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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 Ralph's JSON format. Triggers on: convert this prd, turn this into ralph format, create prd.json from this, ralph json.

Fundamental coding principles for production development including SOLID, DRY, KISS, and common design patterns with C# examples.

Effective Git workflows including commit conventions, branching strategies, pull request best practices, and merge conflict resolution.

Structure projects for maintainability and scalability with clean architecture, separation of concerns, and consistent project layouts.

Best practices for remote Git operations including GitHub, Azure DevOps, pull requests, CI/CD integration, and branch protection rules.

Systematic code review and audit practices including automated checks, security audits, compliance verification, and review checklists.

Design scalable systems with horizontal scaling, load balancing, caching, message queues, and stateless service architecture.

Complete toolkit for web crawling and data extraction using Crawl4AI. This skill should be used when users need to scrape websites, extract structured data, handle JavaScript-heavy pages, crawl multiple URLs, or build automated web data pipelines. Includes optimized extraction patterns with schema generation for efficient, LLM-free extraction.

In-depth code review for large PRs (>500 lines). Full analysis including architecture, performance, security, and maintainability.

Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.

Collaborative planning with all mounted CLIs (Claude, Codex, Gemini, OpenCode) for comprehensive solution design.

Use this skill before any creative or constructive work (features, components, architecture, behavior changes, or functionality). This skill transforms vague ideas into validated designs through disciplined, incremental reasoning and collaboration.

Jest testing patterns, factory functions, mocking strategies, and TDD workflow. Use when writing unit tests, creating test factories, or following TDD red-green-refactor cycle.

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

Initialize Trellis AI workflow system in a project. Use when user mentions "Trellis", "初始化 Trellis", "setup Trellis", "install Trellis", or wants to add AI-assisted development workflow to their project. This is a one-time setup skill.

Adjusting VRM MToon material outline thickness in three-vrm. Covers outline width modes, property access, and how to fix outlines that appear too thick when models are scaled.

专门用于管理和操作 N.E.K.O 项目的 Steam 成就系统。

Three.js 中处理 3D 模型拖拽、缩放、边界检测的正确方法。解决鼠标移动与模型移动不同步、缩放后只能看到模型一部分等问题。

Gemini 模型通过 OpenAI 兼容 API 接入指南。包含：(1) 辅助 API 配置（summary/correction/emotion/vision），(2) extra_body 格式用于控制 thinking，(3) 响应格式处理（markdown 代码块）。当需要将 Gemini 作为辅助模型接入、配置 thinking 参数、或处理 Gemini API 返回格式时使用。

Project N.E.K.O. 胶囊化 UI、品牌蓝视觉系统规范

Debugging and fixing VRM SpringBone physics issues in three-vrm, including hair/clothing physics that flies upward, sticks out horizontally, or behaves unnaturally.

**重要提醒**: 每次完成复杂调试或开发任务后，主动执行此流程！ 将学到的经验归档为 skill，供以后参考。不要等用户提醒。

Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams (application flows, API interactions, code execution), flowcharts (processes, algorithms, user journeys), entity relationship diagrams (database schemas), C4 architecture diagrams (system context, containers, components), state diagrams, git graphs, pie charts, gantt charts, or any other diagram type. Triggers include requests to "diagram", "visualize", "model", "map out", "show the flow", or when explaining system architecture, database design, code structure, or user/application flows.

Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure. Helps distinguish between the evals execution system (packages/evals, apps/web-evals) and the public website evals display page (apps/web-roo-code/src/app/evals).

Instructions for creating MCP (Model Context Protocol) servers that expose tools and resources for the agent to use. Use when the user asks to create a new MCP server or add MCP capabilities.

Create backend with ElysiaJS, a type-safe, high-performance framework.

Generates comprehensive README.md files for Spring Boot modules based on task specification requirements

Generates HTTP request examples for Spring Boot Web interfaces according to task specification and saves them as .http files in module-generate.md directories

Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research

Search arXiv preprint repository for papers in physics, mathematics, computer science, quantitative biology, and related fields, Instructions for searching arXiv papers using Python script and shell tool. Read SKILL.md to learn the workflow.

Stage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to save and push their work. Also activates when user says "push changes", "commit and push", "push this", "push to github", or similar git workflow requests.

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Annotate passing code with protection levels (@protected/@immutable/@maintainable). Use when stabilizing working features to prevent regressions.

Audit protected files, generate protection reports, and verify protection consistency. Use for protection system maintenance and compliance.

Initialize ÆtherLight in a new repository. Sets up folder structure, Git workflow, configuration files, and development standards.

Publish ÆtherLight releases to npm and GitHub. Use when the user wants to publish, release, or deploy a new version. Automatically handles version bumping, compilation, verification, and publishing.

