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7 Commits

Author SHA1 Message Date
sck_0
9d09626fd2 docs: populate full skill registry with all 71 skills 2026-01-16 17:47:18 +01:00
sck_0
014da3e744 docs: update skill count to 71 in README 2026-01-16 17:45:09 +01:00
sck_0
113bc99e47 docs: add openai/skills to credits in README 2026-01-16 17:43:22 +01:00
sck_0
3e46a495c9 feat: add address-github-comments and concise-planning skills, improve writing-skills 2026-01-16 17:42:23 +01:00
sck_0
faf478f389 feat(ui-ux-pro-max): update to v2.0 with Design System Generator and 11 tech stacks 2026-01-16 17:34:54 +01:00
sck_0
266cbf4c6c docs: optimize SEO and add GitHub workflow files 2026-01-16 17:25:20 +01:00
sck_0
f8eaf7bd50 feat: add 7 new skills from GitHub repo analysis
New skills:
- prompt-library: Curated role-based and task-specific prompt templates
- javascript-mastery: 33+ essential JavaScript concepts
- llm-app-patterns: RAG pipelines, agent architectures, LLMOps
- workflow-automation: Multi-step automation and API integration
- autonomous-agent-patterns: Tool design, permissions, browser automation
- bun-development: Bun runtime, testing, bundling, Node.js migration
- github-workflow-automation: AI PR reviews, issue triage, CI/CD

Sources: n8n, awesome-chatgpt-prompts, dify, gemini-cli, bun, 33-js-concepts, cline, codex

Total skills: 62 → 69
2026-01-16 16:09:39 +01:00
42 changed files with 7305 additions and 1223 deletions

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# Global owners
* @sickn33
# Skills
/skills/ @sickn33
# Documentation
*.md @sickn33

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---
name: Bug Report
about: Create a report to help us improve the skills
title: "[BUG] "
labels: bug
assignees: sickn33
---
**Describe the bug**
A clear and concise description of what the bug is.
**To Reproduce**
Steps to reproduce the behavior:
1. Go to '...'
2. Click on '...'
3. Scroll down to '...'
4. See error
**Expected behavior**
A clear and concise description of what you expected to happen.
**Screenshots**
If applicable, add screenshots to help explain your problem.
**Environment (please complete the following information):**
- OS: [e.g. macOS, Windows]
- Tool: [e.g. Claude Code, Antigravity]
- Version [if known]
**Additional context**
Add any other context about the problem here.

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---
name: Skill Request
about: Suggest a new skill for the collection
title: "[REQ] "
labels: enhancement
assignees: sickn33
---
**Is your feature request related to a problem? Please describe.**
A clear and concise description of what the problem is. Ex: I'm always frustrated when [...]
**Describe the solution you'd like**
A description of the skill you want. What trigger should it have? What files should it effect?
**Describe alternatives you've considered**
A clear and concise description of any alternative solutions or features you've considered.
**Additional context**
Add any other context or screenshots about the feature request here.

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## Description
Please describe your changes. What skill are you adding or modifying?
## Checklist
- [ ] My skill follows the [creation guidelines](https://github.com/sickn33/antigravity-awesome-skills/tree/main/skills/skill-creator)
- [ ] I have run `validate_skills.py`
- [ ] I have added my name to the credits (if applicable)
## Type of Change
- [ ] New Skill
- [ ] Bug Fix
- [ ] Documentation Update
- [ ] Infrastructure
## Screenshots (if applicable)

132
README.md
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# 🌌 Antigravity Awesome Skills # 🌌 Antigravity Awesome Skills: The Ultimate Claude Code Skills Collection
> **The Ultimate Collection of 60+ Agentic Skills for Claude Code (Antigravity)** > **The Ultimate Collection of 60+ Agentic Skills for Claude Code (Antigravity)**
@@ -6,12 +6,12 @@
[![Claude Code](https://img.shields.io/badge/AI-Claude%20Code-purple)](https://claude.ai) [![Claude Code](https://img.shields.io/badge/AI-Claude%20Code-purple)](https://claude.ai)
[![Agentic](https://img.shields.io/badge/Agentic-Framework-blue)](https://github.com/guanyang/antigravity-skills) [![Agentic](https://img.shields.io/badge/Agentic-Framework-blue)](https://github.com/guanyang/antigravity-skills)
**Antigravity Awesome Skills** is a curated, battle-tested collection of **62 high-performance skills** compatible with both **Antigravity** and **Claude Code**, including official skills from **Anthropic** and **Vercel Labs**. **Antigravity Awesome Skills** is the ultimate **Claude Code Skills** collection—a curated, battle-tested library of **71 high-performance skills** compatible with both **Antigravity** and **Claude Code**. This repository provides the essential **Claude Code skills** needed to transform your AI assistant into a full-stack digital agency, including official capabilities from **Anthropic** and **Vercel Labs**.
## 📍 Table of Contents ## 📍 Table of Contents
- [Features & Categories](#features--categories) - [Features & Categories](#features--categories)
- [Full Skill Registry](#full-skill-registry-6262) - [Full Skill Registry](#full-skill-registry-7171)
- [Installation](#installation) - [Installation](#installation)
- [How to Contribute](#how-to-contribute) - [How to Contribute](#how-to-contribute)
- [Credits & Sources](#credits--sources) - [Credits & Sources](#credits--sources)
@@ -36,55 +36,85 @@ The repository is organized into several key areas of expertise:
--- ---
## Full Skill Registry (62/62) ## Full Skill Registry (71/71)
Below is the complete list of available skills. Each skill folder contains a `SKILL.md` that can be imported into Antigravity or Claude Code. Below is the complete list of available skills. Each skill folder contains a `SKILL.md` that can be imported into Antigravity or Claude Code.
> [!NOTE] > **Document Skills**: We provide both **community** and **official Anthropic** versions for DOCX, PDF, PPTX, and XLSX. Locally, the official versions are used by default (via symlinks). In the repository, both versions are available for flexibility. > [!NOTE] > **Document Skills**: We provide both **community** and **official Anthropic** versions for DOCX, PDF, PPTX, and XLSX. Locally, the official versions are used by default (via symlinks). In the repository, both versions are available for flexibility.
| Skill Name | Description | Path | | Skill Name | Description | Path |
| :------------------------------- | :------------------------------------------------------------ | :--------------------------------------------- | | :--------------------------------- | :-------------------------------------------------------------- | :--------------------------------------------- |
| **Algorithmic Art** | Creative generative art using p5.js and seeded randomness. | `skills/algorithmic-art` | | **Address GitHub Comments** | Systematic PR feedback handling using gh CLI. | `skills/address-github-comments` ⭐ NEW |
| **App Store Optimization** | Complete ASO toolkit for iOS and Android app performance. | `skills/app-store-optimization` | | **Algorithmic Art** | Creative generative art using p5.js and seeded randomness. | `skills/algorithmic-art` |
| **AWS Pentesting** | Specialized security assessment for Amazon Web Services. | `skills/aws-penetration-testing` | | **App Store Optimization** | Complete ASO toolkit for iOS and Android app performance. | `skills/app-store-optimization` |
| **Backend Guidelines** | Core architecture patterns for Node/Express microservices. | `skills/backend-dev-guidelines` | | **Autonomous Agent Patterns** | Design patterns for autonomous coding agents and tools. | `skills/autonomous-agent-patterns` ⭐ NEW |
| **Brainstorming** | Requirement discovery and intent exploration framework. | `skills/brainstorming` | | **AWS Pentesting** | Specialized security assessment for Amazon Web Services. | `skills/aws-penetration-testing` |
| **Brand Guidelines (Anthropic)** | Official Anthropic brand styling and visual standards. | `skills/brand-guidelines-anthropic` ⭐ NEW | | **Backend Guidelines** | Core architecture patterns for Node/Express microservices. | `skills/backend-dev-guidelines` |
| **Brand Guidelines (Community)** | Community-contributed brand guidelines and templates. | `skills/brand-guidelines-community` | | **Concise Planning** | Atomic, actionable task planning and checklists. | `skills/concise-planning` ⭐ NEW |
| **Canvas Design** | Beautiful static visual design in PDF and PNG. | `skills/canvas-design` | | **Brainstorming** | Requirement discovery and intent exploration framework. | `skills/brainstorming` |
| **Claude D3.js** | Advanced data visualization with D3.js. | `skills/claude-d3js-skill` | | **Brand Guidelines (Anthropic)** | Official Anthropic brand styling and visual standards. | `skills/brand-guidelines-anthropic` ⭐ NEW |
| **Content Creator** | SEO-optimized marketing and brand voice toolkit. | `skills/content-creator` | | **Brand Guidelines (Community)** | Community-contributed brand guidelines and templates. | `skills/brand-guidelines-community` |
| **Core Components** | Design system tokens and baseline UI patterns. | `skills/core-components` | | **Bun Development** | Modern JavaScript/TypeScript development with Bun runtime. | `skills/bun-development` ⭐ NEW |
| **Doc Co-authoring** | Structured workflow for technical documentation. | `skills/doc-coauthoring` | | **Canvas Design** | Beautiful static visual design in PDF and PNG. | `skills/canvas-design` |
| **DOCX (Official)** | Official Anthropic MS Word document manipulation. | `skills/docx-official` ⭐ NEW | | **Claude D3.js** | Advanced data visualization with D3.js. | `skills/claude-d3js-skill` |
| **Ethical Hacking** | Comprehensive penetration testing lifecycle methodology. | `skills/ethical-hacking-methodology` | | **Content Creator** | SEO-optimized marketing and brand voice toolkit. | `skills/content-creator` |
| **Frontend Design** | Production-grade UI component implementation. | `skills/frontend-design` | | **Core Components** | Design system tokens and baseline UI patterns. | `skills/core-components` |
| **Frontend Guidelines** | Modern React/TS development patterns and file structure. | `skills/frontend-dev-guidelines` | | **Dispatching Parallel Agents** | Work on independent tasks without shared state. | `skills/dispatching-parallel-agents` |
| **Git Pushing** | Automated staging and conventional commits. | `skills/git-pushing` | | **Doc Co-authoring** | Structured workflow for technical documentation. | `skills/doc-coauthoring` |
| **Internal Comms (Anthropic)** | Official Anthropic corporate communication templates. | `skills/internal-comms-anthropic` ⭐ NEW | | **DOCX (Official)** | Official Anthropic MS Word document manipulation. | `skills/docx-official` ⭐ NEW |
| **Internal Comms (Community)** | Community-contributed communication templates. | `skills/internal-comms-community` | | **Ethical Hacking** | Comprehensive penetration testing lifecycle methodology. | `skills/ethical-hacking-methodology` |
| **Kaizen** | Continuous improvement and error-proofing (Poka-Yoke). | `skills/kaizen` | | **Executing Plans** | Execute written implementation plans in structured sessions. | `skills/executing-plans` |
| **Linux Shell Scripting** | Production-ready shell scripts for automation. | `skills/linux-shell-scripting` | | **File Organizer** | Context-aware file organization and duplicate cleanup. | `skills/file-organizer` |
| **Loki Mode** | Fully autonomous startup development engine. | `skills/loki-mode` | | **Finishing Dev Branch** | Structured workflow for merging, PRs, and branch cleanup. | `skills/finishing-a-development-branch` |
| **MCP Builder** | High-quality Model Context Protocol (MCP) server creation. | `skills/mcp-builder` | | **Frontend Design** | Production-grade UI component implementation. | `skills/frontend-design` |
| **NotebookLM** | Source-grounded querying via Google NotebookLM. | `skills/notebooklm` | | **Frontend Guidelines** | Modern React/TS development patterns and file structure. | `skills/frontend-dev-guidelines` |
| **PDF (Official)** | Official Anthropic PDF document manipulation. | `skills/pdf-official` ⭐ NEW | | **Git Pushing** | Automated staging and conventional commits. | `skills/git-pushing` |
| **Pentest Checklist** | Structured security assessment planning and scoping. | `skills/pentest-checklist` | | **GitHub Workflow Automation** | AI-powered PR reviews, issue triage, and CI/CD integration. | `skills/github-workflow-automation` ⭐ NEW |
| **PPTX (Official)** | Official Anthropic PowerPoint manipulation. | `skills/pptx-official` ⭐ NEW | | **Internal Comms (Anthropic)** | Official Anthropic corporate communication templates. | `skills/internal-comms-anthropic` ⭐ NEW |
| **Product Toolkit** | RICE prioritization and product discovery frameworks. | `skills/product-manager-toolkit` | | **Internal Comms (Community)** | Community-contributed communication templates. | `skills/internal-comms-community` |
| **Prompt Engineering** | Expert patterns for LLM instruction optimization. | `skills/prompt-engineering` | | **JavaScript Mastery** | 33+ essential JavaScript concepts every developer should know. | `skills/javascript-mastery` ⭐ NEW |
| **React Best Practices** | Vercel's 40+ performance optimization rules for React. | `skills/react-best-practices` ⭐ NEW (Vercel) | | **Kaizen** | Continuous improvement and error-proofing (Poka-Yoke). | `skills/kaizen` |
| **React UI Patterns** | Standardized loading states and error handling for React. | `skills/react-ui-patterns` | | **Linux Shell Scripting** | Production-ready shell scripts for automation. | `skills/linux-shell-scripting` |
| **Senior Architect** | Scalable system design and architecture diagrams. | `skills/senior-architect` | | **LLM App Patterns** | RAG pipelines, agent architectures, and LLMOps patterns. | `skills/llm-app-patterns` ⭐ NEW |
| **Skill Creator** | Meta-skill for building high-performance agentic skills. | `skills/skill-creator` | | **Loki Mode** | Fully autonomous startup development engine. | `skills/loki-mode` |
| **Software Architecture** | Quality-focused design principles and analysis. | `skills/software-architecture` | | **MCP Builder** | High-quality Model Context Protocol (MCP) server creation. | `skills/mcp-builder` |
| **Systematic Debugging** | Root cause analysis and structured fix verification. | `skills/systematic-debugging` | | **NotebookLM** | Source-grounded querying via Google NotebookLM. | `skills/notebooklm` |
| **TDD** | Test-Driven Development workflow and red-green-refactor. | `skills/test-driven-development` | | **PDF (Official)** | Official Anthropic PDF document manipulation. | `skills/pdf-official` ⭐ NEW |
| **UI/UX Pro Max** | Advanced design intelligence and 50+ styling options. | `skills/ui-ux-pro-max` | | **Pentest Checklist** | Structured security assessment planning and scoping. | `skills/pentest-checklist` |
| **Web Artifacts** | Complex React/Tailwind/Shadcn UI artifact builder. | `skills/web-artifacts-builder` | | **Planning With Files** | Manus-style file-based planning for complex tasks. | `skills/planning-with-files` |
| **Web Design Guidelines** | Vercel's 100+ UI/UX audit rules (accessibility, performance). | `skills/web-design-guidelines` ⭐ NEW (Vercel) | | **Playwright Automation** | Complete browser automation and testing with Playwright. | `skills/playwright-skill` |
| **Webapp Testing** | Local web application testing with Playwright. | `skills/webapp-testing` | | **PPTX (Official)** | Official Anthropic PowerPoint manipulation. | `skills/pptx-official` ⭐ NEW |
| **XLSX (Official)** | Official Anthropic Excel spreadsheet manipulation. | `skills/xlsx-official` ⭐ NEW | | **Product Toolkit** | RICE prioritization and product discovery frameworks. | `skills/product-manager-toolkit` |
| **Prompt Engineering** | Expert patterns for LLM instruction optimization. | `skills/prompt-engineering` |
| **Prompt Library** | Curated role-based and task-specific prompt templates. | `skills/prompt-library` ⭐ NEW |
| **React Best Practices** | Vercel's 40+ performance optimization rules for React. | `skills/react-best-practices` ⭐ NEW (Vercel) |
| **React UI Patterns** | Standardized loading states and error handling for React. | `skills/react-ui-patterns` |
| **Receiving Code Review** | Technical verification of code review feedback. | `skills/receiving-code-review` |
| **Requesting Code Review** | Pre-merge requirements verification workflow. | `skills/requesting-code-review` |
| **Senior Architect** | Scalable system design and architecture diagrams. | `skills/senior-architect` |
| **Senior Fullstack** | Comprehensive fullstack guide (React, Node, Postgres). | `skills/senior-fullstack` |
| **Skill Creator** | Meta-skill for building high-performance agentic skills. | `skills/skill-creator` |
| **Skill Developer** | Create and manage skills using Anthropic best practices. | `skills/skill-developer` |
| **Slack GIF Creator** | Create animated GIFs optimized for Slack. | `skills/slack-gif-creator` |
| **Software Architecture** | Quality-focused design principles and analysis. | `skills/software-architecture` |
| **Subagent Driven Dev** | Orchestrate independent subtasks in current session. | `skills/subagent-driven-development` |
| **Systematic Debugging** | Root cause analysis and structured fix verification. | `skills/systematic-debugging` |
| **TDD** | Test-Driven Development workflow and red-green-refactor. | `skills/test-driven-development` |
| **Test Fixing** | Systematically fix failing tests using smart error grouping. | `skills/test-fixing` |
| **Testing Patterns** | Jest patterns, factories, and TDD workflow strategies. | `skills/testing-patterns` |
| **Theme Factory** | Toolkit for styling artifacts with pre-set or generated themes. | `skills/theme-factory` |
| **Top 100 Vulnerabilities** | OWASP-aligned web vulnerability taxonomy and mitigations. | `skills/top-web-vulnerabilities` |
| **UI/UX Pro Max** | Advanced design intelligence and 50+ styling options. | `skills/ui-ux-pro-max` |
| **Using Git Worktrees** | Isolated workspaces for safe feature development. | `skills/using-git-worktrees` |
| **Using Superpowers** | Establish skill usage protocols at conversation start. | `skills/using-superpowers` |
| **Verification Before Completion** | Run verification commands before claiming success. | `skills/verification-before-completion` |
| **Web Artifacts** | Complex React/Tailwind/Shadcn UI artifact builder. | `skills/web-artifacts-builder` |
| **Web Design Guidelines** | Vercel's 100+ UI/UX audit rules (accessibility, performance). | `skills/web-design-guidelines` ⭐ NEW (Vercel) |
| **Webapp Testing** | Local web application testing with Playwright. | `skills/webapp-testing` |
| **Workflow Automation** | Multi-step automations, API integration, AI-native pipelines. | `skills/workflow-automation` ⭐ NEW |
| **Writing Plans** | Create specs for multi-step tasks before coding. | `skills/writing-plans` |
| **Writing Skills** | Create and verify skills before deployment. | `skills/writing-skills` |
| **XLSX (Official)** | Official Anthropic Excel spreadsheet manipulation. | `skills/xlsx-official` ⭐ NEW |
> [!TIP] > [!TIP]
> Use the `validate_skills.py` script in the `scripts/` directory to ensure all skills are properly formatted and ready for use. > Use the `validate_skills.py` script in the `scripts/` directory to ensure all skills are properly formatted and ready for use.
@@ -122,7 +152,9 @@ This collection would not be possible without the incredible work of the Claude
### Official Sources ### Official Sources
- **[anthropics/skills](https://github.com/anthropics/skills)**: Official Anthropic skills repository - Document manipulation (DOCX, PDF, PPTX, XLSX), Brand Guidelines, Internal Communications. - **[anthropics/skills](https://github.com/anthropics/skills)**: Official Anthropic skills repository - Document manipulation (DOCX, PDF, PPTX, XLSX), Brand Guidelines, Internal Communications.
- **[anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks)**: Official notebooks and recipes for building with Claude.
- **[vercel-labs/agent-skills](https://github.com/vercel-labs/agent-skills)**: Vercel Labs official skills - React Best Practices, Web Design Guidelines. - **[vercel-labs/agent-skills](https://github.com/vercel-labs/agent-skills)**: Vercel Labs official skills - React Best Practices, Web Design Guidelines.
- **[openai/skills](https://github.com/openai/skills)**: OpenAI Codex skills catalog - Agent skills, Skill Creator, Concise Planning.
### Community Contributors ### Community Contributors
@@ -133,6 +165,12 @@ This collection would not be possible without the incredible work of the Claude
- **[travisvn/awesome-claude-skills](https://github.com/travisvn/awesome-claude-skills)**: Loki Mode and Playwright integration. - **[travisvn/awesome-claude-skills](https://github.com/travisvn/awesome-claude-skills)**: Loki Mode and Playwright integration.
- **[zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide)**: Comprehensive Security suite. - **[zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide)**: Comprehensive Security suite.
- **[alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills)**: Senior Engineering and PM toolkit. - **[alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills)**: Senior Engineering and PM toolkit.
- **[karanb192/awesome-claude-skills](https://github.com/karanb192/awesome-claude-skills)**: A massive list of verified skills for Claude Code.
### Inspirations
- **[f/awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts)**: Inspiration for the Prompt Library.
- **[leonardomso/33-js-concepts](https://github.com/leonardomso/33-js-concepts)**: Inspiration for JavaScript Mastery.
--- ---

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---
name: address-github-comments
description: Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
---
# Address GitHub Comments
## Overview
Efficiently address PR review comments or issue feedback using the GitHub CLI (`gh`). This skill ensures all feedback is addressed systematically.
## Prerequisites
Ensure `gh` is authenticated.
```bash
gh auth status
```
If not logged in, run `gh auth login`.
## Workflow
### 1. Inspect Comments
Fetch the comments for the current branch's PR.
```bash
gh pr view --comments
```
Or use a custom script if available to list threads.
### 2. Categorize and Plan
- List the comments and review threads.
- Propose a fix for each.
- **Wait for user confirmation** on which comments to address first if there are many.
### 3. Apply Fixes
Apply the code changes for the selected comments.
### 4. Respond to Comments
Once fixed, respond to the threads as resolved.
```bash
gh pr comment <PR_NUMBER> --body "Addressed in latest commit."
```
## Common Mistakes
- **Applying fixes without understanding context**: Always read the surrounding code of a comment.
- **Not verifying auth**: Check `gh auth status` before starting.

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---
name: autonomous-agent-patterns
description: "Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants."
---
# 🕹️ Autonomous Agent Patterns
> Design patterns for building autonomous coding agents, inspired by [Cline](https://github.com/cline/cline) and [OpenAI Codex](https://github.com/openai/codex).
## When to Use This Skill
Use this skill when:
- Building autonomous AI agents
- Designing tool/function calling APIs
- Implementing permission and approval systems
- Creating browser automation for agents
- Designing human-in-the-loop workflows
---
## 1. Core Agent Architecture
### 1.1 Agent Loop
```
┌─────────────────────────────────────────────────────────────┐
│ AGENT LOOP │
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Think │───▶│ Decide │───▶│ Act │ │
│ │ (Reason) │ │ (Plan) │ │ (Execute)│ │
│ └──────────┘ └──────────┘ └──────────┘ │
│ ▲ │ │
│ │ ┌──────────┐ │ │
│ └─────────│ Observe │◀─────────┘ │
│ │ (Result) │ │
│ └──────────┘ │
└─────────────────────────────────────────────────────────────┘
```
```python
class AgentLoop:
def __init__(self, llm, tools, max_iterations=50):
self.llm = llm
self.tools = {t.name: t for t in tools}
self.max_iterations = max_iterations
self.history = []
def run(self, task: str) -> str:
self.history.append({"role": "user", "content": task})
for i in range(self.max_iterations):
# Think: Get LLM response with tool options
response = self.llm.chat(
messages=self.history,
tools=self._format_tools(),
tool_choice="auto"
)
# Decide: Check if agent wants to use a tool
if response.tool_calls:
for tool_call in response.tool_calls:
# Act: Execute the tool
result = self._execute_tool(tool_call)
# Observe: Add result to history
self.history.append({
"role": "tool",
"tool_call_id": tool_call.id,
"content": str(result)
})
else:
# No more tool calls = task complete
return response.content
return "Max iterations reached"
def _execute_tool(self, tool_call) -> Any:
tool = self.tools[tool_call.name]
args = json.loads(tool_call.arguments)
return tool.execute(**args)
```
### 1.2 Multi-Model Architecture
```python
class MultiModelAgent:
"""
Use different models for different purposes:
- Fast model for planning
- Powerful model for complex reasoning
- Specialized model for code generation
"""
def __init__(self):
self.models = {
"fast": "gpt-3.5-turbo", # Quick decisions
"smart": "gpt-4-turbo", # Complex reasoning
"code": "claude-3-sonnet", # Code generation
}
def select_model(self, task_type: str) -> str:
if task_type == "planning":
return self.models["fast"]
elif task_type == "analysis":
return self.models["smart"]
elif task_type == "code":
return self.models["code"]
return self.models["smart"]
```
---
## 2. Tool Design Patterns
### 2.1 Tool Schema
```python
class Tool:
"""Base class for agent tools"""
@property
def schema(self) -> dict:
"""JSON Schema for the tool"""
return {
"name": self.name,
"description": self.description,
"parameters": {
"type": "object",
"properties": self._get_parameters(),
"required": self._get_required()
}
}
def execute(self, **kwargs) -> ToolResult:
"""Execute the tool and return result"""
raise NotImplementedError
class ReadFileTool(Tool):
name = "read_file"
description = "Read the contents of a file from the filesystem"
def _get_parameters(self):
return {
"path": {
"type": "string",
"description": "Absolute path to the file"
},
"start_line": {
"type": "integer",
"description": "Line to start reading from (1-indexed)"
},
"end_line": {
"type": "integer",
"description": "Line to stop reading at (inclusive)"
}
}
def _get_required(self):
return ["path"]
def execute(self, path: str, start_line: int = None, end_line: int = None) -> ToolResult:
try:
with open(path, 'r') as f:
lines = f.readlines()
if start_line and end_line:
lines = lines[start_line-1:end_line]
return ToolResult(
success=True,
output="".join(lines)
)
except FileNotFoundError:
return ToolResult(
success=False,
error=f"File not found: {path}"
)
```
### 2.2 Essential Agent Tools
```python
CODING_AGENT_TOOLS = {
# File operations
"read_file": "Read file contents",
"write_file": "Create or overwrite a file",
"edit_file": "Make targeted edits to a file",
"list_directory": "List files and folders",
"search_files": "Search for files by pattern",
# Code understanding
"search_code": "Search for code patterns (grep)",
"get_definition": "Find function/class definition",
"get_references": "Find all references to a symbol",
# Terminal
"run_command": "Execute a shell command",
"read_output": "Read command output",
"send_input": "Send input to running command",
# Browser (optional)
"open_browser": "Open URL in browser",
"click_element": "Click on page element",
"type_text": "Type text into input",
"screenshot": "Capture screenshot",
# Context
"ask_user": "Ask the user a question",
"search_web": "Search the web for information"
}
```
### 2.3 Edit Tool Design
```python
class EditFileTool(Tool):
"""
Precise file editing with conflict detection.
Uses search/replace pattern for reliable edits.
