮助确保跨境货物合法、成本优化的运输的技术
The energy-procurement skill helps senior energy managers optimize energy spend across multiple facilities. It analyzes tariff structures, identifies optimization opportunities, and evaluates demand charge mitigation strategies, leveraging AI coding for improved procurement decisions.
This AI agent skill enables retailers to optimize inventory levels through data-driven demand forecasting and automated replenishment planning, benefiting developers and retailers alike by minimizing stockouts and excess inventory.
The production-scheduling AI agent skill helps senior production schedulers optimize job sequencing, line balancing, and changeover optimization, benefiting production management, planning, quality, and maintenance teams by maximizing throughput and meeting customer delivery commitments.
Benchmark技能用于测量代码性能，检测回归，优化应用程序。它支持多种模式，包括页面性能、API性能、构建性能和比较
Blueprint 是一种 AI 工具，用于生成构建计划，帮助开发者高效完成任务
# Browser QA — Automated Visual Testing & Interaction ## When to Use - After deploying a feature to staging/preview - When you need to verify UI behavior across pages - Before shipping — confirm layouts, forms, interactions actually work - When reviewing PRs that touch frontend code - Accessibili...
This AI agent skill provides universal coding standards, best practices, and patterns for TypeScript, JavaScript, React, and Node.js development, helping developers maintain high-quality codebases. It assists in enforcing naming conventions, formatting, and structural consistency.
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.
Docker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.
exa-search is a neural search skill for AI coding assistants, helping developers find relevant information and code examples efficiently. It benefits developers by providing quick access to web content, company research, and people lookup.
Kotlin Exposed Patterns 是一种使用 JetBrains Exposed ORM 进行数据库访问的技术
Liquid Glass 设计系统为 iOS 26 应用提供动态玻璃材质，带来模糊、反射和交互式变形效果
Next.js Turbopack accelerates development with incremental bundling and file-system caching. Ideal for Next.js 16+ developers seeking faster startup and hot updates.
现代 Perl 5.36+ 开发模式，包括签名、错误处理和测试边界等最佳实践，帮助您提高代码质量和可维护性。
Plankton-code-quality enforces code quality at write-time, benefiting developers with auto-formatting, linting, and fixes via Claude subprocesses, enhancing overall coding efficiency.
该技能提供了一个实用的决策框架，用于解析结构化文本，帮助开发者选择正则表达式和 LLM 之间的最佳方法
TDD 工作流是一种软件开发方法，强调在编写代码之前先编写测试
Verification Loop 是一种 AI 工具，用于验证 Claude Code 会话的代码质量和可靠性
团队构建器AI智能体技能是一种交互式的AI团队构建工具，帮助您轻松组建和管理您的AI团队
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
Bun Runtime 是一个 JavaScript 运行时和工具包，用于替代 Node.js
内容哈希缓存模式是一种使用SHA-256哈希作为缓存键的文件处理结果缓存技术，支持文件重命名和自动失效
跨平台内容分发技能，适配多个社交媒体平台，实现内容的原生化分发
深度研究是一种使用火爬虫和Exa MCP工具从多个网络来源生成全面、引用来源的报告的技能。
Django TDD技能提供了使用pytest-django和TDD方法进行Django应用测试的解决方案
Idiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null safety, and DSL builders.
# Product Lens — Think Before You Build ## When to Use - Before starting any feature — validate the "why" - Weekly product review — are we building the right thing? - When stuck choosing between features - Before a launch — sanity check the user journey - When converting a vague idea into a spec ...
Spring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring Boot services.
Spring Boot TDD 是一种使用 JUnit 5、Mockito、MockMvc、Testcontainers 和 JaCoCo 的测试驱动开发方法
This AI agent skill enables developers to adopt Swift 6.2's concurrency model, ensuring single-threaded code by default and explicit background offloading. It helps resolve data-race safety compiler errors and optimizes app architecture.
This AI agent skill enables Swift developers to write testable code by abstracting external dependencies behind small, focused protocols, leveraging Swift Testing for deterministic results.
