Coding

by ruvnet

Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory

by ruvnet

Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre/post task hooks, session management, Git integration, memory coordination, and neural pattern training for enhanced development workflows.

by ruvnet

AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing. Supports TDD, debugging, refactoring, and learning sessions. Features automatic role switching, continuous code review, security scanning, and performance optimization with truth-score verification.

by ruvnet

Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.

by ruvnet

Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.

by ruvnet

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration

by ruvnet

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows

by ruvnet

Orchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligent coordination. Use when scaling beyond single agents, implementing complex workflows, or building distributed AI systems.

by hzqst

Add a standard Purpose comment above each pure virtual method declaration in C++ interface header files (.h/.hpp). Use when asked to batch annotate interface classes or enforce a consistent comment block above `virtual ... = 0;` declarations.

by hzqst

为任意组件或模块创建/更新 Serena memory 的工作流与格式规范。用于用户要求“源码级梳理并写入 Serena memory”的场景，例如“对 X 进行源码级梳理并写入 Y.md”，或者“分析 X 并生成Serena memory”。适用于组件类/接口名或模块名（如 OACModule_*），并要求输出包含概述/职责/涉及文件/架构/依赖/注意事项/调用方等章节。

by MadAppGang

Get help with Conductor - commands, usage examples, and best practices

by MadAppGang

Execute tasks from track plan with TDD workflow and git commit integration

by MadAppGang

MANDATORY tracking protocol for multi-model validation. Creates structured tracking tables BEFORE launching models, tracks progress during execution, and ensures complete results presentation. Use when running 2+ external AI models in parallel. Trigger keywords - "multi-model", "parallel review", "external models", "consensus", "model tracking".

by MadAppGang

Run multiple AI models in parallel for 3-5x speedup with ENFORCED performance statistics tracking. Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or Claudish proxy for code review, consensus analysis, or multi-expert validation. NEW in v3.2.0 - Direct API prefixes (mmax/, kimi/, glm/) for cost savings. Includes dynamic model discovery via `claudish --top-models` and `claudish --free`, session-based workspaces, and Pattern 7-8 for tracking model performance. Trigger keywords - "grok", "gemini", "gpt-5", "deepseek", "minimax", "kimi", "glm", "claudish", "multiple models", "parallel review", "external AI", "consensus", "multi-model", "model performance", "statistics", "free models".

by MadAppGang

Use when managing server state with TanStack Query v5. Covers query key factories, data transformation, mutations, optimistic updates, authentication, testing with MSW, and best practices for async state management.

by brobertsaz

Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first

by fredrikaverpil

Use when receiving code review feedback (especially if unclear or technically questionable), when completing tasks or major features requiring review before proceeding, or before making any completion/success claims. Covers three practices - receiving feedback with technical rigor over performative agreement, requesting reviews via code-reviewer subagent, and verification gates requiring evidence before any status claims. Essential for subagent-driven development, pull requests, and preventing false completion claims.

by wheels-dev

Generate Wheels plugins with proper structure, configuration, and ForgeBox packaging. Use when creating plugins, extending Wheels functionality, or packaging reusable components. Ensures plugins follow Wheels conventions and can be easily shared via ForgeBox.

by wheels-dev

Generate RESTful routes, nested routes, and custom routing patterns for Wheels applications. Use when defining URL structure, creating RESTful resources, or implementing custom route patterns. Ensures proper HTTP verb mapping and route constraints.

by vstorm-co

Review Python code for quality, security, and best practices

by Leavesfly

代码审查最佳实践指南

by team-attention

코드 수정 완료 후 conventional commit 형식의 커밋 메시지를 자동 생성하고 사용자 확인 후 커밋합니다.사용자가 커밋해줘 또는 /commit 요청 시 사용.

by daymade

Download YouTube videos and HLS streams (m3u8) from platforms like Mux, Vimeo, etc. using yt-dlp and ffmpeg. Use this skill when users request downloading videos, extracting audio, handling protected streams with authentication headers, or troubleshooting download issues like nsig extraction failures, 403 errors, or cookie extraction problems.

by Prorise-cool

通过分析您的业务、搜索目标公司并提供可行的联系策略，为您的产品或服务识别高质量潜在客户。非常适合销售、业务开发和营销专业人士。

by Prorise-cool

创建高质量 MCP（模型上下文协议）服务器的指南，使 LLM 能够通过精心设计的工具与外部服务交互。在构建 MCP 服务器以集成外部 API 或服务时使用，无论是 Python (FastMCP) 还是 Node/TypeScript (MCP SDK)。

by Prorise-cool

使用 Playwright 与本地 Web 应用程序交互和测试的工具包。支持验证前端功能、调试 UI 行为、捕获浏览器截图和查看浏览器日志。

by FradSer

This skill should be used when the user asks to refactor specific files or directories, simplify recently changed code, clean up dead code in a limited scope, or invokes `/refactor` with paths or semantic queries.