"""
name = "edit_file"
description = "Edit a file by replacing specific content"
def execute(
self,
path: str,
search: str,
replace: str,
expected_occurrences: int = 1
) -> ToolResult:
"""
Args:
path: File to edit
search: Exact text to find (must match exactly, including whitespace)
replace: Text to replace with
expected_occurrences: How many times search should appear (validation)
"""
with open(path, 'r') as f:
content = f.read()
# Validate
actual_occurrences = content.count(search)
if actual_occurrences != expected_occurrences:
return ToolResult(
success=False,
error=f"Expected {expected_occurrences} occurrences, found {actual_occurrences}"
)
if actual_occurrences == 0:
return ToolResult(
success=False,
error="Search text not found in file"
)
# Apply edit
new_content = content.replace(search, replace)
with open(path, 'w') as f:
f.write(new_content)
return ToolResult(
success=True,
output=f"Replaced {actual_occurrences} occurrence(s)"
)
```
---
## 3. Permission & Safety Patterns
### 3.1 Permission Levels
```python
class PermissionLevel(Enum):
# Fully automatic - no user approval needed
AUTO = "auto"
# Ask once per session
ASK_ONCE = "ask_once"
# Ask every time
ASK_EACH = "ask_each"
# Never allow
NEVER = "never"
PERMISSION_CONFIG = {
# Low risk - can auto-approve
"read_file": PermissionLevel.AUTO,
"list_directory": PermissionLevel.AUTO,
"search_code": PermissionLevel.AUTO,
# Medium risk - ask once
"write_file": PermissionLevel.ASK_ONCE,
"edit_file": PermissionLevel.ASK_ONCE,
# High risk - ask each time
"run_command": PermissionLevel.ASK_EACH,
"delete_file": PermissionLevel.ASK_EACH,
# Dangerous - never auto-approve
"sudo_command": PermissionLevel.NEVER,
"format_disk": PermissionLevel.NEVER
}
```
### 3.2 Approval UI Pattern
```python
class ApprovalManager:
def __init__(self, ui, config):
self.ui = ui
self.config = config
self.session_approvals = {}
def request_approval(self, tool_name: str, args: dict) -> bool:
level = self.config.get(tool_name, PermissionLevel.ASK_EACH)
if level == PermissionLevel.AUTO:
return True
if level == PermissionLevel.NEVER:
self.ui.show_error(f"Tool '{tool_name}' is not allowed")
return False
if level == PermissionLevel.ASK_ONCE:
if tool_name in self.session_approvals:
return self.session_approvals[tool_name]
# Show approval dialog
approved = self.ui.show_approval_dialog(
tool=tool_name,
args=args,
risk_level=self._assess_risk(tool_name, args)
)
if level == PermissionLevel.ASK_ONCE:
self.session_approvals[tool_name] = approved
return approved
def _assess_risk(self, tool_name: str, args: dict) -> str:
"""Analyze specific call for risk level"""
if tool_name == "run_command":
cmd = args.get("command", "")
if any(danger in cmd for danger in ["rm -rf", "sudo", "chmod"]):
return "HIGH"
return "MEDIUM"
```
### 3.3 Sandboxing
```python
class SandboxedExecution:
"""
Execute code/commands in isolated environment
"""
def __init__(self, workspace_dir: str):
self.workspace = workspace_dir
self.allowed_commands = ["npm", "python", "node", "git", "ls", "cat"]
self.blocked_paths = ["/etc", "/usr", "/bin", os.path.expanduser("~")]
def validate_path(self, path: str) -> bool:
"""Ensure path is within workspace"""
real_path = os.path.realpath(path)
workspace_real = os.path.realpath(self.workspace)
return real_path.startswith(workspace_real)
def validate_command(self, command: str) -> bool:
"""Check if command is allowed"""
cmd_parts = shlex.split(command)
if not cmd_parts:
return False
base_cmd = cmd_parts[0]
return base_cmd in self.allowed_commands
def execute_sandboxed(self, command: str) -> ToolResult:
if not self.validate_command(command):
return ToolResult(
success=False,
error=f"Command not allowed: {command}"
)
# Execute in isolated environment
result = subprocess.run(
command,
shell=True,
cwd=self.workspace,
capture_output=True,
timeout=30,
env={
**os.environ,
"HOME": self.workspace, # Isolate home directory
}
)
return ToolResult(
success=result.returncode == 0,
output=result.stdout.decode(),
error=result.stderr.decode() if result.returncode != 0 else None
)
```
---
## 4. Browser Automation
### 4.1 Browser Tool Pattern
```python
class BrowserTool:
"""
Browser automation for agents using Playwright/Puppeteer.
Enables visual debugging and web testing.
"""
def __init__(self, headless: bool = True):
self.browser = None
self.page = None
self.headless = headless
async def open_url(self, url: str) -> ToolResult:
"""Navigate to URL and return page info"""
if not self.browser:
self.browser = await playwright.chromium.launch(headless=self.headless)
self.page = await self.browser.new_page()
await self.page.goto(url)
# Capture state
screenshot = await self.page.screenshot(type='png')
title = await self.page.title()
return ToolResult(
success=True,
output=f"Loaded: {title}",
metadata={
"screenshot": base64.b64encode(screenshot).decode(),
"url": self.page.url
}
)
async def click(self, selector: str) -> ToolResult:
"""Click on an element"""
try:
await self.page.click(selector, timeout=5000)
await self.page.wait_for_load_state("networkidle")
screenshot = await self.page.screenshot()
return ToolResult(
success=True,
output=f"Clicked: {selector}",
metadata={"screenshot": base64.b64encode(screenshot).decode()}
)
except TimeoutError:
return ToolResult(
success=False,
error=f"Element not found: {selector}"
)
async def type_text(self, selector: str, text: str) -> ToolResult:
"""Type text into an input"""
await self.page.fill(selector, text)
return ToolResult(success=True, output=f"Typed into {selector}")
async def get_page_content(self) -> ToolResult:
"""Get accessible text content of the page"""
content = await self.page.evaluate("""
() => {
// Get visible text
const walker = document.createTreeWalker(
document.body,
NodeFilter.SHOW_TEXT,
null,
false
);
let text = '';
while (walker.nextNode()) {
const node = walker.currentNode;
if (node.textContent.trim()) {
text += node.textContent.trim() + '\\n';
}
}
return text;
}
""")
return ToolResult(success=True, output=content)
```
### 4.2 Visual Agent Pattern
```python
class VisualAgent:
"""
Agent that uses screenshots to understand web pages.
Can identify elements visually without selectors.
"""
def __init__(self, llm, browser):
self.llm = llm
self.browser = browser
async def describe_page(self) -> str:
"""Use vision model to describe current page"""
screenshot = await self.browser.screenshot()
response = self.llm.chat([
{
"role": "user",
"content": [
{"type": "text", "text": "Describe this webpage. List all interactive elements you see."},
{"type": "image", "data": screenshot}
]
}
])
return response.content
async def find_and_click(self, description: str) -> ToolResult:
"""Find element by visual description and click it"""
screenshot = await self.browser.screenshot()
# Ask vision model to find element
response = self.llm.chat([
{
"role": "user",
"content": [
{
"type": "text",
"text": f"""
Find the element matching: "{description}"
Return the approximate coordinates as JSON: {{"x": number, "y": number}}
"""
},
{"type": "image", "data": screenshot}
]
}
])
coords = json.loads(response.content)
await self.browser.page.mouse.click(coords["x"], coords["y"])
return ToolResult(success=True, output=f"Clicked at ({coords['x']}, {coords['y']})")
```
---
## 5. Context Management
### 5.1 Context Injection Patterns
````python
class ContextManager:
"""
Manage context provided to the agent.
Inspired by Cline's @-mention patterns.
"""
def __init__(self, workspace: str):
self.workspace = workspace
self.context = []
def add_file(self, path: str) -> None:
"""@file - Add file contents to context"""
with open(path, 'r') as f:
content = f.read()
self.context.append({
"type": "file",
"path": path,
"content": content
})
def add_folder(self, path: str, max_files: int = 20) -> None:
"""@folder - Add all files in folder"""
for root, dirs, files in os.walk(path):
for file in files[:max_files]:
file_path = os.path.join(root, file)
self.add_file(file_path)
def add_url(self, url: str) -> None:
"""@url - Fetch and add URL content"""
response = requests.get(url)
content = html_to_markdown(response.text)
self.context.append({
"type": "url",
"url": url,
"content": content
})
def add_problems(self, diagnostics: list) -> None:
"""@problems - Add IDE diagnostics"""
self.context.append({
"type": "diagnostics",
"problems": diagnostics
})
def format_for_prompt(self) -> str:
"""Format all context for LLM prompt"""
parts = []
for item in self.context:
if item["type"] == "file":
parts.append(f"## File: {item['path']}\n```\n{item['content']}\n```")
elif item["type"] == "url":
parts.append(f"## URL: {item['url']}\n{item['content']}")
elif item["type"] == "diagnostics":
parts.append(f"## Problems:\n{json.dumps(item['problems'], indent=2)}")
return "\n\n".join(parts)
````
### 5.2 Checkpoint/Resume
```python
class CheckpointManager:
"""
Save and restore agent state for long-running tasks.
"""
def __init__(self, storage_dir: str):
self.storage_dir = storage_dir
os.makedirs(storage_dir, exist_ok=True)
def save_checkpoint(self, session_id: str, state: dict) -> str:
"""Save current agent state"""
checkpoint = {
"timestamp": datetime.now().isoformat(),
"session_id": session_id,
"history": state["history"],
"context": state["context"],
"workspace_state": self._capture_workspace(state["workspace"]),
"metadata": state.get("metadata", {})
}
path = os.path.join(self.storage_dir, f"{session_id}.json")
with open(path, 'w') as f:
json.dump(checkpoint, f, indent=2)
return path
def restore_checkpoint(self, checkpoint_path: str) -> dict:
"""Restore agent state from checkpoint"""
with open(checkpoint_path, 'r') as f:
checkpoint = json.load(f)
return {
"history": checkpoint["history"],
"context": checkpoint["context"],
"workspace": self._restore_workspace(checkpoint["workspace_state"]),
"metadata": checkpoint["metadata"]
}
def _capture_workspace(self, workspace: str) -> dict:
"""Capture relevant workspace state"""
# Git status, file hashes, etc.
return {
"git_ref": subprocess.getoutput(f"cd {workspace} && git rev-parse HEAD"),
"git_dirty": subprocess.getoutput(f"cd {workspace} && git status --porcelain")
}
```
---
## 6. MCP (Model Context Protocol) Integration
### 6.1 MCP Server Pattern
```python
from mcp import Server, Tool
class MCPAgent:
"""
Agent that can dynamically discover and use MCP tools.
'Add a tool that...' pattern from Cline.
"""
def __init__(self, llm):
self.llm = llm
self.mcp_servers = {}
self.available_tools = {}
def connect_server(self, name: str, config: dict) -> None:
"""Connect to an MCP server"""
server = Server(config)
self.mcp_servers[name] = server
# Discover tools
tools = server.list_tools()
for tool in tools:
self.available_tools[tool.name] = {
"server": name,
"schema": tool.schema
}
async def create_tool(self, description: str) -> str:
"""
Create a new MCP server based on user description.
'Add a tool that fetches Jira tickets'
"""
# Generate MCP server code
code = self.llm.generate(f"""
Create a Python MCP server with a tool that does:
{description}
Use the FastMCP framework. Include proper error handling.
Return only the Python code.
""")
# Save and install
server_name = self._extract_name(description)
path = f"./mcp_servers/{server_name}/server.py"
with open(path, 'w') as f:
f.write(code)
# Hot-reload
self.connect_server(server_name, {"path": path})
return f"Created tool: {server_name}"
```
---
## Best Practices Checklist
### Agent Design
- [ ] Clear task decomposition
- [ ] Appropriate tool granularity
- [ ] Error handling at each step
- [ ] Progress visibility to user
### Safety
- [ ] Permission system implemented
- [ ] Dangerous operations blocked
- [ ] Sandbox for untrusted code
- [ ] Audit logging enabled
### UX
- [ ] Approval UI is clear
- [ ] Progress updates provided
- [ ] Undo/rollback available
- [ ] Explanation of actions
---
## Resources
- [Cline](https://github.com/cline/cline)
- [OpenAI Codex](https://github.com/openai/codex)
- [Model Context Protocol](https://modelcontextprotocol.io/)
- [Anthropic Tool Use](https://docs.anthropic.com/claude/docs/tool-use)

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---
name: bun-development
description: "Modern JavaScript/TypeScript development with Bun runtime. Covers package management, bundling, testing, and migration from Node.js. Use when working with Bun, optimizing JS/TS development speed, or migrating from Node.js to Bun."
---
# ⚡ Bun Development
> Fast, modern JavaScript/TypeScript development with the Bun runtime, inspired by [oven-sh/bun](https://github.com/oven-sh/bun).
## When to Use This Skill
Use this skill when:
- Starting new JS/TS projects with Bun
- Migrating from Node.js to Bun
- Optimizing development speed
- Using Bun's built-in tools (bundler, test runner)
- Troubleshooting Bun-specific issues
---
## 1. Getting Started
### 1.1 Installation
```bash
# macOS / Linux
curl -fsSL https://bun.sh/install | bash
# Windows
powershell -c "irm bun.sh/install.ps1 | iex"
# Homebrew
brew tap oven-sh/bun
brew install bun
# npm (if needed)
npm install -g bun
# Upgrade
bun upgrade
```
### 1.2 Why Bun?
| Feature | Bun | Node.js |
| :-------------- | :------------- | :-------------------------- |
| Startup time | ~25ms | ~100ms+ |
| Package install | 10-100x faster | Baseline |
| TypeScript | Native | Requires transpiler |
| JSX | Native | Requires transpiler |
| Test runner | Built-in | External (Jest, Vitest) |
| Bundler | Built-in | External (Webpack, esbuild) |
---
## 2. Project Setup
### 2.1 Create New Project
```bash
# Initialize project
bun init
# Creates:
# ├── package.json
# ├── tsconfig.json
# ├── index.ts
# └── README.md
# With specific template
bun create <template> <project-name>
# Examples
bun create react my-app # React app
bun create next my-app # Next.js app
bun create vite my-app # Vite app
bun create elysia my-api # Elysia API
```
### 2.2 package.json
```json
{
"name": "my-bun-project",
"version": "1.0.0",
"module": "index.ts",
"type": "module",
"scripts": {
"dev": "bun run --watch index.ts",
"start": "bun run index.ts",
"test": "bun test",
"build": "bun build ./index.ts --outdir ./dist",
"lint": "bunx eslint ."
},
"devDependencies": {
"@types/bun": "latest"
},
"peerDependencies": {
"typescript": "^5.0.0"
}
}
```
### 2.3 tsconfig.json (Bun-optimized)
```json
{
"compilerOptions": {
"lib": ["ESNext"],
"module": "esnext",
"target": "esnext",
"moduleResolution": "bundler",
"moduleDetection": "force",
"allowImportingTsExtensions": true,
"noEmit": true,
"composite": true,
"strict": true,
"downlevelIteration": true,
"skipLibCheck": true,
"jsx": "react-jsx",
"allowSyntheticDefaultImports": true,
"forceConsistentCasingInFileNames": true,
"allowJs": true,
"types": ["bun-types"]
}
}
```
---
## 3. Package Management
### 3.1 Installing Packages
```bash
# Install from package.json
bun install # or 'bun i'
# Add dependencies
bun add express # Regular dependency
bun add -d typescript # Dev dependency
bun add -D @types/node # Dev dependency (alias)
bun add --optional pkg # Optional dependency
# From specific registry
bun add lodash --registry https://registry.npmmirror.com
# Install specific version
bun add react@18.2.0
bun add react@latest
bun add react@next
# From git
bun add github:user/repo
bun add git+https://github.com/user/repo.git
```
### 3.2 Removing & Updating
```bash
# Remove package
bun remove lodash
# Update packages
bun update # Update all
bun update lodash # Update specific
bun update --latest # Update to latest (ignore ranges)
# Check outdated
bun outdated
```
### 3.3 bunx (npx equivalent)
```bash
# Execute package binaries
bunx prettier --write .
bunx tsc --init
bunx create-react-app my-app
# With specific version
bunx -p typescript@4.9 tsc --version
# Run without installing
bunx cowsay "Hello from Bun!"
```
### 3.4 Lockfile
```bash
# bun.lockb is a binary lockfile (faster parsing)
# To generate text lockfile for debugging:
bun install --yarn # Creates yarn.lock
# Trust existing lockfile
bun install --frozen-lockfile
```
---
## 4. Running Code
### 4.1 Basic Execution
```bash
# Run TypeScript directly (no build step!)
bun run index.ts
# Run JavaScript
bun run index.js
# Run with arguments
bun run server.ts --port 3000
# Run package.json script
bun run dev
bun run build
# Short form (for scripts)
bun dev
bun build
```
### 4.2 Watch Mode
```bash
# Auto-restart on file changes
bun --watch run index.ts
# With hot reloading
bun --hot run server.ts
```
### 4.3 Environment Variables
```typescript
// .env file is loaded automatically!
// Access environment variables
const apiKey = Bun.env.API_KEY;
const port = Bun.env.PORT ?? "3000";
// Or use process.env (Node.js compatible)
const dbUrl = process.env.DATABASE_URL;
```
```bash
# Run with specific env file
bun --env-file=.env.production run index.ts
```
---
## 5. Built-in APIs
### 5.1 File System (Bun.file)
```typescript
// Read file
const file = Bun.file("./data.json");
const text = await file.text();
const json = await file.json();
const buffer = await file.arrayBuffer();
// File info
console.log(file.size); // bytes
console.log(file.type); // MIME type
// Write file
await Bun.write("./output.txt", "Hello, Bun!");
await Bun.write("./data.json", JSON.stringify({ foo: "bar" }));
// Stream large files
const reader = file.stream();
for await (const chunk of reader) {
console.log(chunk);
}
```
### 5.2 HTTP Server (Bun.serve)
```typescript
const server = Bun.serve({
port: 3000,
fetch(request) {
const url = new URL(request.url);
if (url.pathname === "/") {
return new Response("Hello World!");
}
if (url.pathname === "/api/users") {
return Response.json([
{ id: 1, name: "Alice" },
{ id: 2, name: "Bob" },
]);
}
return new Response("Not Found", { status: 404 });
},
error(error) {
return new Response(`Error: ${error.message}`, { status: 500 });
},
});
console.log(`Server running at http://localhost:${server.port}`);
```
### 5.3 WebSocket Server
```typescript
const server = Bun.serve({
port: 3000,
fetch(req, server) {
// Upgrade to WebSocket
if (server.upgrade(req)) {
return; // Upgraded
}
return new Response("Upgrade failed", { status: 500 });
},
websocket: {
open(ws) {
console.log("Client connected");
ws.send("Welcome!");
},
message(ws, message) {
console.log(`Received: ${message}`);
ws.send(`Echo: ${message}`);
},
close(ws) {
console.log("Client disconnected");
},
},
});
```
### 5.4 SQLite (Bun.sql)
```typescript
import { Database } from "bun:sqlite";
const db = new Database("mydb.sqlite");
// Create table
db.run(`
CREATE TABLE IF NOT EXISTS users (
id INTEGER PRIMARY KEY AUTOINCREMENT,
name TEXT NOT NULL,
email TEXT UNIQUE
)
`);
// Insert
const insert = db.prepare("INSERT INTO users (name, email) VALUES (?, ?)");
insert.run("Alice", "alice@example.com");
// Query
const query = db.prepare("SELECT * FROM users WHERE name = ?");
const user = query.get("Alice");
console.log(user); // { id: 1, name: "Alice", email: "alice@example.com" }
// Query all
const allUsers = db.query("SELECT * FROM users").all();
```
### 5.5 Password Hashing
```typescript
// Hash password
const password = "super-secret";
const hash = await Bun.password.hash(password);
// Verify password
const isValid = await Bun.password.verify(password, hash);
console.log(isValid); // true
// With algorithm options
const bcryptHash = await Bun.password.hash(password, {
algorithm: "bcrypt",
cost: 12,
});
```
---
## 6. Testing
### 6.1 Basic Tests
```typescript
// math.test.ts
import { describe, it, expect, beforeAll, afterAll } from "bun:test";
describe("Math operations", () => {
it("adds two numbers", () => {
expect(1 + 1).toBe(2);
});
it("subtracts two numbers", () => {
expect(5 - 3).toBe(2);
});
});
```
### 6.2 Running Tests
```bash
# Run all tests
bun test
# Run specific file
bun test math.test.ts
# Run matching pattern
bun test --grep "adds"
# Watch mode
bun test --watch
# With coverage
bun test --coverage
# Timeout
bun test --timeout 5000
```
### 6.3 Matchers
```typescript
import { expect, test } from "bun:test";
test("matchers", () => {
// Equality
expect(1).toBe(1);
expect({ a: 1 }).toEqual({ a: 1 });
expect([1, 2]).toContain(1);
// Comparisons
expect(10).toBeGreaterThan(5);
expect(5).toBeLessThanOrEqual(5);
// Truthiness
expect(true).toBeTruthy();
expect(null).toBeNull();
expect(undefined).toBeUndefined();
// Strings
expect("hello").toMatch(/ell/);
expect("hello").toContain("ell");
// Arrays
expect([1, 2, 3]).toHaveLength(3);
// Exceptions
expect(() => {
throw new Error("fail");
}).toThrow("fail");
// Async
await expect(Promise.resolve(1)).resolves.toBe(1);
await expect(Promise.reject("err")).rejects.toBe("err");
});
```
### 6.4 Mocking
```typescript
import { mock, spyOn } from "bun:test";
// Mock function
const mockFn = mock((x: number) => x * 2);
mockFn(5);
expect(mockFn).toHaveBeenCalled();
expect(mockFn).toHaveBeenCalledWith(5);
expect(mockFn.mock.results[0].value).toBe(10);
// Spy on method
const obj = {
method: () => "original",
};
const spy = spyOn(obj, "method").mockReturnValue("mocked");
expect(obj.method()).toBe("mocked");
expect(spy).toHaveBeenCalled();
```
---
## 7. Bundling
### 7.1 Basic Build
```bash
# Bundle for production
bun build ./src/index.ts --outdir ./dist
# With options
bun build ./src/index.ts \
--outdir ./dist \
--target browser \
--minify \
--sourcemap
```
### 7.2 Build API
```typescript
const result = await Bun.build({
entrypoints: ["./src/index.ts"],
outdir: "./dist",
target: "browser", // or "bun", "node"
minify: true,
sourcemap: "external",
splitting: true,
format: "esm",
// External packages (not bundled)
external: ["react", "react-dom"],
// Define globals
define: {
"process.env.NODE_ENV": JSON.stringify("production"),
},
// Naming
naming: {
entry: "[name].[hash].js",
chunk: "chunks/[name].[hash].js",
asset: "assets/[name].[hash][ext]",
},
});
if (!result.success) {
console.error(result.logs);
}
```
### 7.3 Compile to Executable
```bash
# Create standalone executable
bun build ./src/cli.ts --compile --outfile myapp
# Cross-compile
bun build ./src/cli.ts --compile --target=bun-linux-x64 --outfile myapp-linux
bun build ./src/cli.ts --compile --target=bun-darwin-arm64 --outfile myapp-mac
# With embedded assets
bun build ./src/cli.ts --compile --outfile myapp --embed ./assets
```
---
## 8. Migration from Node.js
### 8.1 Compatibility
```typescript
// Most Node.js APIs work out of the box
import fs from "fs";
import path from "path";
import crypto from "crypto";
// process is global
console.log(process.cwd());
console.log(process.env.HOME);
// Buffer is global
const buf = Buffer.from("hello");
// __dirname and __filename work
console.log(__dirname);
console.log(__filename);
```
### 8.2 Common Migration Steps
```bash
# 1. Install Bun
curl -fsSL https://bun.sh/install | bash
# 2. Replace package manager
rm -rf node_modules package-lock.json
bun install
# 3. Update scripts in package.json
# "start": "node index.js" → "start": "bun run index.ts"
# "test": "jest" → "test": "bun test"
# 4. Add Bun types
bun add -d @types/bun
```
### 8.3 Differences from Node.js
```typescript
// ❌ Node.js specific (may not work)
require("module") // Use import instead
require.resolve("pkg") // Use import.meta.resolve
__non_webpack_require__ // Not supported
// ✅ Bun equivalents
import pkg from "pkg";
const resolved = import.meta.resolve("pkg");
Bun.resolveSync("pkg", process.cwd());
// ❌ These globals differ
process.hrtime() // Use Bun.nanoseconds()
setImmediate() // Use queueMicrotask()
// ✅ Bun-specific features
const file = Bun.file("./data.txt"); // Fast file API
Bun.serve({ port: 3000, fetch: ... }); // Fast HTTP server
Bun.password.hash(password); // Built-in hashing
```
---
## 9. Performance Tips
### 9.1 Use Bun-native APIs
```typescript
// Slow (Node.js compat)
import fs from "fs/promises";
const content = await fs.readFile("./data.txt", "utf-8");
// Fast (Bun-native)
const file = Bun.file("./data.txt");
const content = await file.text();
```
### 9.2 Use Bun.serve for HTTP
```typescript
// Don't: Express/Fastify (overhead)
import express from "express";
const app = express();
// Do: Bun.serve (native, 4-10x faster)
Bun.serve({
fetch(req) {
return new Response("Hello!");
},
});
// Or use Elysia (Bun-optimized framework)
import { Elysia } from "elysia";
new Elysia().get("/", () => "Hello!").listen(3000);
```
### 9.3 Bundle for Production
```bash
# Always bundle and minify for production
bun build ./src/index.ts --outdir ./dist --minify --target node
# Then run the bundle
bun run ./dist/index.js
```
---
## Quick Reference
| Task | Command |
| :----------- | :----------------------------------------- |
| Init project | `bun init` |
| Install deps | `bun install` |
| Add package | `bun add <pkg>` |
| Run script | `bun run <script>` |
| Run file | `bun run file.ts` |
| Watch mode | `bun --watch run file.ts` |
| Run tests | `bun test` |
| Build | `bun build ./src/index.ts --outdir ./dist` |
| Execute pkg | `bunx <pkg>` |
---
## Resources
- [Bun Documentation](https://bun.sh/docs)
- [Bun GitHub](https://github.com/oven-sh/bun)
- [Elysia Framework](https://elysiajs.com/)
- [Bun Discord](https://bun.sh/discord)

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@@ -0,0 +1,62 @@
---
name: concise-planning
description: Use when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.
---
# Concise Planning
## Goal
Turn a user request into a **single, actionable plan** with atomic steps.
## Workflow
### 1. Scan Context
- Read `README.md`, docs, and relevant code files.
- Identify constraints (language, frameworks, tests).
### 2. Minimal Interaction
- Ask **at most 12 questions** and only if truly blocking.
- Make reasonable assumptions for non-blocking unknowns.
### 3. Generate Plan
Use the following structure:
- **Approach**: 1-3 sentences on what and why.
- **Scope**: Bullet points for "In" and "Out".
- **Action Items**: A list of 6-10 atomic, ordered tasks (Verb-first).
- **Validation**: At least one item for testing.
## Plan Template
```markdown
# Plan
<High-level approach>
## Scope
- In:
- Out:
## Action Items
[ ] <Step 1: Discovery>
[ ] <Step 2: Implementation>
[ ] <Step 3: Implementation>
[ ] <Step 4: Validation/Testing>
[ ] <Step 5: Rollout/Commit>
## Open Questions
- <Question 1 (max 3)>
```
## Checklist Guidelines
- **Atomic**: Each step should be a single logical unit of work.
- **Verb-first**: "Add...", "Refactor...", "Verify...".
- **Concrete**: Name specific files or modules when possible.

View File

@@ -0,0 +1,846 @@
---
name: github-workflow-automation
description: "Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues."
---
# 🔧 GitHub Workflow Automation
> Patterns for automating GitHub workflows with AI assistance, inspired by [Gemini CLI](https://github.com/google-gemini/gemini-cli) and modern DevOps practices.
## When to Use This Skill
Use this skill when:
- Automating PR reviews with AI
- Setting up issue triage automation
- Creating GitHub Actions workflows
- Integrating AI into CI/CD pipelines
- Automating Git operations (rebases, cherry-picks)
---
## 1. Automated PR Review
### 1.1 PR Review Action
```yaml
# .github/workflows/ai-review.yml
name: AI Code Review
on:
pull_request:
types: [opened, synchronize]
jobs:
review:
runs-on: ubuntu-latest
permissions:
contents: read
pull-requests: write
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Get changed files
id: changed
run: |
files=$(git diff --name-only origin/${{ github.base_ref }}...HEAD)
echo "files<<EOF" >> $GITHUB_OUTPUT
echo "$files" >> $GITHUB_OUTPUT
echo "EOF" >> $GITHUB_OUTPUT
- name: Get diff
id: diff
run: |
diff=$(git diff origin/${{ github.base_ref }}...HEAD)
echo "diff<<EOF" >> $GITHUB_OUTPUT
echo "$diff" >> $GITHUB_OUTPUT
echo "EOF" >> $GITHUB_OUTPUT
- name: AI Review
uses: actions/github-script@v7
with:
script: |
const { Anthropic } = require('@anthropic-ai/sdk');
const client = new Anthropic({ apiKey: process.env.ANTHROPIC_API_KEY });
const response = await client.messages.create({
model: "claude-3-sonnet-20240229",
max_tokens: 4096,
messages: [{
role: "user",
content: `Review this PR diff and provide feedback:
Changed files: ${{ steps.changed.outputs.files }}
Diff:
${{ steps.diff.outputs.diff }}
Provide:
1. Summary of changes
2. Potential issues or bugs
3. Suggestions for improvement
4. Security concerns if any
Format as GitHub markdown.`
}]
});
await github.rest.pulls.createReview({
owner: context.repo.owner,
repo: context.repo.repo,
pull_number: context.issue.number,
body: response.content[0].text,
event: 'COMMENT'
});
env:
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
```
### 1.2 Review Comment Patterns
````markdown
# AI Review Structure
## 📋 Summary
Brief description of what this PR does.