Generates comprehensive bug report templates with: - User-provided bug details (title, severity, description, steps) - Investigation workflow checklist - Testing checklist - Pattern references (TDD, bug fix, git integration) - Enhancement instructions for Claude Code

Create structured sprint plans with automated Git workflow. Generates TOML sprints, creates feature branches, and enforces proper development workflow.

Analyze codebase for patterns, issues, and improvements. Enforces analysis standards while incorporating user-specific requirements.

Validate protection enforcement via pre-commit hooks. Use when building or testing code protection system (PROTECT-002).

Generate Vitest + React Testing Library tests for Dify frontend components, hooks, and utilities. Triggers on testing, spec files, coverage, Vitest, RTL, unit tests, integration tests, or write/review test requests.

Internationalization (i18n) workflow and standards for managing translations. Use when: (1) Adding new user-facing text, (2) Creating new components with text, (3) Reviewing code for i18n compliance. Features: Key naming conventions, sync checking, hardcoded string detection, translation workflow.

Scheduled task management - create, query, delete scheduled tasks to automatically execute operations at specified times.

用于在小红书上发布高质量的 AI 相关岗位招聘帖子。包含自动生成极客风格的招聘封面图和详情图，并提供自动化发布脚本。当用户需要发布招聘信息、寻找 Agent 设计师或其他 AI 领域人才时使用。

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."

Tailwind CSS styling guidelines for Mastra Playground UI. This skill should be used when writing, reviewing, or refactoring styling code in packages/playground-ui and packages/playground to ensure design system consistency. Triggers on tasks involving Tailwind classes, component styling, or design tokens.

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.

Capture API response test fixture.

List the contents of an npm package tarball before publishing. Use when the user wants to see what files are included in an npm bundle, verify package contents, or debug npm publish issues.

Uses Chrome DevTools via MCP for efficient debugging, troubleshooting and browser automation. Use when debugging web pages, automating browser interactions, analyzing performance, or inspecting network requests.

Develops single-file Livewire components with Volt. Activates when creating Volt components, converting Livewire to Volt, working with @volt directive, functional or class-based Volt APIs; or when the user mentions Volt, single-file components, functional Livewire, or inline component logic in Blade files.

Agentic memory system for writers - track characters, relationships, scenes, and themes

Diagnose and fix oh-my-claudecode installation issues

Parallel autopilot with file ownership partitioning

Fix build and TypeScript errors with minimal changes

Manage isolated dev environments with git worktrees and tmux sessions

Token-efficient model routing modifier

QA cycling workflow - test, verify, fix, repeat until goal met

Deep codebase initialization with hierarchical AGENTS.md documentation

Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Use when reviewing implementation changes against an approved plan or task (especially before merging or between Hive tasks) to catch missing requirements, YAGNI, dead code, and risky patterns

Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing, and regional data. Use for macroeconomic analysis, financial research, policy studies, economic forecasting, and academic research requiring U.S. and international economic indicators.

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

MUST be used for Vue.js tasks. Strongly recommends Composition API with `<script setup>` and TypeScript as the standard approach. Covers Vue 3, SSR, Volar, vue-tsc. Load for any Vue, .vue files, Vue Router, Pinia, or Vite with Vue work. ALWAYS use Composition API unless the project explicitly requires Options API.

Pinia stores, state management patterns, store setup, and reactivity with stores.

Vue Router 4 patterns, navigation guards, route params, and route-component lifecycle interactions.

Multi-agent autonomous startup system for Claude Code. Triggers on "Loki Mode". Orchestrates 100+ specialized agents across engineering, QA, DevOps, security, data/ML, business operations, marketing, HR, and customer success. Takes PRD to fully deployed, revenue-generating product with zero human intervention. Features Task tool for subagent dispatch, parallel code review with 3 specialized reviewers, severity-based issue triage, distributed task queue with dead letter handling, automatic deployment to cloud providers, A/B testing, customer feedback loops, incident response, circuit breakers, and self-healing. Handles rate limits via distributed state checkpoints and auto-resume with exponential backoff. Requires --dangerously-skip-permissions flag.

Build Shopify apps, extensions, themes using GraphQL Admin API, Shopify CLI, Polaris UI, and Liquid. TRIGGER: "shopify", "shopify app", "checkout extension", "admin extension", "POS extension", "shopify theme", "liquid template", "polaris", "shopify graphql", "shopify webhook", "shopify billing", "app subscription", "metafields", "shopify functions"

REQUIRED for ANY changes to Linux desktop, window manager, or system config. Use when editing ~/.config/hypr/, ~/.config/waybar/, ~/.config/walker/, ~/.config/alacritty/, ~/.config/kitty/, ~/.config/ghostty/, ~/.config/mako/, or ~/.config/omarchy/. Triggers: Hyprland, window rules, animations, keybindings, monitors, gaps, borders, blur, opacity, waybar, walker, terminal config, themes, wallpaper, night light, idle, lock screen, screenshots, layer rules, workspace settings, display config, or any omarchy-* commands.