Continuous-learning-v2 is an advanced learning system that evolves Claude Code sessions into reusable knowledge, helping developers automate coding tasks through instinct-based behavior extraction and confidence scoring.
# Design System — Generate & Audit Visual Systems ## When to Use - Starting a new project that needs a design system - Auditing an existing codebase for visual consistency - Before a redesign — understand what you have - When the UI looks "off" but you can't pinpoint why - Reviewing PRs that touc...
Visualize whether skills, rules, and agent definitions are actually followed — auto-generates scenarios at 3 prompt strictness levels, runs agents, classifies behavioral sequences, and reports compliance rates with full tool call timelines
Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.
质量非一致性管理技能，用于调查和处理非一致性，确保产品质量和安全
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供应商关系管理是运输管理中的一个关键环节，涉及供应商选取、价格谈判、绩效跟踪等
物流异常管理是指在货运过程中发生的异常情况的管理，包括延迟、损坏、丢失或拒绝
Anthropic Claude API技能，为Python和TypeScript提供了 Messages API、流式处理、工具使用、视觉、批处理和提示缓存等功能
配置Everything Claude Code是一种交互式安装工具
The deployment-patterns skill enables developers to optimize web application deployment workflows using CI/CD pipelines, Docker, and health checks, ensuring production readiness and zero downtime.
Multi-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and other harnesses. Use when running multiple agent sessions in parallel or coordinating multi-agent development workflows.
E2E测试是端到端测试的简称，用于验证应用程序的功能
fal-ai媒体生成技能提供了图像、视频和音频的统一生成，支持文本到图像、文本到视频、文本到语音等功能
Go 测试模式是一种提高代码可靠性和可维护性的方法，包括表驱动测试、子测试、基准测试、模糊测试和测试覆盖率
Laravel 验证循环是一种自动化的流程，用于验证 Laravel 项目的环境、代码质量、安全性和部署准备
Perl 测试模式是使用 Test2::V0、Test::More 和 TDD 方法进行 Perl 应用程序测试的技术
This AI agent skill provides comprehensive Python testing strategies using pytest, TDD methodology, and best practices, helping developers write robust and maintainable code.
skill-stocktake 技能用于审计 Claude 代码和命令的质量，支持快速扫描和全面的代码检查
strategic-compact 是一种 AI 智能体技能，用于手动压缩上下文，保持任务逻辑完整性
The continuous-learning skill automates pattern extraction from Claude Code sessions, saving developers time and effort. It identifies and saves useful patterns for future use, enhancing AI coding workflows.
前端开发模式是指用于构建现代Web应用程序的技术和方法
Documentation Lookup是一种使用Context7 MCP获取最新库和框架文档的技术
市场研究AI技能是指利用AI技术进行市场分析、竞争对手分析和行业情报
RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.
agent-eval技能是一种轻量级的CLI工具，用于比较编码代理在自定义任务中的性能
This AI agent skill provides best practices for safe and reversible database migrations, benefiting developers working with PostgreSQL, MySQL, and common ORMs. It helps with schema changes, data migrations, and zero-downtime deployments.
Eval Harness 是一种用于 AI 代码开发的评估框架
Laravel 安全最佳实践是一套保护 Laravel 应用程序免受常见漏洞的影响的安全指南
This skill provides Nuxt 4 app patterns for hydration safety, performance, and SSR-safe data fetching, benefiting developers with optimized routing and rendering decisions.
PostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices.
ai-regression-testing技能为AI辅助开发提供回归测试策略，包括沙盒模式API测试和自动化缺陷检查工作流
The Architecture Decision Records skill helps developers capture and manage architectural decisions made during coding sessions. It auto-detects decision moments, records context, alternatives considered, and rationale, maintaining an ADR log for future reference.
Compose Multiplatform Patterns 是一种用于构建跨平台 UI 的 AI Agent Skill
Kotlin Coroutines 和 Flow 是一种用于实现结构化并发和反应式数据流的编程模型
Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot backend work.
X/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and platform-native content posting. Use when the user wants to interact with X programmatically.
The agent-harness-construction skill enhances AI coding by optimizing action spaces, tool definitions, and observation formatting, benefiting developers with higher completion rates.