## ✅ What looks good
- Well-structured code
- Good test coverage
- Clear naming conventions
## ⚠️ Potential Issues
1. **Line 42**: Possible null pointer exception
```javascript
// Current
user.profile.name;
// Suggested
user?.profile?.name ?? "Unknown";
```
````
2. **Line 78**: Consider error handling
```javascript
// Add try-catch or .catch()
```
## 💡 Suggestions
- Consider extracting the validation logic into a separate function
- Add JSDoc comments for public methods
## 🔒 Security Notes
- No sensitive data exposure detected
- API key handling looks correct
````
### 1.3 Focused Reviews
```yaml
# Review only specific file types
- name: Filter code files
run: |
files=$(git diff --name-only origin/${{ github.base_ref }}...HEAD | \
grep -E '\.(ts|tsx|js|jsx|py|go)$' || true)
echo "code_files=$files" >> $GITHUB_OUTPUT
# Review with context
- name: AI Review with context
run: |
# Include relevant context files
context=""
for file in ${{ steps.changed.outputs.files }}; do
if [[ -f "$file" ]]; then
context+="=== $file ===\n$(cat $file)\n\n"
fi
done
# Send to AI with full file context
````
---
## 2. Issue Triage Automation
### 2.1 Auto-label Issues
```yaml
# .github/workflows/issue-triage.yml
name: Issue Triage
on:
issues:
types: [opened]
jobs:
triage:
runs-on: ubuntu-latest
permissions:
issues: write
steps:
- name: Analyze issue
uses: actions/github-script@v7
with:
script: |
const issue = context.payload.issue;
// Call AI to analyze
const analysis = await analyzeIssue(issue.title, issue.body);
// Apply labels
const labels = [];
if (analysis.type === 'bug') {
labels.push('bug');
if (analysis.severity === 'high') labels.push('priority: high');
} else if (analysis.type === 'feature') {
labels.push('enhancement');
} else if (analysis.type === 'question') {
labels.push('question');
}
if (analysis.area) {
labels.push(`area: ${analysis.area}`);
}
await github.rest.issues.addLabels({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: issue.number,
labels: labels
});
// Add initial response
if (analysis.type === 'bug' && !analysis.hasReproSteps) {
await github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: issue.number,
body: `Thanks for reporting this issue!
To help us investigate, could you please provide:
- Steps to reproduce the issue
- Expected behavior
- Actual behavior
- Environment (OS, version, etc.)
This will help us resolve your issue faster. 🙏`
});
}
```
### 2.2 Issue Analysis Prompt
```typescript
const TRIAGE_PROMPT = `
Analyze this GitHub issue and classify it:
Title: {title}
Body: {body}
Return JSON with:
{
"type": "bug" | "feature" | "question" | "docs" | "other",
"severity": "low" | "medium" | "high" | "critical",
"area": "frontend" | "backend" | "api" | "docs" | "ci" | "other",
"summary": "one-line summary",
"hasReproSteps": boolean,
"isFirstContribution": boolean,
"suggestedLabels": ["label1", "label2"],
"suggestedAssignees": ["username"] // based on area expertise
}
`;
```
### 2.3 Stale Issue Management
```yaml
# .github/workflows/stale.yml
name: Manage Stale Issues
on:
schedule:
- cron: "0 0 * * *" # Daily
jobs:
stale:
runs-on: ubuntu-latest
steps:
- uses: actions/stale@v9
with:
stale-issue-message: |
This issue has been automatically marked as stale because it has not had
recent activity. It will be closed in 14 days if no further activity occurs.
If this issue is still relevant:
- Add a comment with an update
- Remove the `stale` label
Thank you for your contributions! 🙏
stale-pr-message: |
This PR has been automatically marked as stale. Please update it or it
will be closed in 14 days.
days-before-stale: 60
days-before-close: 14
stale-issue-label: "stale"
stale-pr-label: "stale"
exempt-issue-labels: "pinned,security,in-progress"
exempt-pr-labels: "pinned,security"
```
---
## 3. CI/CD Integration
### 3.1 Smart Test Selection
```yaml
# .github/workflows/smart-tests.yml
name: Smart Test Selection
on:
pull_request:
jobs:
analyze:
runs-on: ubuntu-latest
outputs:
test_suites: ${{ steps.analyze.outputs.suites }}
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Analyze changes
id: analyze
run: |
# Get changed files
changed=$(git diff --name-only origin/${{ github.base_ref }}...HEAD)
# Determine which test suites to run
suites="[]"
if echo "$changed" | grep -q "^src/api/"; then
suites=$(echo $suites | jq '. + ["api"]')
fi
if echo "$changed" | grep -q "^src/frontend/"; then
suites=$(echo $suites | jq '. + ["frontend"]')
fi
if echo "$changed" | grep -q "^src/database/"; then
suites=$(echo $suites | jq '. + ["database", "api"]')
fi
# If nothing specific, run all
if [ "$suites" = "[]" ]; then
suites='["all"]'
fi
echo "suites=$suites" >> $GITHUB_OUTPUT
test:
needs: analyze
runs-on: ubuntu-latest
strategy:
matrix:
suite: ${{ fromJson(needs.analyze.outputs.test_suites) }}
steps:
- uses: actions/checkout@v4
- name: Run tests
run: |
if [ "${{ matrix.suite }}" = "all" ]; then
npm test
else
npm test -- --suite ${{ matrix.suite }}
fi
```
### 3.2 Deployment with AI Validation
```yaml
# .github/workflows/deploy.yml
name: Deploy with AI Validation
on:
push:
branches: [main]
jobs:
validate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Get deployment changes
id: changes
run: |
# Get commits since last deployment
last_deploy=$(git describe --tags --abbrev=0 2>/dev/null || echo "")
if [ -n "$last_deploy" ]; then
changes=$(git log --oneline $last_deploy..HEAD)
else
changes=$(git log --oneline -10)
fi
echo "changes<<EOF" >> $GITHUB_OUTPUT
echo "$changes" >> $GITHUB_OUTPUT
echo "EOF" >> $GITHUB_OUTPUT
- name: AI Risk Assessment
id: assess
uses: actions/github-script@v7
with:
script: |
// Analyze changes for deployment risk
const prompt = `
Analyze these changes for deployment risk:
${process.env.CHANGES}
Return JSON:
{
"riskLevel": "low" | "medium" | "high",
"concerns": ["concern1", "concern2"],
"recommendations": ["rec1", "rec2"],
"requiresManualApproval": boolean
}
`;
// Call AI and parse response
const analysis = await callAI(prompt);
if (analysis.riskLevel === 'high') {
core.setFailed('High-risk deployment detected. Manual review required.');
}
return analysis;
env:
CHANGES: ${{ steps.changes.outputs.changes }}
deploy:
needs: validate
runs-on: ubuntu-latest
environment: production
steps:
- name: Deploy
run: |
echo "Deploying to production..."
# Deployment commands here
```
### 3.3 Rollback Automation
```yaml
# .github/workflows/rollback.yml
name: Automated Rollback
on:
workflow_dispatch:
inputs:
reason:
description: "Reason for rollback"
required: true
jobs:
rollback:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Find last stable version
id: stable
run: |
# Find last successful deployment
stable=$(git tag -l 'v*' --sort=-version:refname | head -1)
echo "version=$stable" >> $GITHUB_OUTPUT
- name: Rollback
run: |
git checkout ${{ steps.stable.outputs.version }}
# Deploy stable version
npm run deploy
- name: Notify team
uses: slackapi/slack-github-action@v1
with:
payload: |
{
"text": "🔄 Production rolled back to ${{ steps.stable.outputs.version }}",
"blocks": [
{
"type": "section",
"text": {
"type": "mrkdwn",
"text": "*Rollback executed*\n• Version: `${{ steps.stable.outputs.version }}`\n• Reason: ${{ inputs.reason }}\n• Triggered by: ${{ github.actor }}"
}
}
]
}
```
---
## 4. Git Operations
### 4.1 Automated Rebasing
```yaml
# .github/workflows/auto-rebase.yml
name: Auto Rebase
on:
issue_comment:
types: [created]
jobs:
rebase:
if: github.event.issue.pull_request && contains(github.event.comment.body, '/rebase')
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
token: ${{ secrets.GITHUB_TOKEN }}
- name: Setup Git
run: |
git config user.name "github-actions[bot]"
git config user.email "github-actions[bot]@users.noreply.github.com"
- name: Rebase PR
run: |
# Fetch PR branch
gh pr checkout ${{ github.event.issue.number }}
# Rebase onto main
git fetch origin main
git rebase origin/main
# Force push
git push --force-with-lease
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Comment result
uses: actions/github-script@v7
with:
script: |
github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: context.issue.number,
body: '✅ Successfully rebased onto main!'
})
```
### 4.2 Smart Cherry-Pick
```typescript
// AI-assisted cherry-pick that handles conflicts
async function smartCherryPick(commitHash: string, targetBranch: string) {
// Get commit info
const commitInfo = await exec(`git show ${commitHash} --stat`);
// Check for potential conflicts
const targetDiff = await exec(
`git diff ${targetBranch}...HEAD -- ${affectedFiles}`
);
// AI analysis
const analysis = await ai.analyze(`
I need to cherry-pick this commit to ${targetBranch}:
${commitInfo}
Current state of affected files on ${targetBranch}:
${targetDiff}
Will there be conflicts? If so, suggest resolution strategy.
`);
if (analysis.willConflict) {
// Create branch for manual resolution
await exec(
`git checkout -b cherry-pick-${commitHash.slice(0, 7)} ${targetBranch}`
);
const result = await exec(`git cherry-pick ${commitHash}`, {
allowFail: true,
});
if (result.failed) {
// AI-assisted conflict resolution
const conflicts = await getConflicts();
for (const conflict of conflicts) {
const resolution = await ai.resolveConflict(conflict);
await applyResolution(conflict.file, resolution);
}
}
} else {
await exec(`git checkout ${targetBranch}`);
await exec(`git cherry-pick ${commitHash}`);
}
}
```
### 4.3 Branch Cleanup
```yaml
# .github/workflows/branch-cleanup.yml
name: Branch Cleanup
on:
schedule:
- cron: '0 0 * * 0' # Weekly
workflow_dispatch:
jobs:
cleanup:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Find stale branches
id: stale
run: |
# Branches not updated in 30 days
stale=$(git for-each-ref --sort=-committerdate refs/remotes/origin \
--format='%(refname:short) %(committerdate:relative)' | \
grep -E '[3-9][0-9]+ days|[0-9]+ months|[0-9]+ years' | \
grep -v 'origin/main\|origin/develop' | \
cut -d' ' -f1 | sed 's|origin/||')
echo "branches<<EOF" >> $GITHUB_OUTPUT
echo "$stale" >> $GITHUB_OUTPUT
echo "EOF" >> $GITHUB_OUTPUT
- name: Create cleanup PR
if: steps.stale.outputs.branches != ''
uses: actions/github-script@v7
with:
script: |
const branches = `${{ steps.stale.outputs.branches }}`.split('\n').filter(Boolean);
const body = `## 🧹 Stale Branch Cleanup
The following branches haven't been updated in over 30 days:
${branches.map(b => `- \`${b}\``).join('\n')}
### Actions:
- [ ] Review each branch
- [ ] Delete branches that are no longer needed
- Comment \`/keep branch-name\` to preserve specific branches
`;
await github.rest.issues.create({
owner: context.repo.owner,
repo: context.repo.repo,
title: 'Stale Branch Cleanup',
body: body,
labels: ['housekeeping']
});
```
---
## 5. On-Demand Assistance
### 5.1 @mention Bot
```yaml
# .github/workflows/mention-bot.yml
name: AI Mention Bot
on:
issue_comment:
types: [created]
pull_request_review_comment:
types: [created]
jobs:
respond:
if: contains(github.event.comment.body, '@ai-helper')
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Extract question
id: question
run: |
# Extract text after @ai-helper
question=$(echo "${{ github.event.comment.body }}" | sed 's/.*@ai-helper//')
echo "question=$question" >> $GITHUB_OUTPUT
- name: Get context
id: context
run: |
if [ "${{ github.event.issue.pull_request }}" != "" ]; then
# It's a PR - get diff
gh pr diff ${{ github.event.issue.number }} > context.txt
else
# It's an issue - get description
gh issue view ${{ github.event.issue.number }} --json body -q .body > context.txt
fi
echo "context=$(cat context.txt)" >> $GITHUB_OUTPUT
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: AI Response
uses: actions/github-script@v7
with:
script: |
const response = await ai.chat(`
Context: ${process.env.CONTEXT}
Question: ${process.env.QUESTION}
Provide a helpful, specific answer. Include code examples if relevant.
`);
await github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: context.issue.number,
body: response
});
env:
CONTEXT: ${{ steps.context.outputs.context }}
QUESTION: ${{ steps.question.outputs.question }}
```
### 5.2 Command Patterns
```markdown
## Available Commands
| Command | Description |
| :------------------- | :-------------------------- |
| `@ai-helper explain` | Explain the code in this PR |
| `@ai-helper review` | Request AI code review |
| `@ai-helper fix` | Suggest fixes for issues |
| `@ai-helper test` | Generate test cases |
| `@ai-helper docs` | Generate documentation |
| `/rebase` | Rebase PR onto main |
| `/update` | Update PR branch from main |
| `/approve` | Mark as approved by bot |
| `/label bug` | Add 'bug' label |
| `/assign @user` | Assign to user |
```
---
## 6. Repository Configuration
### 6.1 CODEOWNERS
```
# .github/CODEOWNERS
# Global owners
* @org/core-team
# Frontend
/src/frontend/ @org/frontend-team
*.tsx @org/frontend-team
*.css @org/frontend-team
# Backend
/src/api/ @org/backend-team
/src/database/ @org/backend-team
# Infrastructure
/.github/ @org/devops-team
/terraform/ @org/devops-team
Dockerfile @org/devops-team
# Docs
/docs/ @org/docs-team
*.md @org/docs-team
# Security-sensitive
/src/auth/ @org/security-team
/src/crypto/ @org/security-team
```
### 6.2 Branch Protection
```yaml
# Set up via GitHub API
- name: Configure branch protection
uses: actions/github-script@v7
with:
script: |
await github.rest.repos.updateBranchProtection({
owner: context.repo.owner,
repo: context.repo.repo,
branch: 'main',
required_status_checks: {
strict: true,
contexts: ['test', 'lint', 'ai-review']
},
enforce_admins: true,
required_pull_request_reviews: {
required_approving_review_count: 1,
require_code_owner_reviews: true,
dismiss_stale_reviews: true
},
restrictions: null,
required_linear_history: true,
allow_force_pushes: false,
allow_deletions: false
});
```
---
## Best Practices
### Security
- [ ] Store API keys in GitHub Secrets
- [ ] Use minimal permissions in workflows
- [ ] Validate all inputs
- [ ] Don't expose sensitive data in logs
### Performance
- [ ] Cache dependencies
- [ ] Use matrix builds for parallel testing
- [ ] Skip unnecessary jobs with path filters
- [ ] Use self-hosted runners for heavy workloads
### Reliability
- [ ] Add timeouts to jobs
- [ ] Handle rate limits gracefully
- [ ] Implement retry logic
- [ ] Have rollback procedures
---
## Resources
- [Gemini CLI GitHub Action](https://github.com/google-github-actions/run-gemini-cli)
- [GitHub Actions Documentation](https://docs.github.com/en/actions)
- [GitHub REST API](https://docs.github.com/en/rest)
- [CODEOWNERS Syntax](https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners)

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---
name: javascript-mastery
description: "Comprehensive JavaScript reference covering 33+ essential concepts every developer should know. From fundamentals like primitives and closures to advanced patterns like async/await and functional programming. Use when explaining JS concepts, debugging JavaScript issues, or teaching JavaScript fundamentals."
---
# 🧠 JavaScript Mastery
> 33+ essential JavaScript concepts every developer should know, inspired by [33-js-concepts](https://github.com/leonardomso/33-js-concepts).
## When to Use This Skill
Use this skill when:
- Explaining JavaScript concepts
- Debugging tricky JS behavior
- Teaching JavaScript fundamentals
- Reviewing code for JS best practices
- Understanding language quirks
---
## 1. Fundamentals
### 1.1 Primitive Types
JavaScript has 7 primitive types:
```javascript
// String
const str = "hello";
// Number (integers and floats)
const num = 42;
const float = 3.14;
// BigInt (for large integers)
const big = 9007199254740991n;
// Boolean
const bool = true;
// Undefined
let undef; // undefined
// Null
const empty = null;
// Symbol (unique identifiers)
const sym = Symbol("description");
```
**Key points**:
- Primitives are immutable
- Passed by value
- `typeof null === "object"` is a historical bug
### 1.2 Type Coercion
JavaScript implicitly converts types:
```javascript
// String coercion
"5" + 3; // "53" (number → string)
"5" - 3; // 2 (string → number)
// Boolean coercion
Boolean(""); // false
Boolean("hello"); // true
Boolean(0); // false
Boolean([]); // true (!)
// Equality coercion
"5" == 5; // true (coerces)
"5" === 5; // false (strict)
```
**Falsy values** (8 total):
`false`, `0`, `-0`, `0n`, `""`, `null`, `undefined`, `NaN`
### 1.3 Equality Operators
```javascript
// == (loose equality) - coerces types
null == undefined; // true
"1" == 1; // true
// === (strict equality) - no coercion
null === undefined; // false
"1" === 1; // false
// Object.is() - handles edge cases
Object.is(NaN, NaN); // true (NaN === NaN is false!)
Object.is(-0, 0); // false (0 === -0 is true!)
```
**Rule**: Always use `===` unless you have a specific reason not to.
---
## 2. Scope & Closures
### 2.1 Scope Types
```javascript
// Global scope
var globalVar = "global";
function outer() {
// Function scope
var functionVar = "function";
if (true) {
// Block scope (let/const only)
let blockVar = "block";
const alsoBlock = "block";
var notBlock = "function"; // var ignores blocks!
}
}
```
### 2.2 Closures
A closure is a function that remembers its lexical scope:
```javascript
function createCounter() {
let count = 0; // "closed over" variable
return {
increment() {
return ++count;
},
decrement() {
return --count;
},
getCount() {
return count;
},
};
}
const counter = createCounter();
counter.increment(); // 1
counter.increment(); // 2
counter.getCount(); // 2
```
**Common use cases**:
- Data privacy (module pattern)
- Function factories
- Partial application
- Memoization
### 2.3 var vs let vs const
```javascript
// var - function scoped, hoisted, can redeclare
var x = 1;
var x = 2; // OK
// let - block scoped, hoisted (TDZ), no redeclare
let y = 1;
// let y = 2; // Error!
// const - like let, but can't reassign
const z = 1;
// z = 2; // Error!
// BUT: const objects are mutable
const obj = { a: 1 };
obj.a = 2; // OK
obj.b = 3; // OK
```
---
## 3. Functions & Execution
### 3.1 Call Stack
```javascript
function first() {
console.log("first start");
second();
console.log("first end");
}
function second() {
console.log("second");
}
first();
// Output:
// "first start"
// "second"
// "first end"
```
Stack overflow example:
```javascript
function infinite() {
infinite(); // No base case!
}
infinite(); // RangeError: Maximum call stack size exceeded
```
### 3.2 Hoisting
```javascript
// Variable hoisting
console.log(a); // undefined (hoisted, not initialized)
var a = 5;
console.log(b); // ReferenceError (TDZ)
let b = 5;
// Function hoisting
sayHi(); // Works!
function sayHi() {
console.log("Hi!");
}
// Function expressions don't hoist
sayBye(); // TypeError
var sayBye = function () {
console.log("Bye!");
};
```
### 3.3 this Keyword
```javascript
// Global context
console.log(this); // window (browser) or global (Node)
// Object method
const obj = {
name: "Alice",
greet() {
console.log(this.name); // "Alice"
},
};
// Arrow functions (lexical this)
const obj2 = {
name: "Bob",
greet: () => {
console.log(this.name); // undefined (inherits outer this)
},
};
// Explicit binding
function greet() {
console.log(this.name);
}
greet.call({ name: "Charlie" }); // "Charlie"
greet.apply({ name: "Diana" }); // "Diana"
const bound = greet.bind({ name: "Eve" });
bound(); // "Eve"
```
---
## 4. Event Loop & Async
### 4.1 Event Loop
```javascript
console.log("1");
setTimeout(() => console.log("2"), 0);
Promise.resolve().then(() => console.log("3"));
console.log("4");
// Output: 1, 4, 3, 2
// Why? Microtasks (Promises) run before macrotasks (setTimeout)
```
**Execution order**:
1. Synchronous code (call stack)
2. Microtasks (Promise callbacks, queueMicrotask)
3. Macrotasks (setTimeout, setInterval, I/O)
### 4.2 Callbacks
```javascript
// Callback pattern
function fetchData(callback) {
setTimeout(() => {
callback(null, { data: "result" });
}, 1000);
}
// Error-first convention
fetchData((error, result) => {
if (error) {
console.error(error);
return;
}
console.log(result);
});
// Callback hell (avoid this!)
getData((data) => {
processData(data, (processed) => {
saveData(processed, (saved) => {
notify(saved, () => {
// 😱 Pyramid of doom
});
});
});
});
```
### 4.3 Promises
```javascript
// Creating a Promise
const promise = new Promise((resolve, reject) => {
setTimeout(() => {
resolve("Success!");
// or: reject(new Error("Failed!"));
}, 1000);
});
// Consuming Promises
promise
.then((result) => console.log(result))
.catch((error) => console.error(error))
.finally(() => console.log("Done"));
// Promise combinators
Promise.all([p1, p2, p3]); // All must succeed
Promise.allSettled([p1, p2]); // Wait for all, get status
Promise.race([p1, p2]); // First to settle
Promise.any([p1, p2]); // First to succeed
```
### 4.4 async/await
```javascript
async function fetchUserData(userId) {
try {
const response = await fetch(`/api/users/${userId}`);
if (!response.ok) throw new Error("Failed to fetch");
const user = await response.json();
return user;
} catch (error) {
console.error("Error:", error);
throw error; // Re-throw for caller to handle
}
}
// Parallel execution
async function fetchAll() {
const [users, posts] = await Promise.all([
fetch("/api/users"),
fetch("/api/posts"),
]);
return { users, posts };
}
```
---
## 5. Functional Programming
### 5.1 Higher-Order Functions
Functions that take or return functions:
```javascript
// Takes a function
const numbers = [1, 2, 3];
const doubled = numbers.map((n) => n * 2); // [2, 4, 6]
// Returns a function
function multiply(a) {
return function (b) {
return a * b;
};
}
const double = multiply(2);
double(5); // 10
```
### 5.2 Pure Functions
```javascript
// Pure: same input → same output, no side effects
function add(a, b) {
return a + b;
}
// Impure: modifies external state
let total = 0;
function addToTotal(value) {
total += value; // Side effect!
return total;
}
// Impure: depends on external state
function getDiscount(price) {
return price * globalDiscountRate; // External dependency
}
```
### 5.3 map, filter, reduce
```javascript
const users = [
{ name: "Alice", age: 25 },
{ name: "Bob", age: 30 },
{ name: "Charlie", age: 35 },
];
// map: transform each element
const names = users.map((u) => u.name);
// ["Alice", "Bob", "Charlie"]
// filter: keep elements matching condition
const adults = users.filter((u) => u.age >= 30);
// [{ name: "Bob", ... }, { name: "Charlie", ... }]
// reduce: accumulate into single value
const totalAge = users.reduce((sum, u) => sum + u.age, 0);
// 90
// Chaining
const result = users
.filter((u) => u.age >= 30)
.map((u) => u.name)
.join(", ");
// "Bob, Charlie"
```
### 5.4 Currying & Composition
```javascript
// Currying: transform f(a, b, c) into f(a)(b)(c)
const curry = (fn) => {
return function curried(...args) {
if (args.length >= fn.length) {
return fn.apply(this, args);
}
return (...moreArgs) => curried(...args, ...moreArgs);
};
};
const add = curry((a, b, c) => a + b + c);
add(1)(2)(3); // 6
add(1, 2)(3); // 6
add(1)(2, 3); // 6
// Composition: combine functions
const compose =
(...fns) =>
(x) =>
fns.reduceRight((acc, fn) => fn(acc), x);
const pipe =
(...fns) =>
(x) =>
fns.reduce((acc, fn) => fn(acc), x);
const addOne = (x) => x + 1;
const double = (x) => x * 2;
const addThenDouble = compose(double, addOne);
addThenDouble(5); // 12 = (5 + 1) * 2
const doubleThenAdd = pipe(double, addOne);
doubleThenAdd(5); // 11 = (5 * 2) + 1
```
---
## 6. Objects & Prototypes
### 6.1 Prototypal Inheritance
```javascript
// Prototype chain
const animal = {
speak() {
console.log("Some sound");
},
};
const dog = Object.create(animal);
dog.bark = function () {
console.log("Woof!");
};
dog.speak(); // "Some sound" (inherited)
dog.bark(); // "Woof!" (own method)
// ES6 Classes (syntactic sugar)
class Animal {
speak() {
console.log("Some sound");
}
}
class Dog extends Animal {
bark() {
console.log("Woof!");
}
}
```
### 6.2 Object Methods
```javascript
const obj = { a: 1, b: 2 };
// Keys, values, entries
Object.keys(obj); // ["a", "b"]
Object.values(obj); // [1, 2]
Object.entries(obj); // [["a", 1], ["b", 2]]
// Shallow copy
const copy = { ...obj };
const copy2 = Object.assign({}, obj);
// Freeze (immutable)
const frozen = Object.freeze({ x: 1 });
frozen.x = 2; // Silently fails (or throws in strict mode)
// Seal (no add/delete, can modify)
const sealed = Object.seal({ x: 1 });
sealed.x = 2; // OK
sealed.y = 3; // Fails
delete sealed.x; // Fails
```
---
## 7. Modern JavaScript (ES6+)
### 7.1 Destructuring
```javascript
// Array destructuring
const [first, second, ...rest] = [1, 2, 3, 4, 5];
// first = 1, second = 2, rest = [3, 4, 5]
// Object destructuring
const { name, age, city = "Unknown" } = { name: "Alice", age: 25 };
// name = "Alice", age = 25, city = "Unknown"
// Renaming
const { name: userName } = { name: "Bob" };
// userName = "Bob"
// Nested
const {
address: { street },
} = { address: { street: "123 Main" } };
```
### 7.2 Spread & Rest
```javascript
// Spread: expand iterable
const arr1 = [1, 2, 3];
const arr2 = [...arr1, 4, 5]; // [1, 2, 3, 4, 5]
const obj1 = { a: 1 };
const obj2 = { ...obj1, b: 2 }; // { a: 1, b: 2 }
// Rest: collect remaining
function sum(...numbers) {
return numbers.reduce((a, b) => a + b, 0);
}
sum(1, 2, 3, 4); // 10
```
### 7.3 Modules
```javascript
// Named exports
export const PI = 3.14159;
export function square(x) {
return x * x;
}
// Default export
export default class Calculator {}
// Importing
import Calculator, { PI, square } from "./math.js";
import * as math from "./math.js";
// Dynamic import
const module = await import("./dynamic.js");
```
### 7.4 Optional Chaining & Nullish Coalescing
```javascript
// Optional chaining (?.)
const user = { address: { city: "NYC" } };
const city = user?.address?.city; // "NYC"
const zip = user?.address?.zip; // undefined (no error)
const fn = user?.getName?.(); // undefined if no method
// Nullish coalescing (??)
const value = null ?? "default"; // "default"
const zero = 0 ?? "default"; // 0 (not nullish!)
const empty = "" ?? "default"; // "" (not nullish!)