Use this skill when when asked to read an arxiv paper given an arxiv URL

When creating or reviewing SuperPlane integration issue content (base integration issues or component trigger/action issues). Use when generating issue templates, drafting issue bodies, or validating issue structure and guidelines.

When suggesting or prioritizing integration components for SuperPlane (base integrations, triggers, actions). Use when researching a tool to integrate, assigning P1–P4 priorities, or deciding which operations to implement first.

Develops MCP servers, tools, resources, and prompts. Activates when creating MCP tools, resources, or prompts; setting up AI integrations; debugging MCP connections; working with routes/ai.php; or when the user mentions MCP, Model Context Protocol, AI tools, AI server, or building tools for AI assistants.

Browser testing, design-to-code conversion, accessibility auditing, and visual debugging. Use for web development, testing, and design implementation.

Omi API integration Developer API MCP server webhook OAuth authentication rate limiting API keys

Meta-skill for analyzing PRs, issues, and user interactions to improve Cursor rules and skills automatically

Automate documentation updates when API endpoints, functions, or architecture change. Detects code changes that require doc updates, generates API reference from FastAPI routers, updates architecture diagrams, and syncs between internal and external docs.

Effective use of @ mentions, context window optimization, and semantic search strategies. Use for managing context efficiently and providing targeted references.

Agent Review workflows and best practices for catching bugs before merging. Use for reviewing agent-generated code and local changes.

Debug mode workflows and best practices for troubleshooting bugs, regressions, and performance issues. Use when debugging tricky issues that standard agent interactions struggle with.

Guidance on choosing and using Cursor agent modes: Agent, Ask, Plan, and Debug. Use when selecting the right mode for a task or when explaining mode capabilities.

Omi backend patterns conversation processing memory extraction chat system LangGraph FastAPI Firestore Pinecone Redis

Skill for programmatically reading, updating, and creating Cursor rules based on patterns and lessons learned

Automate issue triage using ISSUE_TRIAGE_GUIDE.MD. Use when analyzing GitHub issues. Scores issues using triage formula, assigns priority levels, suggests lane assignment, and maps to Omi layers.

Omi plugin app development webhook patterns chat tools OAuth flows prompt-based apps integration apps FastAPI Express

Flutter Dart BLE device communication state management Provider backend integration localization cross-platform iOS Android

Firmware C C++ BLE services audio codecs Opus PCM Mu-law nRF ESP32 Zephyr Arduino embedded systems

Mermaid diagram generation for architecture visualization, data flow diagrams, and component relationships. Use for documentation, PR descriptions, and architectural analysis.

Automate PR workflows. Use before creating PRs. Generates PR descriptions, validates PR requirements, checks for missing tests/docs, and links issues automatically.

Generate changelog entries. Use on releases or PR merges. Parses git commits, categorizes changes, formats changelog entries, and updates CHANGELOG.md.

Start local development environment with backend and macOS app

This skill should be used when the user asks to "implement agent memory", "persist state across sessions", "build knowledge graph", "track entities", or mentions memory architecture, temporal knowledge graphs, vector stores, entity memory, or cross-session persistence.

This skill should be used when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoning", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance degradation. Provides patterns for recognizing and mitigating context failures.

This skill should be used when the user asks to "evaluate agent performance", "build test framework", "measure agent quality", "create evaluation rubrics", or mentions LLM-as-judge, multi-dimensional evaluation, agent testing, or quality gates for agent pipelines.

This skill should be used when the user asks to "design multi-agent system", "implement supervisor pattern", "create swarm architecture", "coordinate multiple agents", or mentions multi-agent patterns, context isolation, agent handoffs, sub-agents, or parallel agent execution.

This skill should be used when the user asks to "optimize context", "reduce token costs", "improve context efficiency", "implement KV-cache optimization", "partition context", or mentions context limits, observation masking, context budgeting, or extending effective context capacity.

This skill should be used when the user asks to "compress context", "summarize conversation history", "implement compaction", "reduce token usage", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions exceeding context limits.

This skill should be used when the user asks to "understand context", "explain context windows", "design agent architecture", "debug context issues", "optimize context usage", or discusses context components, attention mechanics, progressive disclosure, or context budgeting. Provides foundational understanding of context engineering for AI agent systems.