Android Clean Architecture 模式，用于构建可维护和可扩展的应用程序
ClickHouse 是一种面向列的数据库管理系统，用于在线分析处理
The iterative-retrieval skill refines context retrieval for subagents, solving the context problem in multi-agent workflows. It benefits developers by progressively refining context.
Java 编码标准是指一套用于编写可读、可维护的 Java 代码的规则和指南
JPA/Hibernate 模式用于优化 Spring Boot 中的实体设计、关系和查询性能
Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.
PyTorch深度学习模式和最佳实践，用于构建强大、效率高、可复现的训练管道、模型架构和数据加载
SwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best practices.
前端幻灯片AI智能体技能是一种创建动画丰富的HTML演示文稿的技术，使用零依赖、视觉探索的方法。
持续代理循环是一种代理循环模式，用于实现代理的连续运行
AI文章写作工具是一种可以生成长篇内容的AI技术
内容引擎AI智能体技能是一种创建平台原生内容系统的技能，适用于多个平台和活动
NanoClaw REPL 是一个会话感知的命令行界面，用于运行和扩展 NanoClaw v2
企业级AI代理运营技能是一种用于管理长期运行AI代理系统的可观察性、安全性和生命周期管理的技术
The investor-materials AI agent skill helps developers create and update investor-facing documents, ensuring consistency and credibility across pitch decks, one-pagers, and financial models. This skill benefits developers and founders by automating the process of generating investor materials.
Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
AI-first engineering is a skill that helps developers design efficient processes, architectures, and code reviews for AI-assisted code generation, improving overall team productivity and code quality.
投资者外联AI智能体技能，帮助用户创建高效的投资者邮件和跟进邮件
The gh CLI is GitHubs official command line tool for interacting with GitHub repositories, issues, pull requests, and more. When needs to interact with GitHub repositories, issues, pull requests, and more, use this skill.
Manage a local GitHub knowledge base and provide GitHub search capabilities via gh CLI. Use when users ask about repos, PRs, issues, request to clone GitHub repositories, explore codebases, or need information about GitHub projects. Supports searching GitHub via gh CLI and managing local KB with GITHUB_KB.md catalog. Configure via GITHUB_TOKEN and GITHUB_KB_PATH environment variables.
Use when the user mentions searching Git/GitHub to explore GitHub repositories, code, issues, and commits using advanced search capabilities.
GitHub CLI (gh) comprehensive reference for repositories, issues, pull requests, Actions, projects, releases, gists, codespaces, organizations, extensions, and all GitHub operations from the command line.
不要回到泛化目录重新开始浏览。沿着这些相邻的高意图合集继续前进，能更快把比较范围收口到真正适合你团队的安装路径。
这是高信任合集，能让站点优先展示官方和强验证生态，而不是随机的长尾仓库。
围绕官方工具的编辑型合集，是裁剪后最快能重建权威感的页面形态。
这是工作流优先的合集，能解释相关 skills 为什么要放在一起，以及它们共同解决什么任务。
工作流合集能补上一手判断，而这恰恰是普通 skill 详情页最难说清楚的部分。
这是平台型合集，面向产品生态里最清晰的需求簇之一。
平台合集能让站点用更窄、更可信的主题意图恢复流量。
这是编辑器型需求的干净入口，能够明确承接 workflow intent。
编辑器型需求应该落到精选页，而不是随机 repo 覆盖页。
合集页的目标不是继续分流，而是帮助你先收口选择，再进入安装与验证。下面这 3 个问题就是整个承接链路的最小解释。
先用合集收口候选工具，再进入安装文档，不要继续无序打开更多仓库。这是最快进入真实安装与验证的路径。
优先从官方与可信工具合集开始。那里会先集中第一方和成熟生态工具，再让你扩展到更广的工作流组合。
可以。先从合集里选一个技能，再打开安装指南，执行 `npx killer-skills add owner/repo`。CLI 会为支持的 IDE 写入正确的原生格式。
这些是当前合集的补充语义承接面，适合在你已经确认安装方向之后，再继续进入更细的比较、判断和场景执行。