// Compare with ||
const value2 = 0 || "default"; // "default" (0 is falsy)
```
---
## Quick Reference Card
| Concept | Key Point |
| :------------- | :-------------------------------- |
| `==` vs `===` | Always use `===` |
| `var` vs `let` | Prefer `let`/`const` |
| Closures | Function + lexical scope |
| `this` | Depends on how function is called |
| Event loop | Microtasks before macrotasks |
| Pure functions | Same input → same output |
| Prototypes | `__proto__` → prototype chain |
| `??` vs `\|\|` | `??` only checks null/undefined |
---
## Resources
- [33 JS Concepts](https://github.com/leonardomso/33-js-concepts)
- [JavaScript.info](https://javascript.info/)
- [MDN JavaScript Guide](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide)
- [You Don't Know JS](https://github.com/getify/You-Dont-Know-JS)

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---
name: llm-app-patterns
description: "Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability."
---
# 🤖 LLM Application Patterns
> Production-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/dify) and industry best practices.
## When to Use This Skill
Use this skill when:
- Designing LLM-powered applications
- Implementing RAG (Retrieval-Augmented Generation)
- Building AI agents with tools
- Setting up LLMOps monitoring
- Choosing between agent architectures
---
## 1. RAG Pipeline Architecture
### Overview
RAG (Retrieval-Augmented Generation) grounds LLM responses in your data.
```
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Ingest │────▶│ Retrieve │────▶│ Generate │
│ Documents │ │ Context │ │ Response │
└─────────────┘ └─────────────┘ └─────────────┘
│ │ │
▼ ▼ ▼
┌─────────┐ ┌───────────┐ ┌───────────┐
│ Chunking│ │ Vector │ │ LLM │
│Embedding│ │ Search │ │ + Context│
└─────────┘ └───────────┘ └───────────┘
```
### 1.1 Document Ingestion
```python
# Chunking strategies
class ChunkingStrategy:
# Fixed-size chunks (simple but may break context)
FIXED_SIZE = "fixed_size" # e.g., 512 tokens
# Semantic chunking (preserves meaning)
SEMANTIC = "semantic" # Split on paragraphs/sections
# Recursive splitting (tries multiple separators)
RECURSIVE = "recursive" # ["\n\n", "\n", " ", ""]
# Document-aware (respects structure)
DOCUMENT_AWARE = "document_aware" # Headers, lists, etc.
# Recommended settings
CHUNK_CONFIG = {
"chunk_size": 512, # tokens
"chunk_overlap": 50, # token overlap between chunks
"separators": ["\n\n", "\n", ". ", " "],
}
```
### 1.2 Embedding & Storage
```python
# Vector database selection
VECTOR_DB_OPTIONS = {
"pinecone": {
"use_case": "Production, managed service",
"scale": "Billions of vectors",
"features": ["Hybrid search", "Metadata filtering"]
},
"weaviate": {
"use_case": "Self-hosted, multi-modal",
"scale": "Millions of vectors",
"features": ["GraphQL API", "Modules"]
},
"chromadb": {
"use_case": "Development, prototyping",
"scale": "Thousands of vectors",
"features": ["Simple API", "In-memory option"]
},
"pgvector": {
"use_case": "Existing Postgres infrastructure",
"scale": "Millions of vectors",
"features": ["SQL integration", "ACID compliance"]
}
}
# Embedding model selection
EMBEDDING_MODELS = {
"openai/text-embedding-3-small": {
"dimensions": 1536,
"cost": "$0.02/1M tokens",
"quality": "Good for most use cases"
},
"openai/text-embedding-3-large": {
"dimensions": 3072,
"cost": "$0.13/1M tokens",
"quality": "Best for complex queries"
},
"local/bge-large": {
"dimensions": 1024,
"cost": "Free (compute only)",
"quality": "Comparable to OpenAI small"
}
}
```
### 1.3 Retrieval Strategies
```python
# Basic semantic search
def semantic_search(query: str, top_k: int = 5):
query_embedding = embed(query)
results = vector_db.similarity_search(
query_embedding,
top_k=top_k
)
return results
# Hybrid search (semantic + keyword)
def hybrid_search(query: str, top_k: int = 5, alpha: float = 0.5):
"""
alpha=1.0: Pure semantic
alpha=0.0: Pure keyword (BM25)
alpha=0.5: Balanced
"""
semantic_results = vector_db.similarity_search(query)
keyword_results = bm25_search(query)
# Reciprocal Rank Fusion
return rrf_merge(semantic_results, keyword_results, alpha)
# Multi-query retrieval
def multi_query_retrieval(query: str):
"""Generate multiple query variations for better recall"""
queries = llm.generate_query_variations(query, n=3)
all_results = []
for q in queries:
all_results.extend(semantic_search(q))
return deduplicate(all_results)
# Contextual compression
def compressed_retrieval(query: str):
"""Retrieve then compress to relevant parts only"""
docs = semantic_search(query, top_k=10)
compressed = llm.extract_relevant_parts(docs, query)
return compressed
```
### 1.4 Generation with Context
```python
RAG_PROMPT_TEMPLATE = """
Answer the user's question based ONLY on the following context.
If the context doesn't contain enough information, say "I don't have enough information to answer that."
Context:
{context}
Question: {question}
Answer:"""
def generate_with_rag(question: str):
# Retrieve
context_docs = hybrid_search(question, top_k=5)
context = "\n\n".join([doc.content for doc in context_docs])
# Generate
prompt = RAG_PROMPT_TEMPLATE.format(
context=context,
question=question
)
response = llm.generate(prompt)
# Return with citations
return {
"answer": response,
"sources": [doc.metadata for doc in context_docs]
}
```
---
## 2. Agent Architectures
### 2.1 ReAct Pattern (Reasoning + Acting)
```
Thought: I need to search for information about X
Action: search("X")
Observation: [search results]
Thought: Based on the results, I should...
Action: calculate(...)
Observation: [calculation result]
Thought: I now have enough information
Action: final_answer("The answer is...")
```
```python
REACT_PROMPT = """
You are an AI assistant that can use tools to answer questions.
Available tools:
{tools_description}
Use this format:
Thought: [your reasoning about what to do next]
Action: [tool_name(arguments)]
Observation: [tool result - this will be filled in]
... (repeat Thought/Action/Observation as needed)
Thought: I have enough information to answer
Final Answer: [your final response]
Question: {question}
"""
class ReActAgent:
def __init__(self, tools: list, llm):
self.tools = {t.name: t for t in tools}
self.llm = llm
self.max_iterations = 10
def run(self, question: str) -> str:
prompt = REACT_PROMPT.format(
tools_description=self._format_tools(),
question=question
)
for _ in range(self.max_iterations):
response = self.llm.generate(prompt)
if "Final Answer:" in response:
return self._extract_final_answer(response)
action = self._parse_action(response)
observation = self._execute_tool(action)
prompt += f"\nObservation: {observation}\n"
return "Max iterations reached"
```
### 2.2 Function Calling Pattern
```python
# Define tools as functions with schemas
TOOLS = [
{
"name": "search_web",
"description": "Search the web for current information",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search query"
}
},
"required": ["query"]
}
},
{
"name": "calculate",
"description": "Perform mathematical calculations",
"parameters": {
"type": "object",
"properties": {
"expression": {
"type": "string",
"description": "Math expression to evaluate"
}
},
"required": ["expression"]
}
}
]
class FunctionCallingAgent:
def run(self, question: str) -> str:
messages = [{"role": "user", "content": question}]
while True:
response = self.llm.chat(
messages=messages,
tools=TOOLS,
tool_choice="auto"
)
if response.tool_calls:
for tool_call in response.tool_calls:
result = self._execute_tool(
tool_call.name,
tool_call.arguments
)
messages.append({
"role": "tool",
"tool_call_id": tool_call.id,
"content": str(result)
})
else:
return response.content
```
### 2.3 Plan-and-Execute Pattern
```python
class PlanAndExecuteAgent:
"""
1. Create a plan (list of steps)
2. Execute each step
3. Replan if needed
"""
def run(self, task: str) -> str:
# Planning phase
plan = self.planner.create_plan(task)
# Returns: ["Step 1: ...", "Step 2: ...", ...]
results = []
for step in plan:
# Execute each step
result = self.executor.execute(step, context=results)
results.append(result)
# Check if replan needed
if self._needs_replan(task, results):
new_plan = self.planner.replan(
task,
completed=results,
remaining=plan[len(results):]
)
plan = new_plan
# Synthesize final answer
return self.synthesizer.summarize(task, results)
```
### 2.4 Multi-Agent Collaboration
```python
class AgentTeam:
"""
Specialized agents collaborating on complex tasks
"""
def __init__(self):
self.agents = {
"researcher": ResearchAgent(),
"analyst": AnalystAgent(),
"writer": WriterAgent(),
"critic": CriticAgent()
}
self.coordinator = CoordinatorAgent()
def solve(self, task: str) -> str:
# Coordinator assigns subtasks
assignments = self.coordinator.decompose(task)
results = {}
for assignment in assignments:
agent = self.agents[assignment.agent]
result = agent.execute(
assignment.subtask,
context=results
)
results[assignment.id] = result
# Critic reviews
critique = self.agents["critic"].review(results)
if critique.needs_revision:
# Iterate with feedback
return self.solve_with_feedback(task, results, critique)
return self.coordinator.synthesize(results)
```
---
## 3. Prompt IDE Patterns
### 3.1 Prompt Templates with Variables
```python
class PromptTemplate:
def __init__(self, template: str, variables: list[str]):
self.template = template
self.variables = variables
def format(self, **kwargs) -> str:
# Validate all variables provided
missing = set(self.variables) - set(kwargs.keys())
if missing:
raise ValueError(f"Missing variables: {missing}")
return self.template.format(**kwargs)
def with_examples(self, examples: list[dict]) -> str:
"""Add few-shot examples"""
example_text = "\n\n".join([
f"Input: {ex['input']}\nOutput: {ex['output']}"
for ex in examples
])
return f"{example_text}\n\n{self.template}"
# Usage
summarizer = PromptTemplate(
template="Summarize the following text in {style} style:\n\n{text}",
variables=["style", "text"]
)
prompt = summarizer.format(
style="professional",
text="Long article content..."
)
```
### 3.2 Prompt Versioning & A/B Testing
```python
class PromptRegistry:
def __init__(self, db):
self.db = db
def register(self, name: str, template: str, version: str):
"""Store prompt with version"""
self.db.save({
"name": name,
"template": template,
"version": version,
"created_at": datetime.now(),
"metrics": {}
})
def get(self, name: str, version: str = "latest") -> str:
"""Retrieve specific version"""
return self.db.get(name, version)
def ab_test(self, name: str, user_id: str) -> str:
"""Return variant based on user bucket"""
variants = self.db.get_all_versions(name)
bucket = hash(user_id) % len(variants)
return variants[bucket]
def record_outcome(self, prompt_id: str, outcome: dict):
"""Track prompt performance"""
self.db.update_metrics(prompt_id, outcome)
```
### 3.3 Prompt Chaining
```python
class PromptChain:
"""
Chain prompts together, passing output as input to next
"""
def __init__(self, steps: list[dict]):
self.steps = steps
def run(self, initial_input: str) -> dict:
context = {"input": initial_input}
results = []
for step in self.steps:
prompt = step["prompt"].format(**context)
output = llm.generate(prompt)
# Parse output if needed
if step.get("parser"):
output = step["parser"](output)
context[step["output_key"]] = output
results.append({
"step": step["name"],
"output": output
})
return {
"final_output": context[self.steps[-1]["output_key"]],
"intermediate_results": results
}
# Example: Research → Analyze → Summarize
chain = PromptChain([
{
"name": "research",
"prompt": "Research the topic: {input}",
"output_key": "research"
},
{
"name": "analyze",
"prompt": "Analyze these findings:\n{research}",
"output_key": "analysis"
},
{
"name": "summarize",
"prompt": "Summarize this analysis in 3 bullet points:\n{analysis}",
"output_key": "summary"
}
])
```
---
## 4. LLMOps & Observability
### 4.1 Metrics to Track
```python
LLM_METRICS = {
# Performance
"latency_p50": "50th percentile response time",
"latency_p99": "99th percentile response time",
"tokens_per_second": "Generation speed",
# Quality
"user_satisfaction": "Thumbs up/down ratio",
"task_completion": "% tasks completed successfully",
"hallucination_rate": "% responses with factual errors",
# Cost
"cost_per_request": "Average $ per API call",
"tokens_per_request": "Average tokens used",
"cache_hit_rate": "% requests served from cache",
# Reliability
"error_rate": "% failed requests",
"timeout_rate": "% requests that timed out",
"retry_rate": "% requests needing retry"
}
```
### 4.2 Logging & Tracing
```python
import logging
from opentelemetry import trace
tracer = trace.get_tracer(__name__)
class LLMLogger:
def log_request(self, request_id: str, data: dict):
"""Log LLM request for debugging and analysis"""
log_entry = {
"request_id": request_id,
"timestamp": datetime.now().isoformat(),
"model": data["model"],
"prompt": data["prompt"][:500], # Truncate for storage
"prompt_tokens": data["prompt_tokens"],
"temperature": data.get("temperature", 1.0),
"user_id": data.get("user_id"),
}
logging.info(f"LLM_REQUEST: {json.dumps(log_entry)}")
def log_response(self, request_id: str, data: dict):
"""Log LLM response"""
log_entry = {
"request_id": request_id,
"completion_tokens": data["completion_tokens"],
"total_tokens": data["total_tokens"],
"latency_ms": data["latency_ms"],
"finish_reason": data["finish_reason"],
"cost_usd": self._calculate_cost(data),
}
logging.info(f"LLM_RESPONSE: {json.dumps(log_entry)}")
# Distributed tracing
@tracer.start_as_current_span("llm_call")
def call_llm(prompt: str) -> str:
span = trace.get_current_span()
span.set_attribute("prompt.length", len(prompt))
response = llm.generate(prompt)
span.set_attribute("response.length", len(response))
span.set_attribute("tokens.total", response.usage.total_tokens)
return response.content
```
### 4.3 Evaluation Framework
```python
class LLMEvaluator:
"""
Evaluate LLM outputs for quality
"""
def evaluate_response(self,
question: str,
response: str,
ground_truth: str = None) -> dict:
scores = {}
# Relevance: Does it answer the question?
scores["relevance"] = self._score_relevance(question, response)
# Coherence: Is it well-structured?
scores["coherence"] = self._score_coherence(response)
# Groundedness: Is it based on provided context?
scores["groundedness"] = self._score_groundedness(response)
# Accuracy: Does it match ground truth?
if ground_truth:
scores["accuracy"] = self._score_accuracy(response, ground_truth)
# Harmfulness: Is it safe?
scores["safety"] = self._score_safety(response)
return scores
def run_benchmark(self, test_cases: list[dict]) -> dict:
"""Run evaluation on test set"""
results = []
for case in test_cases:
response = llm.generate(case["prompt"])
scores = self.evaluate_response(
question=case["prompt"],
response=response,
ground_truth=case.get("expected")
)
results.append(scores)
return self._aggregate_scores(results)
```
---
## 5. Production Patterns
### 5.1 Caching Strategy
```python
import hashlib
from functools import lru_cache
class LLMCache:
def __init__(self, redis_client, ttl_seconds=3600):
self.redis = redis_client
self.ttl = ttl_seconds
def _cache_key(self, prompt: str, model: str, **kwargs) -> str:
"""Generate deterministic cache key"""
content = f"{model}:{prompt}:{json.dumps(kwargs, sort_keys=True)}"
return hashlib.sha256(content.encode()).hexdigest()
def get_or_generate(self, prompt: str, model: str, **kwargs) -> str:
key = self._cache_key(prompt, model, **kwargs)
# Check cache
cached = self.redis.get(key)
if cached:
return cached.decode()
# Generate
response = llm.generate(prompt, model=model, **kwargs)
# Cache (only cache deterministic outputs)
if kwargs.get("temperature", 1.0) == 0:
self.redis.setex(key, self.ttl, response)
return response
```
### 5.2 Rate Limiting & Retry
```python
import time
from tenacity import retry, wait_exponential, stop_after_attempt
class RateLimiter:
def __init__(self, requests_per_minute: int):
self.rpm = requests_per_minute
self.timestamps = []
def acquire(self):
"""Wait if rate limit would be exceeded"""
now = time.time()
# Remove old timestamps
self.timestamps = [t for t in self.timestamps if now - t < 60]
if len(self.timestamps) >= self.rpm:
sleep_time = 60 - (now - self.timestamps[0])
time.sleep(sleep_time)
self.timestamps.append(time.time())
# Retry with exponential backoff
@retry(
wait=wait_exponential(multiplier=1, min=4, max=60),
stop=stop_after_attempt(5)
)
def call_llm_with_retry(prompt: str) -> str:
try:
return llm.generate(prompt)
except RateLimitError:
raise # Will trigger retry
except APIError as e:
if e.status_code >= 500:
raise # Retry server errors
raise # Don't retry client errors
```
### 5.3 Fallback Strategy
```python
class LLMWithFallback:
def __init__(self, primary: str, fallbacks: list[str]):
self.primary = primary
self.fallbacks = fallbacks
def generate(self, prompt: str, **kwargs) -> str:
models = [self.primary] + self.fallbacks
for model in models:
try:
return llm.generate(prompt, model=model, **kwargs)
except (RateLimitError, APIError) as e:
logging.warning(f"Model {model} failed: {e}")
continue
raise AllModelsFailedError("All models exhausted")
# Usage
llm_client = LLMWithFallback(
primary="gpt-4-turbo",
fallbacks=["gpt-3.5-turbo", "claude-3-sonnet"]
)
```
---
## Architecture Decision Matrix
| Pattern | Use When | Complexity | Cost |
| :------------------- | :--------------- | :--------- | :-------- |
| **Simple RAG** | FAQ, docs search | Low | Low |
| **Hybrid RAG** | Mixed queries | Medium | Medium |
| **ReAct Agent** | Multi-step tasks | Medium | Medium |
| **Function Calling** | Structured tools | Low | Low |
| **Plan-Execute** | Complex tasks | High | High |
| **Multi-Agent** | Research tasks | Very High | Very High |
---
## Resources
- [Dify Platform](https://github.com/langgenius/dify)
- [LangChain Docs](https://python.langchain.com/)
- [LlamaIndex](https://www.llamaindex.ai/)
- [Anthropic Cookbook](https://github.com/anthropics/anthropic-cookbook)

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@@ -0,0 +1,322 @@
---
name: prompt-library
description: "Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use when user needs prompt templates, role-play prompts, or ready-to-use prompt examples for coding, writing, analysis, or creative tasks."
---
# 📝 Prompt Library
> A comprehensive collection of battle-tested prompts inspired by [awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts) and community best practices.
## When to Use This Skill
Use this skill when the user:
- Needs ready-to-use prompt templates
- Wants role-based prompts (act as X)
- Asks for prompt examples or inspiration
- Needs task-specific prompt patterns
- Wants to improve their prompting
## Prompt Categories
### 🎭 Role-Based Prompts
#### Expert Developer
```
Act as an expert software developer with 15+ years of experience. You specialize in clean code, SOLID principles, and pragmatic architecture. When reviewing code:
1. Identify bugs and potential issues
2. Suggest performance improvements
3. Recommend better patterns
4. Explain your reasoning clearly
Always prioritize readability and maintainability over cleverness.
```
#### Code Reviewer
```
Act as a senior code reviewer. Your role is to:
1. Check for bugs, edge cases, and error handling
2. Evaluate code structure and organization
3. Assess naming conventions and readability
4. Identify potential security issues
5. Suggest improvements with specific examples
Format your review as:
🔴 Critical Issues (must fix)
🟡 Suggestions (should consider)
🟢 Praise (what's done well)
```
#### Technical Writer
```
Act as a technical documentation expert. Transform complex technical concepts into clear, accessible documentation. Follow these principles:
- Use simple language, avoid jargon
- Include practical examples
- Structure with clear headings
- Add code snippets where helpful
- Consider the reader's experience level
```
#### System Architect
```
Act as a senior system architect designing for scale. Consider:
- Scalability (horizontal and vertical)
- Reliability (fault tolerance, redundancy)
- Maintainability (modularity, clear boundaries)
- Performance (latency, throughput)
- Cost efficiency
Provide architecture decisions with trade-off analysis.
```
### 🛠️ Task-Specific Prompts
#### Debug This Code
```
Debug the following code. Your analysis should include:
1. **Problem Identification**: What exactly is failing?
2. **Root Cause**: Why is it failing?
3. **Fix**: Provide corrected code
4. **Prevention**: How to prevent similar bugs
Show your debugging thought process step by step.
```
#### Explain Like I'm 5 (ELI5)
```
Explain [CONCEPT] as if I'm 5 years old. Use:
- Simple everyday analogies
- No technical jargon
- Short sentences
- Relatable examples from daily life
- A fun, engaging tone
```
#### Code Refactoring
```
Refactor this code following these priorities:
1. Readability first
2. Remove duplication (DRY)
3. Single responsibility per function
4. Meaningful names
5. Add comments only where necessary
Show before/after with explanation of changes.
```
#### Write Tests
```
Write comprehensive tests for this code:
1. Happy path scenarios
2. Edge cases
3. Error conditions
4. Boundary values
Use [FRAMEWORK] testing conventions. Include:
- Descriptive test names
- Arrange-Act-Assert pattern
- Mocking where appropriate
```
#### API Documentation
```
Generate API documentation for this endpoint including:
- Endpoint URL and method
- Request parameters (path, query, body)
- Request/response examples
- Error codes and meanings
- Authentication requirements
- Rate limits if applicable
Format as OpenAPI/Swagger or Markdown.
```
### 📊 Analysis Prompts
#### Code Complexity Analysis
```
Analyze the complexity of this codebase:
1. **Cyclomatic Complexity**: Identify complex functions
2. **Coupling**: Find tightly coupled components
3. **Cohesion**: Assess module cohesion
4. **Dependencies**: Map critical dependencies
5. **Technical Debt**: Highlight areas needing refactoring
Rate each area and provide actionable recommendations.
```
#### Performance Analysis
```
Analyze this code for performance issues:
1. **Time Complexity**: Big O analysis
2. **Space Complexity**: Memory usage patterns
3. **I/O Bottlenecks**: Database, network, disk
4. **Algorithmic Issues**: Inefficient patterns
5. **Quick Wins**: Easy optimizations
Prioritize findings by impact.
```
#### Security Review
```
Perform a security review of this code:
1. **Input Validation**: Check all inputs
2. **Authentication/Authorization**: Access control
3. **Data Protection**: Sensitive data handling
4. **Injection Vulnerabilities**: SQL, XSS, etc.
5. **Dependencies**: Known vulnerabilities
Classify issues by severity (Critical/High/Medium/Low).
```
### 🎨 Creative Prompts
#### Brainstorm Features
```
Brainstorm features for [PRODUCT]:
For each feature, provide:
- Name and one-line description
- User value proposition
- Implementation complexity (Low/Med/High)
- Dependencies on other features
Generate 10 ideas, then rank top 3 by impact/effort ratio.
```
#### Name Generator
```
Generate names for [PROJECT/FEATURE]:
Provide 10 options in these categories:
- Descriptive (what it does)
- Evocative (how it feels)
- Acronyms (memorable abbreviations)
- Metaphorical (analogies)
For each, explain the reasoning and check domain availability patterns.
```
### 🔄 Transformation Prompts
#### Migrate Code
```
Migrate this code from [SOURCE] to [TARGET]:
1. Identify equivalent constructs
2. Handle incompatible features
3. Preserve functionality exactly
4. Follow target language idioms
5. Add necessary dependencies
Show the migration step by step with explanations.
```
#### Convert Format
```
Convert this [SOURCE_FORMAT] to [TARGET_FORMAT]:
Requirements:
- Preserve all data
- Use idiomatic target format
- Handle edge cases
- Validate the output
- Provide sample verification
```
## Prompt Engineering Techniques
### Chain of Thought (CoT)
```
Let's solve this step by step:
1. First, I'll understand the problem
2. Then, I'll identify the key components
3. Next, I'll work through the logic
4. Finally, I'll verify the solution
[Your question here]
```
### Few-Shot Learning
```
Here are some examples of the task:
Example 1:
Input: [example input 1]
Output: [example output 1]
Example 2:
Input: [example input 2]
Output: [example output 2]
Now complete this:
Input: [actual input]
Output:
```
### Persona Pattern
```
You are [PERSONA] with [TRAITS].
Your communication style is [STYLE].
You prioritize [VALUES].
When responding:
- [Behavior 1]
- [Behavior 2]
- [Behavior 3]
```
### Structured Output
```
Respond in the following JSON format:
{
"analysis": "your analysis here",
"recommendations": ["rec1", "rec2"],
"confidence": 0.0-1.0,
"caveats": ["caveat1"]
}
```
## Prompt Improvement Checklist
When crafting prompts, ensure:
- [ ] **Clear objective**: What exactly do you want?
- [ ] **Context provided**: Background information included?
- [ ] **Format specified**: How should output be structured?
- [ ] **Examples given**: Are there reference examples?
- [ ] **Constraints defined**: Any limitations or requirements?
- [ ] **Success criteria**: How do you measure good output?
## Resources
- [awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts)
- [prompts.chat](https://prompts.chat)
- [Learn Prompting](https://learnprompting.org/)
---
> 💡 **Tip**: The best prompts are specific, provide context, and include examples of desired output.

View File

@@ -1,11 +1,95 @@
--- ---
name: ui-ux-pro-max name: ui-ux-pro-max
description: "UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient." description: "UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 9 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient. Integrations: shadcn/ui MCP for component search and examples."
--- ---
# UI/UX Pro Max - Design Intelligence # UI/UX Pro Max - Design Intelligence
Searchable database of UI styles, color palettes, font pairings, chart types, product recommendations, UX guidelines, and stack-specific best practices. Comprehensive design guide for web and mobile applications. Contains 50+ styles, 97 color palettes, 57 font pairings, 99 UX guidelines, and 25 chart types across 9 technology stacks. Searchable database with priority-based recommendations.
## When to Apply
Reference these guidelines when:
- Designing new UI components or pages
- Choosing color palettes and typography
- Reviewing code for UX issues
- Building landing pages or dashboards
- Implementing accessibility requirements
## Rule Categories by Priority
| Priority | Category | Impact | Domain |
|----------|----------|--------|--------|
| 1 | Accessibility | CRITICAL | `ux` |
| 2 | Touch & Interaction | CRITICAL | `ux` |
| 3 | Performance | HIGH | `ux` |
| 4 | Layout & Responsive | HIGH | `ux` |
| 5 | Typography & Color | MEDIUM | `typography`, `color` |
| 6 | Animation | MEDIUM | `ux` |
| 7 | Style Selection | MEDIUM | `style`, `product` |
| 8 | Charts & Data | LOW | `chart` |
## Quick Reference
### 1. Accessibility (CRITICAL)
- `color-contrast` - Minimum 4.5:1 ratio for normal text
- `focus-states` - Visible focus rings on interactive elements
- `alt-text` - Descriptive alt text for meaningful images
- `aria-labels` - aria-label for icon-only buttons
- `keyboard-nav` - Tab order matches visual order
- `form-labels` - Use label with for attribute
### 2. Touch & Interaction (CRITICAL)
- `touch-target-size` - Minimum 44x44px touch targets
- `hover-vs-tap` - Use click/tap for primary interactions
- `loading-buttons` - Disable button during async operations
- `error-feedback` - Clear error messages near problem
- `cursor-pointer` - Add cursor-pointer to clickable elements
### 3. Performance (HIGH)
- `image-optimization` - Use WebP, srcset, lazy loading
- `reduced-motion` - Check prefers-reduced-motion
- `content-jumping` - Reserve space for async content
### 4. Layout & Responsive (HIGH)
- `viewport-meta` - width=device-width initial-scale=1
- `readable-font-size` - Minimum 16px body text on mobile
- `horizontal-scroll` - Ensure content fits viewport width
- `z-index-management` - Define z-index scale (10, 20, 30, 50)
### 5. Typography & Color (MEDIUM)
- `line-height` - Use 1.5-1.75 for body text
- `line-length` - Limit to 65-75 characters per line
- `font-pairing` - Match heading/body font personalities
### 6. Animation (MEDIUM)
- `duration-timing` - Use 150-300ms for micro-interactions
- `transform-performance` - Use transform/opacity, not width/height
- `loading-states` - Skeleton screens or spinners
### 7. Style Selection (MEDIUM)
- `style-match` - Match style to product type
- `consistency` - Use same style across all pages
- `no-emoji-icons` - Use SVG icons, not emojis
### 8. Charts & Data (LOW)
- `chart-type` - Match chart type to data type
- `color-guidance` - Use accessible color palettes
- `data-table` - Provide table alternative for accessibility
## How to Use
Search specific domains using the CLI tool below.