by MaksimZayats

Writes tests using IoC overrides and test factories.

by openshift-pipelines

This skill should be used when the user asks to "create a commit", "generate commit message", "commit changes", "make a commit", mentions "conventional commits", references "Jira issue in commit", or discusses commit message formatting. Provides guided workflow for creating properly formatted commit messages with Jira integration, line length validation, and required footers.

by PackmindHub

Detect and capture technical preferences, naming conventions, and architectural practices from user messages into Packmind standards. Trigger when user prescribes HOW to code through direct statements (e.g., "Use snake_case for columns", "Always use async/await") or suggestive patterns like questions ("Could we use X instead?"), code review feedback ("This would be clearer with X"), and comparative statements ("Use X instead of Y"). Does NOT trigger for feature requests, bug reports, or general implementation tasks without coding preferences.

by PackmindHub

Detect and capture technical preferences, naming conventions, and architectural practices from user messages into Packmind standards. Trigger when user prescribes HOW to code through direct statements (e.g., "Use snake_case for columns", "Always use async/await") or suggestive patterns like questions ("Could we use X instead?"), code review feedback ("This would be clearer with X"), and comparative statements ("Use X instead of Y"). Does NOT trigger for feature requests, bug reports, or general implementation tasks without coding preferences.

by different-ai

Automate Gmail actions using Chrome DevTools MCP - search, read, compose, reply, and manage emails

by jezweb

Track progress across sessions using SESSION.md with git checkpoints and concrete next actions. Converts IMPLEMENTATION_PHASES.md into trackable session state.Use when: resuming work after context clears, managing multi-phase implementations, or troubleshooting lost context.

by jezweb

Manage server state in React with TanStack Query v5. Covers useMutationState, simplified optimistic updates, throwOnError, network mode (offline/PWA), and infiniteQueryOptions.Use when setting up data fetching, or fixing v4→v5 migration errors (object syntax, gcTime, isPending, keepPreviousData).

by jezweb

Integrate Redis-compatible Vercel KV for caching, session management, and rate limiting in Next.js. Powered by Upstash with strong consistency and TTL support.Use when implementing cache strategies, rate limiters, or troubleshooting environment variables, serialization errors, or rate limit issues.

by Thank-you-Linus

Implement approved plans with precision and quality for Linus Dashboard Home Assistant integration. Use when implementing features, executing approved plans, writing code following standards, or developing new functionality.

by Thank-you-Linus

Review code quality, security, and maintainability before committing. Use when reviewing code changes, checking code quality, performing security review, or validating changes before commit.

by rsmdt

Apply scientific debugging methodology through conversational investigation.Use when investigating bugs, forming hypotheses, tracing error causes,performing root cause analysis, or systematically diagnosing issues.Includes progressive disclosure patterns, observable actions principle,and user-controlled dialogue flow.

by rsmdt

Coordinate multi-agent code review with specialized perspectives. Use when conducting code reviews, analyzing PRs, evaluating staged changes, or reviewing specific files. Handles security, performance, quality, and test coverage analysis with confidence scoring and actionable recommendations.

by ComposioHQ

Connect Codex to any app. Send emails, create issues, post messages, update databases - take real actions across Gmail, Slack, GitHub, Notion, and 1000+ services.

by rsmdt

Create and validate project constitutions through discovery-based rule generation.Use when creating governance rules, validating code against constitutional rules,or checking constitution compliance during implementation and review.

by rsmdt

Manage git operations for spec-driven development. Use when creating branches for specs/features, generating commits, or creating PRs. Provides consistent git workflow across specify, implement, and refactor commands. Handles branch naming, commit messages, and PR descriptions based on spec context.

by rsmdt

Systematic code refactoring while preserving all external behavior.Use when identifying code smells, planning refactoring sequences,executing safe structural improvements, or validating behavior preservation.Includes code smell catalog (reference.md) and refactoring execution protocol.

by shinpr

AIの実行精度に必要なプロジェクト固有の前提情報を提供。プロジェクト構成確認時に使用。

by smallnest

专业的代码审查助手，提供结构化的审查流程、详细的检查清单和建设性的反馈指南。适用于审查Pull Request、代码提交或任何需要代码质量评估的场景，涵盖功能性、安全性、性能、测试、文档、架构设计等多个维度。

by groupzer0

Common software architecture patterns, ADR templates, and anti-pattern detection. Supports architectural review, design decisions, and system documentation.

by instructure

Build Canvas Android apps (Student, Teacher, Parent) using Gradle. Use when user mentions building, compiling, assembling, or making the app. Provides commands for dev, qa, and prod build variants.

by 23blocks-OS

Send and receive messages between AI agents using AI Maestro's messaging system. Use this skill when the user asks to "send a message", "check inbox", "read messages", "notify [agent]", "tell [agent]", or any inter-agent communication.