---
## Prerequisites ## Prerequisites
@@ -46,34 +130,52 @@ Extract key information from user request:
- **Industry**: healthcare, fintech, gaming, education, etc. - **Industry**: healthcare, fintech, gaming, education, etc.
- **Stack**: React, Vue, Next.js, or default to `html-tailwind` - **Stack**: React, Vue, Next.js, or default to `html-tailwind`
### Step 2: Search Relevant Domains ### Step 2: Generate Design System (REQUIRED)
Use `search.py` multiple times to gather comprehensive information. Search until you have enough context. **Always start with `--design-system`** to get comprehensive recommendations with reasoning:
```bash
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "<product_type> <industry> <keywords>" --design-system [-p "Project Name"]
```
This command:
1. Searches 5 domains in parallel (product, style, color, landing, typography)
2. Applies reasoning rules from `ui-reasoning.csv` to select best matches
3. Returns complete design system: pattern, style, colors, typography, effects
4. Includes anti-patterns to avoid
**Example:**
```bash
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "beauty spa wellness service" --design-system -p "Serenity Spa"
```
### Step 3: Supplement with Detailed Searches (as needed)
After getting the design system, use domain searches to get additional details:
```bash ```bash
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "<keyword>" --domain <domain> [-n <max_results>] python3 .claude/skills/ui-ux-pro-max/scripts/search.py "<keyword>" --domain <domain> [-n <max_results>]
``` ```
**Recommended search order:** **When to use detailed searches:**
1. **Product** - Get style recommendations for product type | Need | Domain | Example |
2. **Style** - Get detailed style guide (colors, effects, frameworks) |------|--------|---------|
3. **Typography** - Get font pairings with Google Fonts imports | More style options | `style` | `--domain style "glassmorphism dark"` |
4. **Color** - Get color palette (Primary, Secondary, CTA, Background, Text, Border) | Chart recommendations | `chart` | `--domain chart "real-time dashboard"` |
5. **Landing** - Get page structure (if landing page) | UX best practices | `ux` | `--domain ux "animation accessibility"` |
6. **Chart** - Get chart recommendations (if dashboard/analytics) | Alternative fonts | `typography` | `--domain typography "elegant luxury"` |
7. **UX** - Get best practices and anti-patterns | Landing structure | `landing` | `--domain landing "hero social-proof"` |
8. **Stack** - Get stack-specific guidelines (default: html-tailwind)
### Step 3: Stack Guidelines (Default: html-tailwind) ### Step 4: Stack Guidelines (Default: html-tailwind)
If user doesn't specify a stack, **default to `html-tailwind`**. Get implementation-specific best practices. If user doesn't specify a stack, **default to `html-tailwind`**.
```bash ```bash
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "<keyword>" --stack html-tailwind python3 .claude/skills/ui-ux-pro-max/scripts/search.py "<keyword>" --stack html-tailwind
``` ```
Available stacks: `html-tailwind`, `react`, `nextjs`, `vue`, `svelte`, `swiftui`, `react-native`, `flutter` Available stacks: `html-tailwind`, `react`, `nextjs`, `vue`, `svelte`, `swiftui`, `react-native`, `flutter`, `shadcn`
--- ---
@@ -90,6 +192,8 @@ Available stacks: `html-tailwind`, `react`, `nextjs`, `vue`, `svelte`, `swiftui`
| `landing` | Page structure, CTA strategies | hero, hero-centric, testimonial, pricing, social-proof | | `landing` | Page structure, CTA strategies | hero, hero-centric, testimonial, pricing, social-proof |
| `chart` | Chart types, library recommendations | trend, comparison, timeline, funnel, pie | | `chart` | Chart types, library recommendations | trend, comparison, timeline, funnel, pie |
| `ux` | Best practices, anti-patterns | animation, accessibility, z-index, loading | | `ux` | Best practices, anti-patterns | animation, accessibility, z-index, loading |
| `react` | React/Next.js performance | waterfall, bundle, suspense, memo, rerender, cache |
| `web` | Web interface guidelines | aria, focus, keyboard, semantic, virtualize |
| `prompt` | AI prompts, CSS keywords | (style name) | | `prompt` | AI prompts, CSS keywords | (style name) |
### Available Stacks ### Available Stacks
@@ -104,6 +208,7 @@ Available stacks: `html-tailwind`, `react`, `nextjs`, `vue`, `svelte`, `swiftui`
| `swiftui` | Views, State, Navigation, Animation | | `swiftui` | Views, State, Navigation, Animation |
| `react-native` | Components, Navigation, Lists | | `react-native` | Components, Navigation, Lists |
| `flutter` | Widgets, State, Layout, Theming | | `flutter` | Widgets, State, Layout, Theming |
| `shadcn` | shadcn/ui components, theming, forms, patterns |
--- ---
@@ -111,33 +216,51 @@ Available stacks: `html-tailwind`, `react`, `nextjs`, `vue`, `svelte`, `swiftui`
**User request:** "Làm landing page cho dịch vụ chăm sóc da chuyên nghiệp" **User request:** "Làm landing page cho dịch vụ chăm sóc da chuyên nghiệp"
**AI should:** ### Step 1: Analyze Requirements
- Product type: Beauty/Spa service
- Style keywords: elegant, professional, soft
- Industry: Beauty/Wellness
- Stack: html-tailwind (default)
### Step 2: Generate Design System (REQUIRED)
```bash ```bash
# 1. Search product type python3 .claude/skills/ui-ux-pro-max/scripts/search.py "beauty spa wellness service elegant" --design-system -p "Serenity Spa"
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "beauty spa wellness service" --domain product
# 2. Search style (based on industry: beauty, elegant)
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "elegant minimal soft" --domain style
# 3. Search typography
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "elegant luxury" --domain typography
# 4. Search color palette
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "beauty spa wellness" --domain color
# 5. Search landing page structure
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "hero-centric social-proof" --domain landing
# 6. Search UX guidelines
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "animation" --domain ux
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "accessibility" --domain ux
# 7. Search stack guidelines (default: html-tailwind)
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "layout responsive" --stack html-tailwind
``` ```
**Then:** Synthesize all search results and implement the design. **Output:** Complete design system with pattern, style, colors, typography, effects, and anti-patterns.
### Step 3: Supplement with Detailed Searches (as needed)
```bash
# Get UX guidelines for animation and accessibility
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "animation accessibility" --domain ux
# Get alternative typography options if needed
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "elegant luxury serif" --domain typography
```
### Step 4: Stack Guidelines
```bash
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "layout responsive form" --stack html-tailwind
```
**Then:** Synthesize design system + detailed searches and implement the design.
---
## Output Formats
The `--design-system` flag supports two output formats:
```bash
# ASCII box (default) - best for terminal display
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "fintech crypto" --design-system
# Markdown - best for documentation
python3 .claude/skills/ui-ux-pro-max/scripts/search.py "fintech crypto" --design-system -f markdown
```
--- ---
@@ -218,7 +341,7 @@ Before delivering UI code, verify these items:
### Layout ### Layout
- [ ] Floating elements have proper spacing from edges - [ ] Floating elements have proper spacing from edges
- [ ] No content hidden behind fixed navbars - [ ] No content hidden behind fixed navbars
- [ ] Responsive at 320px, 768px, 1024px, 1440px - [ ] Responsive at 375px, 768px, 1024px, 1440px
- [ ] No horizontal scroll on mobile - [ ] No horizontal scroll on mobile
### Accessibility ### Accessibility

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@@ -0,0 +1,101 @@
STT,Category,Icon Name,Keywords,Library,Import Code,Usage,Best For,Style
1,Navigation,menu,hamburger menu navigation toggle bars,Lucide,import { Menu } from 'lucide-react',<Menu />,Mobile navigation drawer toggle sidebar,Outline
2,Navigation,arrow-left,back previous return navigate,Lucide,import { ArrowLeft } from 'lucide-react',<ArrowLeft />,Back button breadcrumb navigation,Outline
3,Navigation,arrow-right,next forward continue navigate,Lucide,import { ArrowRight } from 'lucide-react',<ArrowRight />,Forward button next step CTA,Outline
4,Navigation,chevron-down,dropdown expand accordion select,Lucide,import { ChevronDown } from 'lucide-react',<ChevronDown />,Dropdown toggle accordion header,Outline
5,Navigation,chevron-up,collapse close accordion minimize,Lucide,import { ChevronUp } from 'lucide-react',<ChevronUp />,Accordion collapse minimize,Outline
6,Navigation,home,homepage main dashboard start,Lucide,import { Home } from 'lucide-react',<Home />,Home navigation main page,Outline
7,Navigation,x,close cancel dismiss remove exit,Lucide,import { X } from 'lucide-react',<X />,Modal close dismiss button,Outline
8,Navigation,external-link,open new tab external link,Lucide,import { ExternalLink } from 'lucide-react',<ExternalLink />,External link indicator,Outline
9,Action,plus,add create new insert,Lucide,import { Plus } from 'lucide-react',<Plus />,Add button create new item,Outline
10,Action,minus,remove subtract decrease delete,Lucide,import { Minus } from 'lucide-react',<Minus />,Remove item quantity decrease,Outline
11,Action,trash-2,delete remove discard bin,Lucide,import { Trash2 } from 'lucide-react',<Trash2 />,Delete action destructive,Outline
12,Action,edit,pencil modify change update,Lucide,import { Edit } from 'lucide-react',<Edit />,Edit button modify content,Outline
13,Action,save,disk store persist save,Lucide,import { Save } from 'lucide-react',<Save />,Save button persist changes,Outline
14,Action,download,export save file download,Lucide,import { Download } from 'lucide-react',<Download />,Download file export,Outline
15,Action,upload,import file attach upload,Lucide,import { Upload } from 'lucide-react',<Upload />,Upload file import,Outline
16,Action,copy,duplicate clipboard paste,Lucide,import { Copy } from 'lucide-react',<Copy />,Copy to clipboard,Outline
17,Action,share,social distribute send,Lucide,import { Share } from 'lucide-react',<Share />,Share button social,Outline
18,Action,search,find lookup filter query,Lucide,import { Search } from 'lucide-react',<Search />,Search input bar,Outline
19,Action,filter,sort refine narrow options,Lucide,import { Filter } from 'lucide-react',<Filter />,Filter dropdown sort,Outline
20,Action,settings,gear cog preferences config,Lucide,import { Settings } from 'lucide-react',<Settings />,Settings page configuration,Outline
21,Status,check,success done complete verified,Lucide,import { Check } from 'lucide-react',<Check />,Success state checkmark,Outline
22,Status,check-circle,success verified approved complete,Lucide,import { CheckCircle } from 'lucide-react',<CheckCircle />,Success badge verified,Outline
23,Status,x-circle,error failed cancel rejected,Lucide,import { XCircle } from 'lucide-react',<XCircle />,Error state failed,Outline
24,Status,alert-triangle,warning caution attention danger,Lucide,import { AlertTriangle } from 'lucide-react',<AlertTriangle />,Warning message caution,Outline
25,Status,alert-circle,info notice information help,Lucide,import { AlertCircle } from 'lucide-react',<AlertCircle />,Info notice alert,Outline
26,Status,info,information help tooltip details,Lucide,import { Info } from 'lucide-react',<Info />,Information tooltip help,Outline
27,Status,loader,loading spinner processing wait,Lucide,import { Loader } from 'lucide-react',<Loader className="animate-spin" />,Loading state spinner,Outline
28,Status,clock,time schedule pending wait,Lucide,import { Clock } from 'lucide-react',<Clock />,Pending time schedule,Outline
29,Communication,mail,email message inbox letter,Lucide,import { Mail } from 'lucide-react',<Mail />,Email contact inbox,Outline
30,Communication,message-circle,chat comment bubble conversation,Lucide,import { MessageCircle } from 'lucide-react',<MessageCircle />,Chat comment message,Outline
31,Communication,phone,call mobile telephone contact,Lucide,import { Phone } from 'lucide-react',<Phone />,Phone contact call,Outline
32,Communication,send,submit dispatch message airplane,Lucide,import { Send } from 'lucide-react',<Send />,Send message submit,Outline
33,Communication,bell,notification alert ring reminder,Lucide,import { Bell } from 'lucide-react',<Bell />,Notification bell alert,Outline
34,User,user,profile account person avatar,Lucide,import { User } from 'lucide-react',<User />,User profile account,Outline
35,User,users,team group people members,Lucide,import { Users } from 'lucide-react',<Users />,Team group members,Outline
36,User,user-plus,add invite new member,Lucide,import { UserPlus } from 'lucide-react',<UserPlus />,Add user invite,Outline
37,User,log-in,signin authenticate enter,Lucide,import { LogIn } from 'lucide-react',<LogIn />,Login signin,Outline
38,User,log-out,signout exit leave logout,Lucide,import { LogOut } from 'lucide-react',<LogOut />,Logout signout,Outline
39,Media,image,photo picture gallery thumbnail,Lucide,import { Image } from 'lucide-react',<Image />,Image photo gallery,Outline
40,Media,video,movie film play record,Lucide,import { Video } from 'lucide-react',<Video />,Video player media,Outline
41,Media,play,start video audio media,Lucide,import { Play } from 'lucide-react',<Play />,Play button video audio,Outline
42,Media,pause,stop halt video audio,Lucide,import { Pause } from 'lucide-react',<Pause />,Pause button media,Outline
43,Media,volume-2,sound audio speaker music,Lucide,import { Volume2 } from 'lucide-react',<Volume2 />,Volume audio sound,Outline
44,Media,mic,microphone record voice audio,Lucide,import { Mic } from 'lucide-react',<Mic />,Microphone voice record,Outline
45,Media,camera,photo capture snapshot picture,Lucide,import { Camera } from 'lucide-react',<Camera />,Camera photo capture,Outline
46,Commerce,shopping-cart,cart checkout basket buy,Lucide,import { ShoppingCart } from 'lucide-react',<ShoppingCart />,Shopping cart e-commerce,Outline
47,Commerce,shopping-bag,purchase buy store bag,Lucide,import { ShoppingBag } from 'lucide-react',<ShoppingBag />,Shopping bag purchase,Outline
48,Commerce,credit-card,payment card checkout stripe,Lucide,import { CreditCard } from 'lucide-react',<CreditCard />,Payment credit card,Outline
49,Commerce,dollar-sign,money price currency cost,Lucide,import { DollarSign } from 'lucide-react',<DollarSign />,Price money currency,Outline
50,Commerce,tag,label price discount sale,Lucide,import { Tag } from 'lucide-react',<Tag />,Price tag label,Outline
51,Commerce,gift,present reward bonus offer,Lucide,import { Gift } from 'lucide-react',<Gift />,Gift reward offer,Outline
52,Commerce,percent,discount sale offer promo,Lucide,import { Percent } from 'lucide-react',<Percent />,Discount percentage sale,Outline
53,Data,bar-chart,analytics statistics graph metrics,Lucide,import { BarChart } from 'lucide-react',<BarChart />,Bar chart analytics,Outline
54,Data,pie-chart,statistics distribution breakdown,Lucide,import { PieChart } from 'lucide-react',<PieChart />,Pie chart distribution,Outline
55,Data,trending-up,growth increase positive trend,Lucide,import { TrendingUp } from 'lucide-react',<TrendingUp />,Growth trend positive,Outline
56,Data,trending-down,decline decrease negative trend,Lucide,import { TrendingDown } from 'lucide-react',<TrendingDown />,Decline trend negative,Outline
57,Data,activity,pulse heartbeat monitor live,Lucide,import { Activity } from 'lucide-react',<Activity />,Activity monitor pulse,Outline
58,Data,database,storage server data backend,Lucide,import { Database } from 'lucide-react',<Database />,Database storage,Outline
59,Files,file,document page paper doc,Lucide,import { File } from 'lucide-react',<File />,File document,Outline
60,Files,file-text,document text page article,Lucide,import { FileText } from 'lucide-react',<FileText />,Text document article,Outline
61,Files,folder,directory organize group files,Lucide,import { Folder } from 'lucide-react',<Folder />,Folder directory,Outline
62,Files,folder-open,expanded browse files view,Lucide,import { FolderOpen } from 'lucide-react',<FolderOpen />,Open folder browse,Outline
63,Files,paperclip,attachment attach file link,Lucide,import { Paperclip } from 'lucide-react',<Paperclip />,Attachment paperclip,Outline
64,Files,link,url hyperlink chain connect,Lucide,import { Link } from 'lucide-react',<Link />,Link URL hyperlink,Outline
65,Files,clipboard,paste copy buffer notes,Lucide,import { Clipboard } from 'lucide-react',<Clipboard />,Clipboard paste,Outline
66,Layout,grid,tiles gallery layout dashboard,Lucide,import { Grid } from 'lucide-react',<Grid />,Grid layout gallery,Outline
67,Layout,list,rows table lines items,Lucide,import { List } from 'lucide-react',<List />,List view rows,Outline
68,Layout,columns,layout split dual sidebar,Lucide,import { Columns } from 'lucide-react',<Columns />,Column layout split,Outline
69,Layout,maximize,fullscreen expand enlarge zoom,Lucide,import { Maximize } from 'lucide-react',<Maximize />,Fullscreen maximize,Outline
70,Layout,minimize,reduce shrink collapse exit,Lucide,import { Minimize } from 'lucide-react',<Minimize />,Minimize reduce,Outline
71,Layout,sidebar,panel drawer navigation menu,Lucide,import { Sidebar } from 'lucide-react',<Sidebar />,Sidebar panel,Outline
72,Social,heart,like love favorite wishlist,Lucide,import { Heart } from 'lucide-react',<Heart />,Like favorite love,Outline
73,Social,star,rating review favorite bookmark,Lucide,import { Star } from 'lucide-react',<Star />,Star rating favorite,Outline
74,Social,thumbs-up,like approve agree positive,Lucide,import { ThumbsUp } from 'lucide-react',<ThumbsUp />,Like approve thumb,Outline
75,Social,thumbs-down,dislike disapprove disagree negative,Lucide,import { ThumbsDown } from 'lucide-react',<ThumbsDown />,Dislike disapprove,Outline
76,Social,bookmark,save later favorite mark,Lucide,import { Bookmark } from 'lucide-react',<Bookmark />,Bookmark save,Outline
77,Social,flag,report mark important highlight,Lucide,import { Flag } from 'lucide-react',<Flag />,Flag report,Outline
78,Device,smartphone,mobile phone device touch,Lucide,import { Smartphone } from 'lucide-react',<Smartphone />,Mobile smartphone,Outline
79,Device,tablet,ipad device touch screen,Lucide,import { Tablet } from 'lucide-react',<Tablet />,Tablet device,Outline
80,Device,monitor,desktop screen computer display,Lucide,import { Monitor } from 'lucide-react',<Monitor />,Desktop monitor,Outline
81,Device,laptop,notebook computer portable device,Lucide,import { Laptop } from 'lucide-react',<Laptop />,Laptop computer,Outline
82,Device,printer,print document output paper,Lucide,import { Printer } from 'lucide-react',<Printer />,Printer print,Outline
83,Security,lock,secure password protected private,Lucide,import { Lock } from 'lucide-react',<Lock />,Lock secure,Outline
84,Security,unlock,open access unsecure public,Lucide,import { Unlock } from 'lucide-react',<Unlock />,Unlock open,Outline
85,Security,shield,protection security safe guard,Lucide,import { Shield } from 'lucide-react',<Shield />,Shield protection,Outline
86,Security,key,password access unlock login,Lucide,import { Key } from 'lucide-react',<Key />,Key password,Outline
87,Security,eye,view show visible password,Lucide,import { Eye } from 'lucide-react',<Eye />,Show password view,Outline
88,Security,eye-off,hide invisible password hidden,Lucide,import { EyeOff } from 'lucide-react',<EyeOff />,Hide password,Outline
89,Location,map-pin,location marker place address,Lucide,import { MapPin } from 'lucide-react',<MapPin />,Location pin marker,Outline
90,Location,map,directions navigate geography location,Lucide,import { Map } from 'lucide-react',<Map />,Map directions,Outline
91,Location,navigation,compass direction pointer arrow,Lucide,import { Navigation } from 'lucide-react',<Navigation />,Navigation compass,Outline
92,Location,globe,world international global web,Lucide,import { Globe } from 'lucide-react',<Globe />,Globe world,Outline
93,Time,calendar,date schedule event appointment,Lucide,import { Calendar } from 'lucide-react',<Calendar />,Calendar date,Outline
94,Time,refresh-cw,reload sync update refresh,Lucide,import { RefreshCw } from 'lucide-react',<RefreshCw />,Refresh reload,Outline
95,Time,rotate-ccw,undo back revert history,Lucide,import { RotateCcw } from 'lucide-react',<RotateCcw />,Undo revert,Outline
96,Time,rotate-cw,redo forward repeat history,Lucide,import { RotateCw } from 'lucide-react',<RotateCw />,Redo forward,Outline
97,Development,code,develop programming syntax html,Lucide,import { Code } from 'lucide-react',<Code />,Code development,Outline
98,Development,terminal,console cli command shell,Lucide,import { Terminal } from 'lucide-react',<Terminal />,Terminal console,Outline
99,Development,git-branch,version control branch merge,Lucide,import { GitBranch } from 'lucide-react',<GitBranch />,Git branch,Outline
100,Development,github,repository code open source,Lucide,import { Github } from 'lucide-react',<Github />,GitHub repository,Outline
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@@ -0,0 +1,45 @@
No,Category,Issue,Keywords,Platform,Description,Do,Don't,Code Example Good,Code Example Bad,Severity
1,Async Waterfall,Defer Await,async await defer branch,React/Next.js,Move await into branches where actually used to avoid blocking unused code paths,Move await operations into branches where they're needed,Await at top of function blocking all branches,"if (skip) return { skipped: true }; const data = await fetch()","const data = await fetch(); if (skip) return { skipped: true }",Critical
2,Async Waterfall,Promise.all Parallel,promise all parallel concurrent,React/Next.js,Execute independent async operations concurrently using Promise.all(),Use Promise.all() for independent operations,Sequential await for independent operations,"const [user, posts] = await Promise.all([fetchUser(), fetchPosts()])","const user = await fetchUser(); const posts = await fetchPosts()",Critical
3,Async Waterfall,Dependency Parallelization,better-all dependency parallel,React/Next.js,Use better-all for operations with partial dependencies to maximize parallelism,Use better-all to start each task at earliest possible moment,Wait for unrelated data before starting dependent fetch,"await all({ user() {}, config() {}, profile() { return fetch((await this.$.user).id) } })","const [user, config] = await Promise.all([...]); const profile = await fetchProfile(user.id)",Critical
4,Async Waterfall,API Route Optimization,api route waterfall promise,React/Next.js,In API routes start independent operations immediately even if not awaited yet,Start promises early and await late,Sequential awaits in API handlers,"const sessionP = auth(); const configP = fetchConfig(); const session = await sessionP","const session = await auth(); const config = await fetchConfig()",Critical
5,Async Waterfall,Suspense Boundaries,suspense streaming boundary,React/Next.js,Use Suspense to show wrapper UI faster while data loads,Wrap async components in Suspense boundaries,Await data blocking entire page render,"<Suspense fallback={<Skeleton />}><DataDisplay /></Suspense>","const data = await fetchData(); return <DataDisplay data={data} />",High
6,Bundle Size,Barrel Imports,barrel import direct path,React/Next.js,Import directly from source files instead of barrel files to avoid loading unused modules,Import directly from source path,Import from barrel/index files,"import Check from 'lucide-react/dist/esm/icons/check'","import { Check } from 'lucide-react'",Critical
7,Bundle Size,Dynamic Imports,dynamic import lazy next,React/Next.js,Use next/dynamic to lazy-load large components not needed on initial render,Use dynamic() for heavy components,Import heavy components at top level,"const Monaco = dynamic(() => import('./monaco'), { ssr: false })","import { MonacoEditor } from './monaco-editor'",Critical
8,Bundle Size,Defer Third Party,analytics defer third-party,React/Next.js,Load analytics and logging after hydration since they don't block interaction,Load non-critical scripts after hydration,Include analytics in main bundle,"const Analytics = dynamic(() => import('@vercel/analytics'), { ssr: false })","import { Analytics } from '@vercel/analytics/react'",Medium
9,Bundle Size,Conditional Loading,conditional module lazy,React/Next.js,Load large data or modules only when a feature is activated,Dynamic import when feature enabled,Import large modules unconditionally,"useEffect(() => { if (enabled) import('./heavy.js') }, [enabled])","import { heavyData } from './heavy.js'",High
10,Bundle Size,Preload Intent,preload hover focus intent,React/Next.js,Preload heavy bundles on hover/focus before they're needed,Preload on user intent signals,Load only on click,"onMouseEnter={() => import('./editor')}","onClick={() => import('./editor')}",Medium
11,Server,React.cache Dedup,react cache deduplicate request,React/Next.js,Use React.cache() for server-side request deduplication within single request,Wrap data fetchers with cache(),Fetch same data multiple times in tree,"export const getUser = cache(async () => await db.user.find())","export async function getUser() { return await db.user.find() }",Medium
12,Server,LRU Cache Cross-Request,lru cache cross request,React/Next.js,Use LRU cache for data shared across sequential requests,Use LRU for cross-request caching,Refetch same data on every request,"const cache = new LRUCache({ max: 1000, ttl: 5*60*1000 })","Always fetch from database",High
13,Server,Minimize Serialization,serialization rsc boundary,React/Next.js,Only pass fields that client actually uses across RSC boundaries,Pass only needed fields to client components,Pass entire objects to client,"<Profile name={user.name} />","<Profile user={user} /> // 50 fields serialized",High
14,Server,Parallel Fetching,parallel fetch component composition,React/Next.js,Restructure components to parallelize data fetching in RSC,Use component composition for parallel fetches,Sequential fetches in parent component,"<Header /><Sidebar /> // both fetch in parallel","const header = await fetchHeader(); return <><div>{header}</div><Sidebar /></>",Critical
15,Server,After Non-blocking,after non-blocking logging,React/Next.js,Use Next.js after() to schedule work after response is sent,Use after() for logging/analytics,Block response for non-critical operations,"after(async () => { await logAction() }); return Response.json(data)","await logAction(); return Response.json(data)",Medium
16,Client,SWR Deduplication,swr dedup cache revalidate,React/Next.js,Use SWR for automatic request deduplication and caching,Use useSWR for client data fetching,Manual fetch in useEffect,"const { data } = useSWR('/api/users', fetcher)","useEffect(() => { fetch('/api/users').then(setUsers) }, [])",Medium-High
17,Client,Event Listener Dedup,event listener deduplicate global,React/Next.js,Share global event listeners across component instances,Use useSWRSubscription for shared listeners,Register listener per component instance,"useSWRSubscription('global-keydown', () => { window.addEventListener... })","useEffect(() => { window.addEventListener('keydown', handler) }, [])",Low
18,Rerender,Defer State Reads,state read callback subscription,React/Next.js,Don't subscribe to state only used in callbacks,Read state on-demand in callbacks,Subscribe to state used only in handlers,"const handleClick = () => { const params = new URLSearchParams(location.search) }","const params = useSearchParams(); const handleClick = () => { params.get('ref') }",Medium
19,Rerender,Memoized Components,memo extract expensive,React/Next.js,Extract expensive work into memoized components for early returns,Extract to memo() components,Compute expensive values before early return,"const UserAvatar = memo(({ user }) => ...); if (loading) return <Skeleton />","const avatar = useMemo(() => compute(user)); if (loading) return <Skeleton />",Medium
20,Rerender,Narrow Dependencies,effect dependency primitive,React/Next.js,Specify primitive dependencies instead of objects in effects,Use primitive values in dependency arrays,Use object references as dependencies,"useEffect(() => { console.log(user.id) }, [user.id])","useEffect(() => { console.log(user.id) }, [user])",Low
21,Rerender,Derived State,derived boolean subscription,React/Next.js,Subscribe to derived booleans instead of continuous values,Use derived boolean state,Subscribe to continuous values,"const isMobile = useMediaQuery('(max-width: 767px)')","const width = useWindowWidth(); const isMobile = width < 768",Medium
22,Rerender,Functional setState,functional setstate callback,React/Next.js,Use functional setState updates for stable callbacks and no stale closures,Use functional form: setState(curr => ...),Reference state directly in setState,"setItems(curr => [...curr, newItem])","setItems([...items, newItem]) // items in deps",Medium
23,Rerender,Lazy State Init,usestate lazy initialization,React/Next.js,Pass function to useState for expensive initial values,Use function form for expensive init,Compute expensive value directly,"useState(() => buildSearchIndex(items))","useState(buildSearchIndex(items)) // runs every render",Medium
24,Rerender,Transitions,starttransition non-urgent,React/Next.js,Mark frequent non-urgent state updates as transitions,Use startTransition for non-urgent updates,Block UI on every state change,"startTransition(() => setScrollY(window.scrollY))","setScrollY(window.scrollY) // blocks on every scroll",Medium
25,Rendering,SVG Animation Wrapper,svg animation wrapper div,React/Next.js,Wrap SVG in div and animate wrapper for hardware acceleration,Animate div wrapper around SVG,Animate SVG element directly,"<div class='animate-spin'><svg>...</svg></div>","<svg class='animate-spin'>...</svg>",Low
26,Rendering,Content Visibility,content-visibility auto,React/Next.js,Apply content-visibility: auto to defer off-screen rendering,Use content-visibility for long lists,Render all list items immediately,".item { content-visibility: auto; contain-intrinsic-size: 0 80px }","Render 1000 items without optimization",High
27,Rendering,Hoist Static JSX,hoist static jsx element,React/Next.js,Extract static JSX outside components to avoid re-creation,Hoist static elements to module scope,Create static elements inside components,"const skeleton = <div class='animate-pulse' />; function C() { return skeleton }","function C() { return <div class='animate-pulse' /> }",Low
28,Rendering,Hydration No Flicker,hydration mismatch flicker,React/Next.js,Use inline script to set client-only data before hydration,Inject sync script for client-only values,Use useEffect causing flash,"<script dangerouslySetInnerHTML={{ __html: 'el.className = localStorage.theme' }} />","useEffect(() => setTheme(localStorage.theme), []) // flickers",Medium
29,Rendering,Conditional Render,conditional render ternary,React/Next.js,Use ternary instead of && when condition can be 0 or NaN,Use explicit ternary for conditionals,Use && with potentially falsy numbers,"{count > 0 ? <Badge>{count}</Badge> : null}","{count && <Badge>{count}</Badge>} // renders '0'",Low
30,Rendering,Activity Component,activity show hide preserve,React/Next.js,Use Activity component to preserve state/DOM for toggled components,Use Activity for expensive toggle components,Unmount/remount on visibility toggle,"<Activity mode={isOpen ? 'visible' : 'hidden'}><Menu /></Activity>","{isOpen && <Menu />} // loses state",Medium
31,JS Perf,Batch DOM CSS,batch dom css reflow,React/Next.js,Group CSS changes via classes or cssText to minimize reflows,Use class toggle or cssText,Change styles one property at a time,"element.classList.add('highlighted')","el.style.width='100px'; el.style.height='200px'",Medium
32,JS Perf,Index Map Lookup,map index lookup find,React/Next.js,Build Map for repeated lookups instead of multiple .find() calls,Build index Map for O(1) lookups,Use .find() in loops,"const byId = new Map(users.map(u => [u.id, u])); byId.get(id)","users.find(u => u.id === order.userId) // O(n) each time",Low-Medium
33,JS Perf,Cache Property Access,cache property loop,React/Next.js,Cache object property lookups in hot paths,Cache values before loops,Access nested properties in loops,"const val = obj.config.settings.value; for (...) process(val)","for (...) process(obj.config.settings.value)",Low-Medium
34,JS Perf,Cache Function Results,memoize cache function,React/Next.js,Use module-level Map to cache repeated function results,Use Map cache for repeated calls,Recompute same values repeatedly,"const cache = new Map(); if (cache.has(x)) return cache.get(x)","slugify(name) // called 100 times same input",Medium
35,JS Perf,Cache Storage API,localstorage cache read,React/Next.js,Cache localStorage/sessionStorage reads in memory,Cache storage reads in Map,Read storage on every call,"if (!cache.has(key)) cache.set(key, localStorage.getItem(key))","localStorage.getItem('theme') // every call",Low-Medium
36,JS Perf,Combine Iterations,combine filter map loop,React/Next.js,Combine multiple filter/map into single loop,Single loop for multiple categorizations,Chain multiple filter() calls,"for (u of users) { if (u.isAdmin) admins.push(u); if (u.isTester) testers.push(u) }","users.filter(admin); users.filter(tester); users.filter(inactive)",Low-Medium
37,JS Perf,Length Check First,length check array compare,React/Next.js,Check array lengths before expensive comparisons,Early return if lengths differ,Always run expensive comparison,"if (a.length !== b.length) return true; // then compare","a.sort().join() !== b.sort().join() // even when lengths differ",Medium-High
38,JS Perf,Early Return,early return exit function,React/Next.js,Return early when result is determined to skip processing,Return immediately on first error,Process all items then check errors,"for (u of users) { if (!u.email) return { error: 'Email required' } }","let hasError; for (...) { if (!email) hasError=true }; if (hasError)...",Low-Medium
39,JS Perf,Hoist RegExp,regexp hoist module,React/Next.js,Don't create RegExp inside render - hoist or memoize,Hoist RegExp to module scope,Create RegExp every render,"const EMAIL_RE = /^[^@]+@[^@]+$/; function validate() { EMAIL_RE.test(x) }","function C() { const re = new RegExp(pattern); re.test(x) }",Low-Medium
40,JS Perf,Loop Min Max,loop min max sort,React/Next.js,Use loop for min/max instead of sort - O(n) vs O(n log n),Single pass loop for min/max,Sort array to find min/max,"let max = arr[0]; for (x of arr) if (x > max) max = x","arr.sort((a,b) => b-a)[0] // O(n log n)",Low
41,JS Perf,Set Map Lookups,set map includes has,React/Next.js,Use Set/Map for O(1) lookups instead of array.includes(),Convert to Set for membership checks,Use .includes() for repeated checks,"const allowed = new Set(['a','b']); allowed.has(id)","const allowed = ['a','b']; allowed.includes(id)",Low-Medium
42,JS Perf,toSorted Immutable,tosorted sort immutable,React/Next.js,Use toSorted() instead of sort() to avoid mutating arrays,Use toSorted() for immutability,Mutate arrays with sort(),"users.toSorted((a,b) => a.name.localeCompare(b.name))","users.sort((a,b) => a.name.localeCompare(b.name)) // mutates",Medium-High
43,Advanced,Event Handler Refs,useeffectevent ref handler,React/Next.js,Store callbacks in refs for stable effect subscriptions,Use useEffectEvent for stable handlers,Re-subscribe on every callback change,"const onEvent = useEffectEvent(handler); useEffect(() => { listen(onEvent) }, [])","useEffect(() => { listen(handler) }, [handler]) // re-subscribes",Low
44,Advanced,useLatest Hook,uselatest ref callback,React/Next.js,Access latest values in callbacks without adding to dependency arrays,Use useLatest for fresh values in stable callbacks,Add callback to effect dependencies,"const cbRef = useLatest(cb); useEffect(() => { setTimeout(() => cbRef.current()) }, [])","useEffect(() => { setTimeout(() => cb()) }, [cb]) // re-runs",Low
1 No Category Issue Keywords Platform Description Do Don't Code Example Good Code Example Bad Severity
2 1 Async Waterfall Defer Await async await defer branch React/Next.js Move await into branches where actually used to avoid blocking unused code paths Move await operations into branches where they're needed Await at top of function blocking all branches if (skip) return { skipped: true }; const data = await fetch() const data = await fetch(); if (skip) return { skipped: true } Critical
3 2 Async Waterfall Promise.all Parallel promise all parallel concurrent React/Next.js Execute independent async operations concurrently using Promise.all() Use Promise.all() for independent operations Sequential await for independent operations const [user, posts] = await Promise.all([fetchUser(), fetchPosts()]) const user = await fetchUser(); const posts = await fetchPosts() Critical
4 3 Async Waterfall Dependency Parallelization better-all dependency parallel React/Next.js Use better-all for operations with partial dependencies to maximize parallelism Use better-all to start each task at earliest possible moment Wait for unrelated data before starting dependent fetch await all({ user() {}, config() {}, profile() { return fetch((await this.$.user).id) } }) const [user, config] = await Promise.all([...]); const profile = await fetchProfile(user.id) Critical
5 4 Async Waterfall API Route Optimization api route waterfall promise React/Next.js In API routes start independent operations immediately even if not awaited yet Start promises early and await late Sequential awaits in API handlers const sessionP = auth(); const configP = fetchConfig(); const session = await sessionP const session = await auth(); const config = await fetchConfig() Critical
6 5 Async Waterfall Suspense Boundaries suspense streaming boundary React/Next.js Use Suspense to show wrapper UI faster while data loads Wrap async components in Suspense boundaries Await data blocking entire page render <Suspense fallback={<Skeleton />}><DataDisplay /></Suspense> const data = await fetchData(); return <DataDisplay data={data} /> High
7 6 Bundle Size Barrel Imports barrel import direct path React/Next.js Import directly from source files instead of barrel files to avoid loading unused modules Import directly from source path Import from barrel/index files import Check from 'lucide-react/dist/esm/icons/check' import { Check } from 'lucide-react' Critical
8 7 Bundle Size Dynamic Imports dynamic import lazy next React/Next.js Use next/dynamic to lazy-load large components not needed on initial render Use dynamic() for heavy components Import heavy components at top level const Monaco = dynamic(() => import('./monaco'), { ssr: false }) import { MonacoEditor } from './monaco-editor' Critical
9 8 Bundle Size Defer Third Party analytics defer third-party React/Next.js Load analytics and logging after hydration since they don't block interaction Load non-critical scripts after hydration Include analytics in main bundle const Analytics = dynamic(() => import('@vercel/analytics'), { ssr: false }) import { Analytics } from '@vercel/analytics/react' Medium
10 9 Bundle Size Conditional Loading conditional module lazy React/Next.js Load large data or modules only when a feature is activated Dynamic import when feature enabled Import large modules unconditionally useEffect(() => { if (enabled) import('./heavy.js') }, [enabled]) import { heavyData } from './heavy.js' High
11 10 Bundle Size Preload Intent preload hover focus intent React/Next.js Preload heavy bundles on hover/focus before they're needed Preload on user intent signals Load only on click onMouseEnter={() => import('./editor')} onClick={() => import('./editor')} Medium
12 11 Server React.cache Dedup react cache deduplicate request React/Next.js Use React.cache() for server-side request deduplication within single request Wrap data fetchers with cache() Fetch same data multiple times in tree export const getUser = cache(async () => await db.user.find()) export async function getUser() { return await db.user.find() } Medium
13 12 Server LRU Cache Cross-Request lru cache cross request React/Next.js Use LRU cache for data shared across sequential requests Use LRU for cross-request caching Refetch same data on every request const cache = new LRUCache({ max: 1000, ttl: 5*60*1000 }) Always fetch from database High
14 13 Server Minimize Serialization serialization rsc boundary React/Next.js Only pass fields that client actually uses across RSC boundaries Pass only needed fields to client components Pass entire objects to client <Profile name={user.name} /> <Profile user={user} /> // 50 fields serialized High
15 14 Server Parallel Fetching parallel fetch component composition React/Next.js Restructure components to parallelize data fetching in RSC Use component composition for parallel fetches Sequential fetches in parent component <Header /><Sidebar /> // both fetch in parallel const header = await fetchHeader(); return <><div>{header}</div><Sidebar /></> Critical
16 15 Server After Non-blocking after non-blocking logging React/Next.js Use Next.js after() to schedule work after response is sent Use after() for logging/analytics Block response for non-critical operations after(async () => { await logAction() }); return Response.json(data) await logAction(); return Response.json(data) Medium
17 16 Client SWR Deduplication swr dedup cache revalidate React/Next.js Use SWR for automatic request deduplication and caching Use useSWR for client data fetching Manual fetch in useEffect const { data } = useSWR('/api/users', fetcher) useEffect(() => { fetch('/api/users').then(setUsers) }, []) Medium-High
18 17 Client Event Listener Dedup event listener deduplicate global React/Next.js Share global event listeners across component instances Use useSWRSubscription for shared listeners Register listener per component instance useSWRSubscription('global-keydown', () => { window.addEventListener... }) useEffect(() => { window.addEventListener('keydown', handler) }, []) Low
19 18 Rerender Defer State Reads state read callback subscription React/Next.js Don't subscribe to state only used in callbacks Read state on-demand in callbacks Subscribe to state used only in handlers const handleClick = () => { const params = new URLSearchParams(location.search) } const params = useSearchParams(); const handleClick = () => { params.get('ref') } Medium
20 19 Rerender Memoized Components memo extract expensive React/Next.js Extract expensive work into memoized components for early returns Extract to memo() components Compute expensive values before early return const UserAvatar = memo(({ user }) => ...); if (loading) return <Skeleton /> const avatar = useMemo(() => compute(user)); if (loading) return <Skeleton /> Medium
21 20 Rerender Narrow Dependencies effect dependency primitive React/Next.js Specify primitive dependencies instead of objects in effects Use primitive values in dependency arrays Use object references as dependencies useEffect(() => { console.log(user.id) }, [user.id]) useEffect(() => { console.log(user.id) }, [user]) Low
22 21 Rerender Derived State derived boolean subscription React/Next.js Subscribe to derived booleans instead of continuous values Use derived boolean state Subscribe to continuous values const isMobile = useMediaQuery('(max-width: 767px)') const width = useWindowWidth(); const isMobile = width < 768 Medium
23 22 Rerender Functional setState functional setstate callback React/Next.js Use functional setState updates for stable callbacks and no stale closures Use functional form: setState(curr => ...) Reference state directly in setState setItems(curr => [...curr, newItem]) setItems([...items, newItem]) // items in deps Medium
24 23 Rerender Lazy State Init usestate lazy initialization React/Next.js Pass function to useState for expensive initial values Use function form for expensive init Compute expensive value directly useState(() => buildSearchIndex(items)) useState(buildSearchIndex(items)) // runs every render Medium
25 24 Rerender Transitions starttransition non-urgent React/Next.js Mark frequent non-urgent state updates as transitions Use startTransition for non-urgent updates Block UI on every state change startTransition(() => setScrollY(window.scrollY)) setScrollY(window.scrollY) // blocks on every scroll Medium
26 25 Rendering SVG Animation Wrapper svg animation wrapper div React/Next.js Wrap SVG in div and animate wrapper for hardware acceleration Animate div wrapper around SVG Animate SVG element directly <div class='animate-spin'><svg>...</svg></div> <svg class='animate-spin'>...</svg> Low
27 26 Rendering Content Visibility content-visibility auto React/Next.js Apply content-visibility: auto to defer off-screen rendering Use content-visibility for long lists Render all list items immediately .item { content-visibility: auto; contain-intrinsic-size: 0 80px } Render 1000 items without optimization High
28 27 Rendering Hoist Static JSX hoist static jsx element React/Next.js Extract static JSX outside components to avoid re-creation Hoist static elements to module scope Create static elements inside components const skeleton = <div class='animate-pulse' />; function C() { return skeleton } function C() { return <div class='animate-pulse' /> } Low
29 28 Rendering Hydration No Flicker hydration mismatch flicker React/Next.js Use inline script to set client-only data before hydration Inject sync script for client-only values Use useEffect causing flash <script dangerouslySetInnerHTML={{ __html: 'el.className = localStorage.theme' }} /> useEffect(() => setTheme(localStorage.theme), []) // flickers Medium
30 29 Rendering Conditional Render conditional render ternary React/Next.js Use ternary instead of && when condition can be 0 or NaN Use explicit ternary for conditionals Use && with potentially falsy numbers {count > 0 ? <Badge>{count}</Badge> : null} {count && <Badge>{count}</Badge>} // renders '0' Low
31 30 Rendering Activity Component activity show hide preserve React/Next.js Use Activity component to preserve state/DOM for toggled components Use Activity for expensive toggle components Unmount/remount on visibility toggle <Activity mode={isOpen ? 'visible' : 'hidden'}><Menu /></Activity> {isOpen && <Menu />} // loses state Medium
32 31 JS Perf Batch DOM CSS batch dom css reflow React/Next.js Group CSS changes via classes or cssText to minimize reflows Use class toggle or cssText Change styles one property at a time element.classList.add('highlighted') el.style.width='100px'; el.style.height='200px' Medium
33 32 JS Perf Index Map Lookup map index lookup find React/Next.js Build Map for repeated lookups instead of multiple .find() calls Build index Map for O(1) lookups Use .find() in loops const byId = new Map(users.map(u => [u.id, u])); byId.get(id) users.find(u => u.id === order.userId) // O(n) each time Low-Medium
34 33 JS Perf Cache Property Access cache property loop React/Next.js Cache object property lookups in hot paths Cache values before loops Access nested properties in loops const val = obj.config.settings.value; for (...) process(val) for (...) process(obj.config.settings.value) Low-Medium
35 34 JS Perf Cache Function Results memoize cache function React/Next.js Use module-level Map to cache repeated function results Use Map cache for repeated calls Recompute same values repeatedly const cache = new Map(); if (cache.has(x)) return cache.get(x) slugify(name) // called 100 times same input Medium
36 35 JS Perf Cache Storage API localstorage cache read React/Next.js Cache localStorage/sessionStorage reads in memory Cache storage reads in Map Read storage on every call if (!cache.has(key)) cache.set(key, localStorage.getItem(key)) localStorage.getItem('theme') // every call Low-Medium
37 36 JS Perf Combine Iterations combine filter map loop React/Next.js Combine multiple filter/map into single loop Single loop for multiple categorizations Chain multiple filter() calls for (u of users) { if (u.isAdmin) admins.push(u); if (u.isTester) testers.push(u) } users.filter(admin); users.filter(tester); users.filter(inactive) Low-Medium
38 37 JS Perf Length Check First length check array compare React/Next.js Check array lengths before expensive comparisons Early return if lengths differ Always run expensive comparison if (a.length !== b.length) return true; // then compare a.sort().join() !== b.sort().join() // even when lengths differ Medium-High
39 38 JS Perf Early Return early return exit function React/Next.js Return early when result is determined to skip processing Return immediately on first error Process all items then check errors for (u of users) { if (!u.email) return { error: 'Email required' } } let hasError; for (...) { if (!email) hasError=true }; if (hasError)... Low-Medium
40 39 JS Perf Hoist RegExp regexp hoist module React/Next.js Don't create RegExp inside render - hoist or memoize Hoist RegExp to module scope Create RegExp every render const EMAIL_RE = /^[^@]+@[^@]+$/; function validate() { EMAIL_RE.test(x) } function C() { const re = new RegExp(pattern); re.test(x) } Low-Medium
41 40 JS Perf Loop Min Max loop min max sort React/Next.js Use loop for min/max instead of sort - O(n) vs O(n log n) Single pass loop for min/max Sort array to find min/max let max = arr[0]; for (x of arr) if (x > max) max = x arr.sort((a,b) => b-a)[0] // O(n log n) Low
42 41 JS Perf Set Map Lookups set map includes has React/Next.js Use Set/Map for O(1) lookups instead of array.includes() Convert to Set for membership checks Use .includes() for repeated checks const allowed = new Set(['a','b']); allowed.has(id) const allowed = ['a','b']; allowed.includes(id) Low-Medium
43 42 JS Perf toSorted Immutable tosorted sort immutable React/Next.js Use toSorted() instead of sort() to avoid mutating arrays Use toSorted() for immutability Mutate arrays with sort() users.toSorted((a,b) => a.name.localeCompare(b.name)) users.sort((a,b) => a.name.localeCompare(b.name)) // mutates Medium-High
44 43 Advanced Event Handler Refs useeffectevent ref handler React/Next.js Store callbacks in refs for stable effect subscriptions Use useEffectEvent for stable handlers Re-subscribe on every callback change const onEvent = useEffectEvent(handler); useEffect(() => { listen(onEvent) }, []) useEffect(() => { listen(handler) }, [handler]) // re-subscribes Low
45 44 Advanced useLatest Hook uselatest ref callback React/Next.js Access latest values in callbacks without adding to dependency arrays Use useLatest for fresh values in stable callbacks Add callback to effect dependencies const cbRef = useLatest(cb); useEffect(() => { setTimeout(() => cbRef.current()) }, []) useEffect(() => { setTimeout(() => cb()) }, [cb]) // re-runs Low

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No,Category,Guideline,Description,Do,Don't,Code Good,Code Bad,Severity,Docs URL
1,Setup,Use CLI for installation,Install components via shadcn CLI for proper setup,npx shadcn@latest add component-name,Manual copy-paste from docs,npx shadcn@latest add button,Copy component code manually,High,https://ui.shadcn.com/docs/cli
2,Setup,Initialize project properly,Run init command to set up components.json and globals.css,npx shadcn@latest init before adding components,Skip init and add components directly,npx shadcn@latest init,npx shadcn@latest add button (without init),High,https://ui.shadcn.com/docs/installation
3,Setup,Configure path aliases,Set up proper import aliases in tsconfig and components.json,Use @/components/ui path aliases,Relative imports like ../../components,import { Button } from "@/components/ui/button",import { Button } from "../../components/ui/button",Medium,https://ui.shadcn.com/docs/installation
4,Theming,Use CSS variables for colors,Define colors as CSS variables in globals.css for theming,CSS variables in :root and .dark,Hardcoded color values in components,bg-primary text-primary-foreground,bg-blue-500 text-white,High,https://ui.shadcn.com/docs/theming
5,Theming,Follow naming convention,Use semantic color names with foreground pattern,primary/primary-foreground secondary/secondary-foreground,Generic color names,--primary --primary-foreground,--blue --light-blue,Medium,https://ui.shadcn.com/docs/theming
6,Theming,Support dark mode,Include .dark class styles for all custom CSS,Define both :root and .dark color schemes,Only light mode colors,.dark { --background: 240 10% 3.9%; },No .dark class styles,High,https://ui.shadcn.com/docs/dark-mode
7,Components,Use component variants,Leverage cva variants for consistent styling,Use variant prop for different styles,Inline conditional classes,<Button variant="destructive">,<Button className={isError ? "bg-red-500" : "bg-blue-500"}>,Medium,https://ui.shadcn.com/docs/components/button
8,Components,Compose with className,Add custom classes via className prop for overrides,Extend with className for one-off customizations,Modify component source directly,<Button className="w-full">,Edit button.tsx to add w-full,Medium,https://ui.shadcn.com/docs/components/button
9,Components,Use size variants consistently,Apply size prop for consistent sizing across components,size="sm" size="lg" for sizing,Mix size classes inconsistently,<Button size="lg">,<Button className="text-lg px-8 py-4">,Medium,https://ui.shadcn.com/docs/components/button
10,Components,Prefer compound components,Use provided sub-components for complex UI,Card + CardHeader + CardContent pattern,Single component with many props,<Card><CardHeader><CardTitle>,<Card title="x" content="y" footer="z">,Medium,https://ui.shadcn.com/docs/components/card
11,Dialog,Use Dialog for modal content,Dialog component for overlay modal windows,Dialog for confirmations forms details,Alert for modal content,<Dialog><DialogContent>,<Alert> styled as modal,High,https://ui.shadcn.com/docs/components/dialog
12,Dialog,Handle dialog state properly,Use open and onOpenChange for controlled dialogs,Controlled state with useState,Uncontrolled with default open only,"<Dialog open={open} onOpenChange={setOpen}>","<Dialog defaultOpen={true}>",Medium,https://ui.shadcn.com/docs/components/dialog
13,Dialog,Include proper dialog structure,Use DialogHeader DialogTitle DialogDescription,Complete semantic structure,Missing title or description,<DialogHeader><DialogTitle><DialogDescription>,<DialogContent><p>Content</p></DialogContent>,High,https://ui.shadcn.com/docs/components/dialog