by CloudAI-X

Guides systematic project analysis, codebase exploration, and architecture pattern recognition. Use when understanding new codebases, onboarding to projects, or investigating system structure.

by CloudAI-X

Guides REST and GraphQL API design, endpoint patterns, request/response schemas, versioning, and API best practices. Use when building APIs, designing endpoints, or reviewing API contracts.

by CloudAI-X

Guides software architecture decisions, design patterns, and system design principles. Use when designing systems, choosing patterns, or making architectural decisions.

by CloudAI-X

Guides git workflows, branching strategies, commit conventions, and version control best practices. Use when managing repositories, creating branches, or handling merges.

by LeastBit

构建高质量 MCP（模型上下文协议）服务器的指南，使 LLM 能够通过精心设计的工具与外部服务交互。在使用 Python (FastMCP) 或 Node/TypeScript (MCP SDK) 构建 MCP 服务器以集成外部 API 或服务时使用。

by LeastBit

用于创建针对 Slack 优化的动画 GIF 的知识和工具集。提供约束条件、验证工具和动画概念。当用户请求为 Slack 创建动画 GIF 时使用，例如"为 Slack 制作一个 X 做 Y 的 GIF"。

by LeastBit

使用 Playwright 与本地 Web 应用程序交互及进行测试的工具包。支持验证前端功能、调试 UI 行为、捕获浏览器截图以及查看浏览器日志。

by whawkinsiv

Build features with AI coding tools (Claude Code, Lovable, Replit, Cursor). Use when implementing specs, iterating on AI code, or choosing tools. Focuses on tool selection, effective prompting, and iteration workflows for non-technical founders.

by anxiong2025

帮助生成规范的 Git 提交信息，遵循 Conventional Commits 规范

by iPlug2

Build an iPlug2 plugin project for different formats and platforms (macOS, iOS, Windows)

by iPlug2

Build an iPlug2 plugin project using CMake (Ninja or Xcode generator)

by VAMFI

Systematic validation methodology for ResearchPacks and Implementation Plans. Provides scoring rubrics and quality gates to ensure outputs meet standards before proceeding to next phase. Prevents garbage-in-garbage-out scenarios.

by julianromli

Minimal Chrome DevTools Protocol tools for browser automation and scraping. Use when you need to start Chrome, navigate pages, execute JavaScript, take screenshots, or interactively pick DOM elements.

by Microck

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.

by getsentry

ALWAYS use this skill when committing code changes — never commit directly without it. Creates commits following Sentry conventions with proper conventional commit format and issue references. Trigger on any commit, git commit, save changes, or commit message task.

by getsentry

ALWAYS use this skill when creating pull requests — never create a PR directly without it. Follows Sentry conventions for PR titles, descriptions, and issue references. Trigger on any create PR, open PR, submit PR, make PR, push and create PR, or prepare changes for review task.

by decentpaste

Create a GitHub release with auto-generated release notes from commits since the last tag. Uses conventional commits to categorize changes into Features, Bug Fixes, and maintenance sections.

by getsentry

Iterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green. Automates the feedback-fix-push-wait cycle.

by Chachamaru127

Browser automation with persistent page state. Use when users ask to navigate websites, fill forms, take screenshots, extract web data, test web apps, or automate browser workflows. Trigger phrases include 'go to [url]', 'click on', 'fill out the form', 'take a screenshot', 'scrape', 'automate', 'test the website', 'log into', or any browser interaction request.

by markmdev

Interview to learn about the user's preferences, working style, and communication needs. Results saved to global user profile.

by Chachamaru127

Reviews code for quality, security, performance, and accessibility issues. Use when user mentions reviews, code review, security, performance, quality checks, PRs, diffs, or change review. Do NOT load for: implementation work, new feature development, bug fixes, or setup.

by GGPrompts

This skill should be used when the user asks to "diagnose Claude Code", "fix MCP errors", "manage plugins", "configure MCP servers", "check /doctor errors", "debug plugin issues", "add MCP server", "remove plugin", "list plugins", "list MCP servers", "fix schema errors", or needs help with Claude Code CLI configuration and troubleshooting.

by paiml

Analyzes code quality, complexity, and technical debt using PMAT(Pragmatic AI Labs MCP Agent Toolkit). Use this skill when:- User mentions "code quality", "complexity", "technical debt", or "maintainability"- Reviewing code or conducting code review- Modifying or refactoring existing code files- Creating pull requests or preparing commits- Investigating performance or quality issuesSupports 25+ languages including Rust, Python, TypeScript, JavaScript, Go, C++, Java, Ruby, PHP, Swift, and more.Provides cyclomatic complexity, cognitive complexity, maintainability index, dead code detection,and technical debt annotations (SATD: TODO, FIXME, HACK comments).

by hiromaily

Git branch management, commit conventions, and PR creation workflow. Use for all tasks that require code changes, regardless of language or scope.