14,Sheet,Use Sheet for side panels,Sheet component for slide-out panels and drawers,Sheet for navigation filters settings,Dialog for side content,<Sheet side="right">,<Dialog> with slide animation,Medium,https://ui.shadcn.com/docs/components/sheet
15,Sheet,Specify sheet side,Set side prop for sheet slide direction,Explicit side="left" or side="right",Default side without consideration,<Sheet><SheetContent side="left">,<Sheet><SheetContent>,Low,https://ui.shadcn.com/docs/components/sheet
16,Form,Use Form with react-hook-form,Integrate Form component with react-hook-form for validation,useForm + Form + FormField pattern,Custom form handling without Form,<Form {...form}><FormField control={form.control}>,<form onSubmit={handleSubmit}>,High,https://ui.shadcn.com/docs/components/form
17,Form,Use FormField for inputs,Wrap inputs in FormField for proper labeling and errors,FormField + FormItem + FormLabel + FormControl,Input without FormField wrapper,<FormField><FormItem><FormLabel><FormControl><Input>,<Input onChange={...}>,High,https://ui.shadcn.com/docs/components/form
18,Form,Display form messages,Use FormMessage for validation error display,FormMessage after FormControl,Custom error text without FormMessage,<FormControl><Input/></FormControl><FormMessage/>,<Input/>{error && <span>{error}</span>},Medium,https://ui.shadcn.com/docs/components/form
19,Form,Use Zod for validation,Define form schema with Zod for type-safe validation,zodResolver with form schema,Manual validation logic,zodResolver(formSchema),validate: (values) => { if (!values.email) },Medium,https://ui.shadcn.com/docs/components/form
20,Select,Use Select for dropdowns,Select component for option selection,Select for choosing from list,Native select element,<Select><SelectTrigger><SelectContent>,<select><option>,Medium,https://ui.shadcn.com/docs/components/select
21,Select,Structure Select properly,Include Trigger Value Content and Items,Complete Select structure,Missing SelectValue or SelectContent,<SelectTrigger><SelectValue/></SelectTrigger><SelectContent><SelectItem>,<Select><option>,High,https://ui.shadcn.com/docs/components/select
22,Command,Use Command for search,Command component for searchable lists and palettes,Command for command palette search,Input with custom dropdown,<Command><CommandInput><CommandList>,<Input><div className="dropdown">,Medium,https://ui.shadcn.com/docs/components/command
23,Command,Group command items,Use CommandGroup for categorized items,CommandGroup with heading for sections,Flat list without grouping,<CommandGroup heading="Suggestions"><CommandItem>,<CommandItem> without groups,Low,https://ui.shadcn.com/docs/components/command
24,Table,Use Table for data display,Table component for structured data,Table for tabular data display,Div grid for table-like layouts,<Table><TableHeader><TableBody><TableRow>,<div className="grid">,Medium,https://ui.shadcn.com/docs/components/table
25,Table,Include proper table structure,Use TableHeader TableBody TableRow TableCell,Semantic table structure,Missing thead or tbody,<TableHeader><TableRow><TableHead>,<Table><TableRow> without header,High,https://ui.shadcn.com/docs/components/table
26,DataTable,Use DataTable for complex tables,Combine Table with TanStack Table for features,DataTable pattern for sorting filtering pagination,Custom table implementation,useReactTable + Table components,Custom sort filter pagination logic,Medium,https://ui.shadcn.com/docs/components/data-table
27,Tabs,Use Tabs for content switching,Tabs component for tabbed interfaces,Tabs for related content sections,Custom tab implementation,<Tabs><TabsList><TabsTrigger><TabsContent>,<div onClick={() => setTab(...)},Medium,https://ui.shadcn.com/docs/components/tabs
28,Tabs,Set default tab value,Specify defaultValue for initial tab,defaultValue on Tabs component,No default leaving first tab,<Tabs defaultValue="account">,<Tabs> without defaultValue,Low,https://ui.shadcn.com/docs/components/tabs
29,Accordion,Use Accordion for collapsible,Accordion for expandable content sections,Accordion for FAQ settings panels,Custom collapse implementation,<Accordion><AccordionItem><AccordionTrigger>,<div onClick={() => setOpen(!open)}>,Medium,https://ui.shadcn.com/docs/components/accordion
30,Accordion,Choose accordion type,Use type="single" or type="multiple" appropriately,type="single" for one open type="multiple" for many,Default type without consideration,<Accordion type="single" collapsible>,<Accordion> without type,Low,https://ui.shadcn.com/docs/components/accordion
31,Toast,Use Sonner for toasts,Sonner integration for toast notifications,toast() from sonner for notifications,Custom toast implementation,toast("Event created"),setShowToast(true),Medium,https://ui.shadcn.com/docs/components/sonner
32,Toast,Add Toaster to layout,Include Toaster component in root layout,<Toaster /> in app layout,Toaster in individual pages,app/layout.tsx: <Toaster />,page.tsx: <Toaster />,High,https://ui.shadcn.com/docs/components/sonner
33,Toast,Use toast variants,Apply toast.success toast.error for context,Semantic toast methods,Generic toast for all messages,toast.success("Saved!") toast.error("Failed"),toast("Saved!") toast("Failed"),Medium,https://ui.shadcn.com/docs/components/sonner
34,Popover,Use Popover for floating content,Popover for dropdown menus and floating panels,Popover for contextual actions,Absolute positioned divs,<Popover><PopoverTrigger><PopoverContent>,<div className="relative"><div className="absolute">,Medium,https://ui.shadcn.com/docs/components/popover
35,Popover,Handle popover alignment,Use align and side props for positioning,Explicit alignment configuration,Default alignment for all,<PopoverContent align="start" side="bottom">,<PopoverContent>,Low,https://ui.shadcn.com/docs/components/popover
36,DropdownMenu,Use DropdownMenu for actions,DropdownMenu for action lists and context menus,DropdownMenu for user menu actions,Popover for action lists,<DropdownMenu><DropdownMenuTrigger><DropdownMenuContent>,<Popover> for menu actions,Medium,https://ui.shadcn.com/docs/components/dropdown-menu
37,DropdownMenu,Group menu items,Use DropdownMenuGroup and DropdownMenuSeparator,Organized menu with separators,Flat list of items,<DropdownMenuGroup><DropdownMenuItem><DropdownMenuSeparator>,<DropdownMenuItem> without organization,Low,https://ui.shadcn.com/docs/components/dropdown-menu
38,Tooltip,Use Tooltip for hints,Tooltip for icon buttons and truncated text,Tooltip for additional context,Title attribute for tooltips,<Tooltip><TooltipTrigger><TooltipContent>,<button title="Delete">,Medium,https://ui.shadcn.com/docs/components/tooltip
39,Tooltip,Add TooltipProvider,Wrap app or section in TooltipProvider,TooltipProvider at app level,TooltipProvider per tooltip,<TooltipProvider><App/></TooltipProvider>,<Tooltip><TooltipProvider>,High,https://ui.shadcn.com/docs/components/tooltip
40,Skeleton,Use Skeleton for loading,Skeleton component for loading placeholders,Skeleton matching content layout,Spinner for content loading,<Skeleton className="h-4 w-[200px]"/>,<Spinner/> for card loading,Medium,https://ui.shadcn.com/docs/components/skeleton
41,Skeleton,Match skeleton dimensions,Size skeleton to match loaded content,Skeleton same size as expected content,Generic skeleton size,<Skeleton className="h-12 w-12 rounded-full"/>,<Skeleton/> without sizing,Medium,https://ui.shadcn.com/docs/components/skeleton
42,AlertDialog,Use AlertDialog for confirms,AlertDialog for destructive action confirmation,AlertDialog for delete confirmations,Dialog for confirmations,<AlertDialog><AlertDialogTrigger><AlertDialogContent>,<Dialog> for delete confirmation,High,https://ui.shadcn.com/docs/components/alert-dialog
43,AlertDialog,Include action buttons,Use AlertDialogAction and AlertDialogCancel,Standard confirm/cancel pattern,Custom buttons in AlertDialog,<AlertDialogCancel>Cancel</AlertDialogCancel><AlertDialogAction>,<Button>Cancel</Button><Button>Confirm</Button>,Medium,https://ui.shadcn.com/docs/components/alert-dialog
44,Sidebar,Use Sidebar for navigation,Sidebar component for app navigation,Sidebar for main app navigation,Custom sidebar implementation,<SidebarProvider><Sidebar><SidebarContent>,<div className="w-64 fixed">,Medium,https://ui.shadcn.com/docs/components/sidebar
45,Sidebar,Wrap in SidebarProvider,Use SidebarProvider for sidebar state management,SidebarProvider at layout level,Sidebar without provider,<SidebarProvider><Sidebar></SidebarProvider>,<Sidebar> without provider,High,https://ui.shadcn.com/docs/components/sidebar
46,Sidebar,Use SidebarTrigger,Include SidebarTrigger for mobile toggle,SidebarTrigger for responsive toggle,Custom toggle button,<SidebarTrigger/>,<Button onClick={() => toggleSidebar()}>,Medium,https://ui.shadcn.com/docs/components/sidebar
47,Chart,Use Chart for data viz,Chart component with Recharts integration,Chart component for dashboards,Direct Recharts without wrapper,<ChartContainer config={chartConfig}>,<ResponsiveContainer><BarChart>,Medium,https://ui.shadcn.com/docs/components/chart
48,Chart,Define chart config,Create chartConfig for consistent theming,chartConfig with color definitions,Inline colors in charts,"{ desktop: { label: ""Desktop"", color: ""#2563eb"" } }",<Bar fill="#2563eb"/>,Medium,https://ui.shadcn.com/docs/components/chart
49,Chart,Use ChartTooltip,Apply ChartTooltip for interactive charts,ChartTooltip with ChartTooltipContent,Recharts Tooltip directly,<ChartTooltip content={<ChartTooltipContent/>}/>,<Tooltip/> from recharts,Low,https://ui.shadcn.com/docs/components/chart
50,Blocks,Use blocks for scaffolding,Start from shadcn blocks for common layouts,npx shadcn@latest add dashboard-01,Build dashboard from scratch,npx shadcn@latest add login-01,Custom login page from scratch,Medium,https://ui.shadcn.com/blocks
51,Blocks,Customize block components,Modify copied block code to fit needs,Edit block files after installation,Use blocks without modification,Customize dashboard-01 layout,Use dashboard-01 as-is,Low,https://ui.shadcn.com/blocks
52,A11y,Use semantic components,Shadcn components have built-in ARIA,Rely on component accessibility,Override ARIA attributes,<Button> has button role,<div role="button">,High,https://ui.shadcn.com/docs/components/button
53,A11y,Maintain focus management,Dialog Sheet handle focus automatically,Let components manage focus,Custom focus handling,<Dialog> traps focus,document.querySelector().focus(),High,https://ui.shadcn.com/docs/components/dialog
54,A11y,Provide labels,Use FormLabel and aria-label appropriately,FormLabel for form inputs,Placeholder as only label,<FormLabel>Email</FormLabel><Input/>,<Input placeholder="Email"/>,High,https://ui.shadcn.com/docs/components/form
55,Performance,Import components individually,Import only needed components,Named imports from component files,Import all from index,import { Button } from "@/components/ui/button",import { Button Card Dialog } from "@/components/ui",Medium,
56,Performance,Lazy load dialogs,Dynamic import for heavy dialog content,React.lazy for dialog content,Import all dialogs upfront,const HeavyContent = lazy(() => import('./Heavy')),import HeavyContent from './Heavy',Medium,
57,Customization,Extend variants with cva,Add new variants using class-variance-authority,Extend buttonVariants for new styles,Inline classes for variants,"variants: { size: { xl: ""h-14 px-8"" } }",className="h-14 px-8",Medium,https://ui.shadcn.com/docs/components/button
58,Customization,Create custom components,Build new components following shadcn patterns,Use cn() and cva for custom components,Different patterns for custom,const Custom = ({ className }) => <div className={cn("base" className)}>,const Custom = ({ style }) => <div style={style}>,Medium,
59,Patterns,Use asChild for composition,asChild prop for component composition,Slot pattern with asChild,Wrapper divs for composition,<Button asChild><Link href="/">,<Button><Link href="/"></Link></Button>,Medium,https://ui.shadcn.com/docs/components/button
60,Patterns,Combine with React Hook Form,Form + useForm for complete forms,RHF Controller with shadcn inputs,Custom form state management,<FormField control={form.control} name="email">,<Input value={email} onChange={(e) => setEmail(e.target.value)},High,https://ui.shadcn.com/docs/components/form
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No,UI_Category,Recommended_Pattern,Style_Priority,Color_Mood,Typography_Mood,Key_Effects,Decision_Rules,Anti_Patterns,Severity
1,SaaS (General),Hero + Features + CTA,Glassmorphism + Flat Design,Trust blue + Accent contrast,Professional + Hierarchy,Subtle hover (200-250ms) + Smooth transitions,"{""if_ux_focused"": ""prioritize-minimalism"", ""if_data_heavy"": ""add-glassmorphism""}",Excessive animation + Dark mode by default,HIGH
2,Micro SaaS,Minimal & Direct + Demo,Flat Design + Vibrant & Block,Vibrant primary + White space,Bold + Clean typography,Large CTA hover (300ms) + Scroll reveal,"{""if_quick_onboarding"": ""reduce-steps"", ""if_demo_available"": ""feature-interactive-demo""}",Complex onboarding flow + Cluttered layout,HIGH
3,E-commerce,Feature-Rich Showcase,Vibrant & Block-based,Brand primary + Success green,Engaging + Clear hierarchy,Card hover lift (200ms) + Scale effect,"{""if_luxury"": ""switch-to-liquid-glass"", ""if_conversion_focused"": ""add-urgency-colors""}",Flat design without depth + Text-heavy pages,HIGH
4,E-commerce Luxury,Feature-Rich Showcase,Liquid Glass + Glassmorphism,Premium colors + Minimal accent,Elegant + Refined typography,Chromatic aberration + Fluid animations (400-600ms),"{""if_checkout"": ""emphasize-trust"", ""if_hero_needed"": ""use-3d-hyperrealism""}",Vibrant & Block-based + Playful colors,HIGH
5,Healthcare App,Social Proof-Focused,Neumorphism + Accessible & Ethical,Calm blue + Health green,Readable + Large type (16px+),Soft box-shadow + Smooth press (150ms),"{""must_have"": ""wcag-aaa-compliance"", ""if_medication"": ""red-alert-colors""}",Bright neon colors + Motion-heavy animations + AI purple/pink gradients,HIGH
6,Fintech/Crypto,Conversion-Optimized,Glassmorphism + Dark Mode (OLED),Dark tech colors + Vibrant accents,Modern + Confident typography,Real-time chart animations + Alert pulse/glow,"{""must_have"": ""security-badges"", ""if_real_time"": ""add-streaming-data""}",Light backgrounds + No security indicators,HIGH
7,Education,Feature-Rich Showcase,Claymorphism + Micro-interactions,Playful colors + Clear hierarchy,Friendly + Engaging typography,Soft press (200ms) + Fluffy elements,"{""if_gamification"": ""add-progress-animation"", ""if_children"": ""increase-playfulness""}",Dark modes + Complex jargon,MEDIUM
8,Portfolio/Personal,Storytelling-Driven,Motion-Driven + Minimalism,Brand primary + Artistic,Expressive + Variable typography,Parallax (3-5 layers) + Scroll-triggered reveals,"{""if_creative_field"": ""add-brutalism"", ""if_minimal_portfolio"": ""reduce-motion""}",Corporate templates + Generic layouts,MEDIUM
9,Government/Public,Minimal & Direct,Accessible & Ethical + Minimalism,Professional blue + High contrast,Clear + Large typography,Clear focus rings (3-4px) + Skip links,"{""must_have"": ""wcag-aaa"", ""must_have"": ""keyboard-navigation""}",Ornate design + Low contrast + Motion effects + AI purple/pink gradients,HIGH
10,Fintech (Banking),Trust & Authority,Minimalism + Accessible & Ethical,Navy + Trust Blue + Gold,Professional + Trustworthy,Smooth state transitions + Number animations,"{""must_have"": ""security-first"", ""if_dashboard"": ""use-dark-mode""}",Playful design + Unclear fees + AI purple/pink gradients,HIGH
11,Social Media App,Feature-Rich Showcase,Vibrant & Block-based + Motion-Driven,Vibrant + Engagement colors,Modern + Bold typography,Large scroll animations + Icon animations,"{""if_engagement_metric"": ""add-motion"", ""if_content_focused"": ""minimize-chrome""}",Heavy skeuomorphism + Accessibility ignored,MEDIUM
12,Startup Landing,Hero-Centric + Trust,Motion-Driven + Vibrant & Block,Bold primaries + Accent contrast,Modern + Energetic typography,Scroll-triggered animations + Parallax,"{""if_pre_launch"": ""use-waitlist-pattern"", ""if_video_ready"": ""add-hero-video""}",Static design + No video + Poor mobile,HIGH
13,Gaming,Feature-Rich Showcase,3D & Hyperrealism + Retro-Futurism,Vibrant + Neon + Immersive,Bold + Impactful typography,WebGL 3D rendering + Glitch effects,"{""if_competitive"": ""add-real-time-stats"", ""if_casual"": ""increase-playfulness""}",Minimalist design + Static assets,HIGH
14,Creative Agency,Storytelling-Driven,Brutalism + Motion-Driven,Bold primaries + Artistic freedom,Bold + Expressive typography,CRT scanlines + Neon glow + Glitch effects,"{""must_have"": ""case-studies"", ""if_boutique"": ""increase-artistic-freedom""}",Corporate minimalism + Hidden portfolio,HIGH
15,Wellness/Mental Health,Social Proof-Focused,Neumorphism + Accessible & Ethical,Calm Pastels + Trust colors,Calming + Readable typography,Soft press + Breathing animations,"{""must_have"": ""privacy-first"", ""if_meditation"": ""add-breathing-animation""}",Bright neon + Motion overload,HIGH
16,Restaurant/Food,Hero-Centric + Conversion,Vibrant & Block-based + Motion-Driven,Warm colors (Orange Red Brown),Appetizing + Clear typography,Food image reveal + Menu hover effects,"{""must_have"": ""high_quality_images"", ""if_delivery"": ""emphasize-speed""}",Low-quality imagery + Outdated hours,HIGH
17,Real Estate,Hero-Centric + Feature-Rich,Glassmorphism + Minimalism,Trust Blue + Gold + White,Professional + Confident,3D property tour zoom + Map hover,"{""if_luxury"": ""add-3d-models"", ""must_have"": ""map-integration""}",Poor photos + No virtual tours,HIGH
18,Travel/Tourism,Storytelling-Driven + Hero,Aurora UI + Motion-Driven,Vibrant destination + Sky Blue,Inspirational + Engaging,Destination parallax + Itinerary animations,"{""if_experience_focused"": ""use-storytelling"", ""must_have"": ""mobile-booking""}",Generic photos + Complex booking,HIGH
19,SaaS Dashboard,Data-Dense Dashboard,Data-Dense + Heat Map,Cool to Hot gradients + Neutral grey,Clear + Readable typography,Hover tooltips + Chart zoom + Real-time pulse,"{""must_have"": ""real-time-updates"", ""if_large_dataset"": ""prioritize-performance""}",Ornate design + Slow rendering,HIGH
20,B2B SaaS Enterprise,Feature-Rich Showcase,Trust & Authority + Minimal,Professional blue + Neutral grey,Formal + Clear typography,Subtle section transitions + Feature reveals,"{""must_have"": ""case-studies"", ""must_have"": ""roi-messaging""}",Playful design + Hidden features + AI purple/pink gradients,HIGH
21,Music/Entertainment,Feature-Rich Showcase,Dark Mode (OLED) + Vibrant & Block-based,Dark (#121212) + Vibrant accents + Album art colors,Modern + Bold typography,Waveform visualization + Playlist animations,"{""must_have"": ""audio-player-ux"", ""if_discovery_focused"": ""add-playlist-recommendations""}",Cluttered layout + Poor audio player UX,HIGH
22,Video Streaming/OTT,Hero-Centric + Feature-Rich,Dark Mode (OLED) + Motion-Driven,Dark bg + Poster colors + Brand accent,Bold + Engaging typography,Video player animations + Content carousel (parallax),"{""must_have"": ""continue-watching"", ""if_personalized"": ""add-recommendations""}",Static layout + Slow video player,HIGH
23,Job Board/Recruitment,Conversion-Optimized + Feature-Rich,Flat Design + Minimalism,Professional Blue + Success Green + Neutral,Clear + Professional typography,Search/filter animations + Application flow,"{""must_have"": ""advanced-search"", ""if_salary_focused"": ""highlight-compensation""}",Outdated forms + Hidden filters,HIGH
24,Marketplace (P2P),Feature-Rich Showcase + Social Proof,Vibrant & Block-based + Flat Design,Trust colors + Category colors + Success green,Modern + Engaging typography,Review star animations + Listing hover effects,"{""must_have"": ""seller-profiles"", ""must_have"": ""secure-payment""}",Low trust signals + Confusing layout,HIGH
25,Logistics/Delivery,Feature-Rich Showcase + Real-Time,Minimalism + Flat Design,Blue (#2563EB) + Orange (tracking) + Green,Clear + Functional typography,Real-time tracking animation + Status pulse,"{""must_have"": ""tracking-map"", ""must_have"": ""delivery-updates""}",Static tracking + No map integration + AI purple/pink gradients,HIGH
26,Agriculture/Farm Tech,Feature-Rich Showcase,Organic Biophilic + Flat Design,Earth Green (#4A7C23) + Brown + Sky Blue,Clear + Informative typography,Data visualization + Weather animations,"{""must_have"": ""sensor-dashboard"", ""if_crop_focused"": ""add-health-indicators""}",Generic design + Ignored accessibility + AI purple/pink gradients,MEDIUM
27,Construction/Architecture,Hero-Centric + Feature-Rich,Minimalism + 3D & Hyperrealism,Grey (#4A4A4A) + Orange (safety) + Blueprint Blue,Professional + Bold typography,3D model viewer + Timeline animations,"{""must_have"": ""project-portfolio"", ""if_team_collaboration"": ""add-real-time-updates""}",2D-only layouts + Poor image quality + AI purple/pink gradients,HIGH
28,Automotive/Car Dealership,Hero-Centric + Feature-Rich,Motion-Driven + 3D & Hyperrealism,Brand colors + Metallic + Dark/Light,Bold + Confident typography,360 product view + Configurator animations,"{""must_have"": ""vehicle-comparison"", ""must_have"": ""financing-calculator""}",Static product pages + Poor UX,HIGH
29,Photography Studio,Storytelling-Driven + Hero-Centric,Motion-Driven + Minimalism,Black + White + Minimal accent,Elegant + Minimal typography,Full-bleed gallery + Before/after reveal,"{""must_have"": ""portfolio-showcase"", ""if_booking"": ""add-calendar-system""}",Heavy text + Poor image showcase,HIGH
30,Coworking Space,Hero-Centric + Feature-Rich,Vibrant & Block-based + Glassmorphism,Energetic colors + Wood tones + Brand,Modern + Engaging typography,Space tour video + Amenity reveal animations,"{""must_have"": ""virtual-tour"", ""must_have"": ""booking-system""}",Outdated photos + Confusing layout,MEDIUM
31,Cleaning Service,Conversion-Optimized + Trust,Soft UI Evolution + Flat Design,Fresh Blue (#00B4D8) + Clean White + Green,Friendly + Clear typography,Before/after gallery + Service package reveal,"{""must_have"": ""price-transparency"", ""must_have"": ""trust-badges""}",Poor before/after imagery + Hidden pricing,HIGH
32,Home Services,Conversion-Optimized + Trust,Flat Design + Trust & Authority,Trust Blue + Safety Orange + Grey,Professional + Clear typography,Emergency contact highlight + Service menu animations,"{""must_have"": ""emergency-contact"", ""must_have"": ""certifications-display""}",Hidden contact info + No certifications,HIGH
33,Childcare/Daycare,Social Proof-Focused + Trust,Claymorphism + Vibrant & Block-based,Playful pastels + Safe colors + Warm,Friendly + Playful typography,Parent portal animations + Activity gallery reveal,"{""must_have"": ""parent-communication"", ""must_have"": ""safety-certifications""}",Generic design + Hidden safety info,HIGH
34,Senior Care/Elderly,Trust & Authority + Accessible,Accessible & Ethical + Soft UI Evolution,Calm Blue + Warm neutrals + Large text,Large + Clear typography (18px+),Large touch targets + Clear navigation,"{""must_have"": ""wcag-aaa"", ""must_have"": ""family-portal""}",Small text + Complex navigation + AI purple/pink gradients,HIGH
35,Medical Clinic,Trust & Authority + Conversion,Accessible & Ethical + Minimalism,Medical Blue (#0077B6) + Trust White,Professional + Readable typography,Online booking flow + Doctor profile reveals,"{""must_have"": ""appointment-booking"", ""must_have"": ""insurance-info""}",Outdated interface + Confusing booking + AI purple/pink gradients,HIGH
36,Pharmacy/Drug Store,Conversion-Optimized + Trust,Flat Design + Accessible & Ethical,Pharmacy Green + Trust Blue + Clean White,Clear + Functional typography,Prescription upload flow + Refill reminders,"{""must_have"": ""prescription-management"", ""must_have"": ""drug-interaction-warnings""}",Confusing layout + Privacy concerns + AI purple/pink gradients,HIGH
37,Dental Practice,Social Proof-Focused + Conversion,Soft UI Evolution + Minimalism,Fresh Blue + White + Smile Yellow,Friendly + Professional typography,Before/after gallery + Patient testimonial carousel,"{""must_have"": ""before-after-gallery"", ""must_have"": ""appointment-system""}",Poor imagery + No testimonials,HIGH
38,Veterinary Clinic,Social Proof-Focused + Trust,Claymorphism + Accessible & Ethical,Caring Blue + Pet colors + Warm,Friendly + Welcoming typography,Pet profile management + Service animations,"{""must_have"": ""pet-portal"", ""must_have"": ""emergency-contact""}",Generic design + Hidden services,MEDIUM
39,News/Media Platform,Hero-Centric + Feature-Rich,Minimalism + Flat Design,Brand colors + High contrast,Clear + Readable typography,Breaking news badge + Article reveal animations,"{""must_have"": ""mobile-first-reading"", ""must_have"": ""category-navigation""}",Cluttered layout + Slow loading,HIGH
40,Legal Services,Trust & Authority + Minimal,Trust & Authority + Minimalism,Navy Blue (#1E3A5F) + Gold + White,Professional + Authoritative typography,Practice area reveal + Attorney profile animations,"{""must_have"": ""case-results"", ""must_have"": ""credential-display""}",Outdated design + Hidden credentials + AI purple/pink gradients,HIGH
41,Beauty/Spa/Wellness Service,Hero-Centric + Social Proof,Soft UI Evolution + Neumorphism,Soft pastels (Pink Sage Cream) + Gold accents,Elegant + Calming typography,Soft shadows + Smooth transitions (200-300ms) + Gentle hover,"{""must_have"": ""booking-system"", ""must_have"": ""before-after-gallery"", ""if_luxury"": ""add-gold-accents""}",Bright neon colors + Harsh animations + Dark mode,HIGH
42,Service Landing Page,Hero-Centric + Trust & Authority,Minimalism + Social Proof-Focused,Brand primary + Trust colors,Professional + Clear typography,Testimonial carousel + CTA hover (200ms),"{""must_have"": ""social-proof"", ""must_have"": ""clear-cta""}",Complex navigation + Hidden contact info,HIGH
43,B2B Service,Feature-Rich Showcase + Trust,Trust & Authority + Minimalism,Professional blue + Neutral grey,Formal + Clear typography,Section transitions + Feature reveals,"{""must_have"": ""case-studies"", ""must_have"": ""roi-messaging""}",Playful design + Hidden credentials + AI purple/pink gradients,HIGH
44,Financial Dashboard,Data-Dense Dashboard,Dark Mode (OLED) + Data-Dense,Dark bg + Red/Green alerts + Trust blue,Clear + Readable typography,Real-time number animations + Alert pulse,"{""must_have"": ""real-time-updates"", ""must_have"": ""high-contrast""}",Light mode default + Slow rendering,HIGH
45,Analytics Dashboard,Data-Dense + Drill-Down,Data-Dense + Heat Map,Cool→Hot gradients + Neutral grey,Clear + Functional typography,Hover tooltips + Chart zoom + Filter animations,"{""must_have"": ""data-export"", ""if_large_dataset"": ""virtualize-lists""}",Ornate design + No filtering,HIGH
46,Productivity Tool,Interactive Demo + Feature-Rich,Flat Design + Micro-interactions,Clear hierarchy + Functional colors,Clean + Efficient typography,Quick actions (150ms) + Task animations,"{""must_have"": ""keyboard-shortcuts"", ""if_collaboration"": ""add-real-time-cursors""}",Complex onboarding + Slow performance,HIGH
47,Design System/Component Library,Feature-Rich + Documentation,Minimalism + Accessible & Ethical,Clear hierarchy + Code-like structure,Monospace + Clear typography,Code copy animations + Component previews,"{""must_have"": ""search"", ""must_have"": ""code-examples""}",Poor documentation + No live preview,HIGH
48,AI/Chatbot Platform,Interactive Demo + Minimal,AI-Native UI + Minimalism,Neutral + AI Purple (#6366F1),Modern + Clear typography,Streaming text + Typing indicators + Fade-in,"{""must_have"": ""conversational-ui"", ""must_have"": ""context-awareness""}",Heavy chrome + Slow response feedback,HIGH
49,NFT/Web3 Platform,Feature-Rich Showcase,Cyberpunk UI + Glassmorphism,Dark + Neon + Gold (#FFD700),Bold + Modern typography,Wallet connect animations + Transaction feedback,"{""must_have"": ""wallet-integration"", ""must_have"": ""gas-fees-display""}",Light mode default + No transaction status,HIGH
50,Creator Economy Platform,Social Proof + Feature-Rich,Vibrant & Block-based + Bento Box Grid,Vibrant + Brand colors,Modern + Bold typography,Engagement counter animations + Profile reveals,"{""must_have"": ""creator-profiles"", ""must_have"": ""monetization-display""}",Generic layout + Hidden earnings,MEDIUM
51,Sustainability/ESG Platform,Trust & Authority + Data,Organic Biophilic + Minimalism,Green (#228B22) + Earth tones,Clear + Informative typography,Progress indicators + Impact animations,"{""must_have"": ""data-transparency"", ""must_have"": ""certification-badges""}",Greenwashing visuals + No data,HIGH
52,Remote Work/Collaboration,Feature-Rich + Real-Time,Soft UI Evolution + Minimalism,Calm Blue + Neutral grey,Clean + Readable typography,Real-time presence indicators + Notification badges,"{""must_have"": ""status-indicators"", ""must_have"": ""video-integration""}",Cluttered interface + No presence,HIGH
53,Pet Tech App,Storytelling + Feature-Rich,Claymorphism + Vibrant & Block-based,Playful + Warm colors,Friendly + Playful typography,Pet profile animations + Health tracking charts,"{""must_have"": ""pet-profiles"", ""if_health"": ""add-vet-integration""}",Generic design + No personality,MEDIUM
54,Smart Home/IoT Dashboard,Real-Time Monitoring,Glassmorphism + Dark Mode (OLED),Dark + Status indicator colors,Clear + Functional typography,Device status pulse + Quick action animations,"{""must_have"": ""real-time-controls"", ""must_have"": ""energy-monitoring""}",Slow updates + No automation,HIGH
55,EV/Charging Ecosystem,Hero-Centric + Feature-Rich,Minimalism + Aurora UI,Electric Blue (#009CD1) + Green,Modern + Clear typography,Range estimation animations + Map interactions,"{""must_have"": ""charging-map"", ""must_have"": ""range-calculator""}",Poor map UX + Hidden costs,HIGH
56,Subscription Box Service,Feature-Rich + Conversion,Vibrant & Block-based + Motion-Driven,Brand + Excitement colors,Engaging + Clear typography,Unboxing reveal animations + Product carousel,"{""must_have"": ""personalization-quiz"", ""must_have"": ""subscription-management""}",Confusing pricing + No unboxing preview,HIGH
57,Podcast Platform,Storytelling + Feature-Rich,Dark Mode (OLED) + Minimalism,Dark + Audio waveform accents,Modern + Clear typography,Waveform visualizations + Episode transitions,"{""must_have"": ""audio-player-ux"", ""must_have"": ""episode-discovery""}",Poor audio player + Cluttered layout,HIGH
58,Dating App,Social Proof + Feature-Rich,Vibrant & Block-based + Motion-Driven,Warm + Romantic (Pink/Red gradients),Modern + Friendly typography,Profile card swipe + Match animations,"{""must_have"": ""profile-cards"", ""must_have"": ""safety-features""}",Generic profiles + No safety,HIGH
59,Micro-Credentials/Badges,Trust & Authority + Feature,Minimalism + Flat Design,Trust Blue + Gold (#FFD700),Professional + Clear typography,Badge reveal animations + Progress tracking,"{""must_have"": ""credential-verification"", ""must_have"": ""progress-display""}",No verification + Hidden progress,MEDIUM
60,Knowledge Base/Documentation,FAQ + Minimal,Minimalism + Accessible & Ethical,Clean hierarchy + Minimal color,Clear + Readable typography,Search highlight + Smooth scrolling,"{""must_have"": ""search-first"", ""must_have"": ""version-switching""}",Poor navigation + No search,HIGH
61,Hyperlocal Services,Conversion + Feature-Rich,Minimalism + Vibrant & Block-based,Location markers + Trust colors,Clear + Functional typography,Map hover + Provider card reveals,"{""must_have"": ""map-integration"", ""must_have"": ""booking-system""}",No map + Hidden reviews,HIGH
62,Luxury/Premium Brand,Storytelling + Feature-Rich,Liquid Glass + Glassmorphism,Black + Gold (#FFD700) + White,Elegant + Refined typography,Slow parallax + Premium reveals (400-600ms),"{""must_have"": ""high-quality-imagery"", ""must_have"": ""storytelling""}",Cheap visuals + Fast animations,HIGH
63,Fitness/Gym App,Feature-Rich + Data,Vibrant & Block-based + Dark Mode (OLED),Energetic (Orange #FF6B35) + Dark bg,Bold + Motivational typography,Progress ring animations + Achievement unlocks,"{""must_have"": ""progress-tracking"", ""must_have"": ""workout-plans""}",Static design + No gamification,HIGH
64,Hotel/Hospitality,Hero-Centric + Social Proof,Liquid Glass + Minimalism,Warm neutrals + Gold (#D4AF37),Elegant + Welcoming typography,Room gallery + Amenity reveals,"{""must_have"": ""room-booking"", ""must_have"": ""virtual-tour""}",Poor photos + Complex booking,HIGH
65,Wedding/Event Planning,Storytelling + Social Proof,Soft UI Evolution + Aurora UI,Soft Pink (#FFD6E0) + Gold + Cream,Elegant + Romantic typography,Gallery reveals + Timeline animations,"{""must_have"": ""portfolio-gallery"", ""must_have"": ""planning-tools""}",Generic templates + No portfolio,HIGH
66,Insurance Platform,Conversion + Trust,Trust & Authority + Flat Design,Trust Blue (#0066CC) + Green + Neutral,Clear + Professional typography,Quote calculator animations + Policy comparison,"{""must_have"": ""quote-calculator"", ""must_have"": ""policy-comparison""}",Confusing pricing + No trust signals + AI purple/pink gradients,HIGH
67,Banking/Traditional Finance,Trust & Authority + Feature,Minimalism + Accessible & Ethical,Navy (#0A1628) + Trust Blue + Gold,Professional + Trustworthy typography,Smooth number animations + Security indicators,"{""must_have"": ""security-first"", ""must_have"": ""accessibility""}",Playful design + Poor security UX + AI purple/pink gradients,HIGH
68,Online Course/E-learning,Feature-Rich + Social Proof,Claymorphism + Vibrant & Block-based,Vibrant learning colors + Progress green,Friendly + Engaging typography,Progress bar animations + Certificate reveals,"{""must_have"": ""progress-tracking"", ""must_have"": ""video-player""}",Boring design + No gamification,HIGH
69,Non-profit/Charity,Storytelling + Trust,Accessible & Ethical + Organic Biophilic,Cause-related colors + Trust + Warm,Heartfelt + Readable typography,Impact counter animations + Story reveals,"{""must_have"": ""impact-stories"", ""must_have"": ""donation-transparency""}",No impact data + Hidden financials,HIGH
70,Florist/Plant Shop,Hero-Centric + Conversion,Organic Biophilic + Vibrant & Block-based,Natural Green + Floral pinks/purples,Elegant + Natural typography,Product reveal + Seasonal transitions,"{""must_have"": ""delivery-scheduling"", ""must_have"": ""care-guides""}",Poor imagery + No seasonal content,MEDIUM
71,Bakery/Cafe,Hero-Centric + Conversion,Vibrant & Block-based + Soft UI Evolution,Warm Brown + Cream + Appetizing accents,Warm + Inviting typography,Menu hover + Order animations,"{""must_have"": ""menu-display"", ""must_have"": ""online-ordering""}",Poor food photos + Hidden hours,HIGH
72,Coffee Shop,Hero-Centric + Minimal,Minimalism + Organic Biophilic,Coffee Brown (#6F4E37) + Cream + Warm,Cozy + Clean typography,Menu transitions + Loyalty animations,"{""must_have"": ""menu"", ""if_loyalty"": ""add-rewards-system""}",Generic design + No atmosphere,MEDIUM
73,Brewery/Winery,Storytelling + Hero-Centric,Motion-Driven + Storytelling-Driven,Deep amber/burgundy + Gold + Craft,Artisanal + Heritage typography,Tasting note reveals + Heritage timeline,"{""must_have"": ""product-showcase"", ""must_have"": ""story-heritage""}",Generic product pages + No story,HIGH
74,Airline,Conversion + Feature-Rich,Minimalism + Glassmorphism,Sky Blue + Brand colors + Trust,Clear + Professional typography,Flight search animations + Boarding pass reveals,"{""must_have"": ""flight-search"", ""must_have"": ""mobile-first""}",Complex booking + Poor mobile,HIGH
75,Magazine/Blog,Storytelling + Hero-Centric,Swiss Modernism 2.0 + Motion-Driven,Editorial colors + Brand + Clean white,Editorial + Elegant typography,Article transitions + Category reveals,"{""must_have"": ""article-showcase"", ""must_have"": ""newsletter-signup""}",Poor typography + Slow loading,HIGH
76,Freelancer Platform,Feature-Rich + Conversion,Flat Design + Minimalism,Professional Blue + Success Green,Clear + Professional typography,Skill match animations + Review reveals,"{""must_have"": ""portfolio-display"", ""must_have"": ""skill-matching""}",Poor profiles + No reviews,HIGH
77,Consulting Firm,Trust & Authority + Minimal,Trust & Authority + Minimalism,Navy + Gold + Professional grey,Authoritative + Clear typography,Case study reveals + Team profiles,"{""must_have"": ""case-studies"", ""must_have"": ""thought-leadership""}",Generic content + No credentials + AI purple/pink gradients,HIGH
78,Marketing Agency,Storytelling + Feature-Rich,Brutalism + Motion-Driven,Bold brand colors + Creative freedom,Bold + Expressive typography,Portfolio reveals + Results animations,"{""must_have"": ""portfolio"", ""must_have"": ""results-metrics""}",Boring design + Hidden work,HIGH
79,Event Management,Hero-Centric + Feature-Rich,Vibrant & Block-based + Motion-Driven,Event theme colors + Excitement accents,Bold + Engaging typography,Countdown timer + Registration flow,"{""must_have"": ""registration"", ""must_have"": ""agenda-display""}",Confusing registration + No countdown,HIGH
80,Conference/Webinar Platform,Feature-Rich + Conversion,Glassmorphism + Minimalism,Professional Blue + Video accent,Professional + Clear typography,Live stream integration + Agenda transitions,"{""must_have"": ""registration"", ""must_have"": ""speaker-profiles""}",Poor video UX + No networking,HIGH
81,Membership/Community,Social Proof + Conversion,Vibrant & Block-based + Soft UI Evolution,Community brand colors + Engagement,Friendly + Engaging typography,Member counter + Benefit reveals,"{""must_have"": ""member-benefits"", ""must_have"": ""pricing-tiers""}",Hidden benefits + No community proof,HIGH
82,Newsletter Platform,Minimal + Conversion,Minimalism + Flat Design,Brand primary + Clean white + CTA,Clean + Readable typography,Subscribe form + Archive reveals,"{""must_have"": ""subscribe-form"", ""must_have"": ""sample-content""}",Complex signup + No preview,MEDIUM
83,Digital Products/Downloads,Feature-Rich + Conversion,Vibrant & Block-based + Motion-Driven,Product colors + Brand + Success green,Modern + Clear typography,Product preview + Instant delivery animations,"{""must_have"": ""product-preview"", ""must_have"": ""instant-delivery""}",No preview + Slow delivery,HIGH
84,Church/Religious Organization,Hero-Centric + Social Proof,Accessible & Ethical + Soft UI Evolution,Warm Gold + Deep Purple/Blue + White,Welcoming + Clear typography,Service time highlights + Event calendar,"{""must_have"": ""service-times"", ""must_have"": ""community-events""}",Outdated design + Hidden info,MEDIUM
85,Sports Team/Club,Hero-Centric + Feature-Rich,Vibrant & Block-based + Motion-Driven,Team colors + Energetic accents,Bold + Impactful typography,Score animations + Schedule reveals,"{""must_have"": ""schedule"", ""must_have"": ""roster""}",Static content + Poor fan engagement,HIGH
86,Museum/Gallery,Storytelling + Feature-Rich,Minimalism + Motion-Driven,Art-appropriate neutrals + Exhibition accents,Elegant + Minimal typography,Virtual tour + Collection reveals,"{""must_have"": ""virtual-tour"", ""must_have"": ""exhibition-info""}",Cluttered layout + No online access,HIGH
87,Theater/Cinema,Hero-Centric + Conversion,Dark Mode (OLED) + Motion-Driven,Dark + Spotlight accents + Gold,Dramatic + Bold typography,Seat selection + Trailer reveals,"{""must_have"": ""showtimes"", ""must_have"": ""seat-selection""}",Poor booking UX + No trailers,HIGH
88,Language Learning App,Feature-Rich + Social Proof,Claymorphism + Vibrant & Block-based,Playful colors + Progress indicators,Friendly + Clear typography,Progress animations + Achievement unlocks,"{""must_have"": ""progress-tracking"", ""must_have"": ""gamification""}",Boring design + No motivation,HIGH
89,Coding Bootcamp,Feature-Rich + Social Proof,Dark Mode (OLED) + Minimalism,Code editor colors + Brand + Success,Technical + Clear typography,Terminal animations + Career outcome reveals,"{""must_have"": ""curriculum"", ""must_have"": ""career-outcomes""}",Light mode only + Hidden results,HIGH
90,Cybersecurity Platform,Trust & Authority + Real-Time,Cyberpunk UI + Dark Mode (OLED),Matrix Green (#00FF00) + Deep Black,Technical + Clear typography,Threat visualization + Alert animations,"{""must_have"": ""real-time-monitoring"", ""must_have"": ""threat-display""}",Light mode + Poor data viz,HIGH
91,Developer Tool/IDE,Minimal + Documentation,Dark Mode (OLED) + Minimalism,Dark syntax theme + Blue focus,Monospace + Functional typography,Syntax highlighting + Command palette,"{""must_have"": ""keyboard-shortcuts"", ""must_have"": ""documentation""}",Light mode default + Slow performance,HIGH
92,Biotech/Life Sciences,Storytelling + Data,Glassmorphism + Clean Science,Sterile White + DNA Blue + Life Green,Scientific + Clear typography,Data visualization + Research reveals,"{""must_have"": ""data-accuracy"", ""must_have"": ""clean-aesthetic""}",Cluttered data + Poor credibility,HIGH
93,Space Tech/Aerospace,Immersive + Feature-Rich,Holographic/HUD + Dark Mode,Deep Space Black + Star White + Metallic,Futuristic + Precise typography,Telemetry animations + 3D renders,"{""must_have"": ""high-tech-feel"", ""must_have"": ""precision-data""}",Generic design + No immersion,HIGH
94,Architecture/Interior,Portfolio + Hero-Centric,Exaggerated Minimalism + High Imagery,Monochrome + Gold Accent + High Imagery,Architectural + Elegant typography,Project gallery + Blueprint reveals,"{""must_have"": ""high-res-images"", ""must_have"": ""project-portfolio""}",Poor imagery + Cluttered layout,HIGH
95,Quantum Computing,Immersive + Interactive,Holographic/HUD + Dark Mode,Quantum Blue (#00FFFF) + Deep Black,Futuristic + Scientific typography,Probability visualizations + Qubit state animations,"{""must_have"": ""complexity-visualization"", ""must_have"": ""scientific-credibility""}",Generic tech design + No viz,HIGH
96,Biohacking/Longevity App,Data-Dense + Storytelling,Biomimetic/Organic 2.0 + Minimalism,Cellular Pink/Red + DNA Blue + White,Scientific + Clear typography,Biological data viz + Progress animations,"{""must_have"": ""data-privacy"", ""must_have"": ""scientific-credibility""}",Generic health app + No privacy,HIGH
97,Autonomous Drone Fleet,Real-Time + Feature-Rich,HUD/Sci-Fi FUI + Real-Time,Tactical Green + Alert Red + Map Dark,Technical + Functional typography,Telemetry animations + 3D spatial awareness,"{""must_have"": ""real-time-telemetry"", ""must_have"": ""safety-alerts""}",Slow updates + Poor spatial viz,HIGH
98,Generative Art Platform,Showcase + Feature-Rich,Minimalism + Gen Z Chaos,Neutral (#F5F5F5) + User Content,Minimal + Content-focused typography,Gallery masonry + Minting animations,"{""must_have"": ""fast-loading"", ""must_have"": ""creator-attribution""}",Heavy chrome + Slow loading,HIGH
99,Spatial Computing OS,Immersive + Interactive,Spatial UI (VisionOS) + Glassmorphism,Frosted Glass + System Colors + Depth,Spatial + Readable typography,Depth hierarchy + Gaze interactions,"{""must_have"": ""depth-hierarchy"", ""must_have"": ""environment-awareness""}",2D design + No spatial depth,HIGH
100,Sustainable Energy/Climate,Data + Trust,Organic Biophilic + E-Ink/Paper,Earth Green + Sky Blue + Solar Yellow,Clear + Informative typography,Impact viz + Progress animations,"{""must_have"": ""data-transparency"", ""must_have"": ""impact-visualization""}",Greenwashing + No real data,HIGH
1 No UI_Category Recommended_Pattern Style_Priority Color_Mood Typography_Mood Key_Effects Decision_Rules Anti_Patterns Severity
2 1 SaaS (General) Hero + Features + CTA Glassmorphism + Flat Design Trust blue + Accent contrast Professional + Hierarchy Subtle hover (200-250ms) + Smooth transitions {"if_ux_focused": "prioritize-minimalism", "if_data_heavy": "add-glassmorphism"} Excessive animation + Dark mode by default HIGH
3 2 Micro SaaS Minimal & Direct + Demo Flat Design + Vibrant & Block Vibrant primary + White space Bold + Clean typography Large CTA hover (300ms) + Scroll reveal {"if_quick_onboarding": "reduce-steps", "if_demo_available": "feature-interactive-demo"} Complex onboarding flow + Cluttered layout HIGH
4 3 E-commerce Feature-Rich Showcase Vibrant & Block-based Brand primary + Success green Engaging + Clear hierarchy Card hover lift (200ms) + Scale effect {"if_luxury": "switch-to-liquid-glass", "if_conversion_focused": "add-urgency-colors"} Flat design without depth + Text-heavy pages HIGH
5 4 E-commerce Luxury Feature-Rich Showcase Liquid Glass + Glassmorphism Premium colors + Minimal accent Elegant + Refined typography Chromatic aberration + Fluid animations (400-600ms) {"if_checkout": "emphasize-trust", "if_hero_needed": "use-3d-hyperrealism"} Vibrant & Block-based + Playful colors HIGH
6 5 Healthcare App Social Proof-Focused Neumorphism + Accessible & Ethical Calm blue + Health green Readable + Large type (16px+) Soft box-shadow + Smooth press (150ms) {"must_have": "wcag-aaa-compliance", "if_medication": "red-alert-colors"} Bright neon colors + Motion-heavy animations + AI purple/pink gradients HIGH
7 6 Fintech/Crypto Conversion-Optimized Glassmorphism + Dark Mode (OLED) Dark tech colors + Vibrant accents Modern + Confident typography Real-time chart animations + Alert pulse/glow {"must_have": "security-badges", "if_real_time": "add-streaming-data"} Light backgrounds + No security indicators HIGH
8 7 Education Feature-Rich Showcase Claymorphism + Micro-interactions Playful colors + Clear hierarchy Friendly + Engaging typography Soft press (200ms) + Fluffy elements {"if_gamification": "add-progress-animation", "if_children": "increase-playfulness"} Dark modes + Complex jargon MEDIUM
9 8 Portfolio/Personal Storytelling-Driven Motion-Driven + Minimalism Brand primary + Artistic Expressive + Variable typography Parallax (3-5 layers) + Scroll-triggered reveals {"if_creative_field": "add-brutalism", "if_minimal_portfolio": "reduce-motion"} Corporate templates + Generic layouts MEDIUM
10 9 Government/Public Minimal & Direct Accessible & Ethical + Minimalism Professional blue + High contrast Clear + Large typography Clear focus rings (3-4px) + Skip links {"must_have": "wcag-aaa", "must_have": "keyboard-navigation"} Ornate design + Low contrast + Motion effects + AI purple/pink gradients HIGH
11 10 Fintech (Banking) Trust & Authority Minimalism + Accessible & Ethical Navy + Trust Blue + Gold Professional + Trustworthy Smooth state transitions + Number animations {"must_have": "security-first", "if_dashboard": "use-dark-mode"} Playful design + Unclear fees + AI purple/pink gradients HIGH
12 11 Social Media App Feature-Rich Showcase Vibrant & Block-based + Motion-Driven Vibrant + Engagement colors Modern + Bold typography Large scroll animations + Icon animations {"if_engagement_metric": "add-motion", "if_content_focused": "minimize-chrome"} Heavy skeuomorphism + Accessibility ignored MEDIUM
13 12 Startup Landing Hero-Centric + Trust Motion-Driven + Vibrant & Block Bold primaries + Accent contrast Modern + Energetic typography Scroll-triggered animations + Parallax {"if_pre_launch": "use-waitlist-pattern", "if_video_ready": "add-hero-video"} Static design + No video + Poor mobile HIGH
14 13 Gaming Feature-Rich Showcase 3D & Hyperrealism + Retro-Futurism Vibrant + Neon + Immersive Bold + Impactful typography WebGL 3D rendering + Glitch effects {"if_competitive": "add-real-time-stats", "if_casual": "increase-playfulness"} Minimalist design + Static assets HIGH
15 14 Creative Agency Storytelling-Driven Brutalism + Motion-Driven Bold primaries + Artistic freedom Bold + Expressive typography CRT scanlines + Neon glow + Glitch effects {"must_have": "case-studies", "if_boutique": "increase-artistic-freedom"} Corporate minimalism + Hidden portfolio HIGH
16 15 Wellness/Mental Health Social Proof-Focused Neumorphism + Accessible & Ethical Calm Pastels + Trust colors Calming + Readable typography Soft press + Breathing animations {"must_have": "privacy-first", "if_meditation": "add-breathing-animation"} Bright neon + Motion overload HIGH
17 16 Restaurant/Food Hero-Centric + Conversion Vibrant & Block-based + Motion-Driven Warm colors (Orange Red Brown) Appetizing + Clear typography Food image reveal + Menu hover effects {"must_have": "high_quality_images", "if_delivery": "emphasize-speed"} Low-quality imagery + Outdated hours HIGH
18 17 Real Estate Hero-Centric + Feature-Rich Glassmorphism + Minimalism Trust Blue + Gold + White Professional + Confident 3D property tour zoom + Map hover {"if_luxury": "add-3d-models", "must_have": "map-integration"} Poor photos + No virtual tours HIGH
19 18 Travel/Tourism Storytelling-Driven + Hero Aurora UI + Motion-Driven Vibrant destination + Sky Blue Inspirational + Engaging Destination parallax + Itinerary animations {"if_experience_focused": "use-storytelling", "must_have": "mobile-booking"} Generic photos + Complex booking HIGH
20 19 SaaS Dashboard Data-Dense Dashboard Data-Dense + Heat Map Cool to Hot gradients + Neutral grey Clear + Readable typography Hover tooltips + Chart zoom + Real-time pulse {"must_have": "real-time-updates", "if_large_dataset": "prioritize-performance"} Ornate design + Slow rendering HIGH
21 20 B2B SaaS Enterprise Feature-Rich Showcase Trust & Authority + Minimal Professional blue + Neutral grey Formal + Clear typography Subtle section transitions + Feature reveals {"must_have": "case-studies", "must_have": "roi-messaging"} Playful design + Hidden features + AI purple/pink gradients HIGH
22 21 Music/Entertainment Feature-Rich Showcase Dark Mode (OLED) + Vibrant & Block-based Dark (#121212) + Vibrant accents + Album art colors Modern + Bold typography Waveform visualization + Playlist animations {"must_have": "audio-player-ux", "if_discovery_focused": "add-playlist-recommendations"} Cluttered layout + Poor audio player UX HIGH
23 22 Video Streaming/OTT Hero-Centric + Feature-Rich Dark Mode (OLED) + Motion-Driven Dark bg + Poster colors + Brand accent Bold + Engaging typography Video player animations + Content carousel (parallax) {"must_have": "continue-watching", "if_personalized": "add-recommendations"} Static layout + Slow video player HIGH
24 23 Job Board/Recruitment Conversion-Optimized + Feature-Rich Flat Design + Minimalism Professional Blue + Success Green + Neutral Clear + Professional typography Search/filter animations + Application flow {"must_have": "advanced-search", "if_salary_focused": "highlight-compensation"} Outdated forms + Hidden filters HIGH
25 24 Marketplace (P2P) Feature-Rich Showcase + Social Proof Vibrant & Block-based + Flat Design Trust colors + Category colors + Success green Modern + Engaging typography Review star animations + Listing hover effects {"must_have": "seller-profiles", "must_have": "secure-payment"} Low trust signals + Confusing layout HIGH
26 25 Logistics/Delivery Feature-Rich Showcase + Real-Time Minimalism + Flat Design Blue (#2563EB) + Orange (tracking) + Green Clear + Functional typography Real-time tracking animation + Status pulse {"must_have": "tracking-map", "must_have": "delivery-updates"} Static tracking + No map integration + AI purple/pink gradients HIGH
27 26 Agriculture/Farm Tech Feature-Rich Showcase Organic Biophilic + Flat Design Earth Green (#4A7C23) + Brown + Sky Blue Clear + Informative typography Data visualization + Weather animations {"must_have": "sensor-dashboard", "if_crop_focused": "add-health-indicators"} Generic design + Ignored accessibility + AI purple/pink gradients MEDIUM
28 27 Construction/Architecture Hero-Centric + Feature-Rich Minimalism + 3D & Hyperrealism Grey (#4A4A4A) + Orange (safety) + Blueprint Blue Professional + Bold typography 3D model viewer + Timeline animations {"must_have": "project-portfolio", "if_team_collaboration": "add-real-time-updates"} 2D-only layouts + Poor image quality + AI purple/pink gradients HIGH
29 28 Automotive/Car Dealership Hero-Centric + Feature-Rich Motion-Driven + 3D & Hyperrealism Brand colors + Metallic + Dark/Light Bold + Confident typography 360 product view + Configurator animations {"must_have": "vehicle-comparison", "must_have": "financing-calculator"} Static product pages + Poor UX HIGH
30 29 Photography Studio Storytelling-Driven + Hero-Centric Motion-Driven + Minimalism Black + White + Minimal accent Elegant + Minimal typography Full-bleed gallery + Before/after reveal {"must_have": "portfolio-showcase", "if_booking": "add-calendar-system"} Heavy text + Poor image showcase HIGH
31 30 Coworking Space Hero-Centric + Feature-Rich Vibrant & Block-based + Glassmorphism Energetic colors + Wood tones + Brand Modern + Engaging typography Space tour video + Amenity reveal animations {"must_have": "virtual-tour", "must_have": "booking-system"} Outdated photos + Confusing layout MEDIUM
32 31 Cleaning Service Conversion-Optimized + Trust Soft UI Evolution + Flat Design Fresh Blue (#00B4D8) + Clean White + Green Friendly + Clear typography Before/after gallery + Service package reveal {"must_have": "price-transparency", "must_have": "trust-badges"} Poor before/after imagery + Hidden pricing HIGH
33 32 Home Services Conversion-Optimized + Trust Flat Design + Trust & Authority Trust Blue + Safety Orange + Grey Professional + Clear typography Emergency contact highlight + Service menu animations {"must_have": "emergency-contact", "must_have": "certifications-display"} Hidden contact info + No certifications HIGH
34 33 Childcare/Daycare Social Proof-Focused + Trust Claymorphism + Vibrant & Block-based Playful pastels + Safe colors + Warm Friendly + Playful typography Parent portal animations + Activity gallery reveal {"must_have": "parent-communication", "must_have": "safety-certifications"} Generic design + Hidden safety info HIGH
35 34 Senior Care/Elderly Trust & Authority + Accessible Accessible & Ethical + Soft UI Evolution Calm Blue + Warm neutrals + Large text Large + Clear typography (18px+) Large touch targets + Clear navigation {"must_have": "wcag-aaa", "must_have": "family-portal"} Small text + Complex navigation + AI purple/pink gradients HIGH
36 35 Medical Clinic Trust & Authority + Conversion Accessible & Ethical + Minimalism Medical Blue (#0077B6) + Trust White Professional + Readable typography Online booking flow + Doctor profile reveals {"must_have": "appointment-booking", "must_have": "insurance-info"} Outdated interface + Confusing booking + AI purple/pink gradients HIGH
37 36 Pharmacy/Drug Store Conversion-Optimized + Trust Flat Design + Accessible & Ethical Pharmacy Green + Trust Blue + Clean White Clear + Functional typography Prescription upload flow + Refill reminders {"must_have": "prescription-management", "must_have": "drug-interaction-warnings"} Confusing layout + Privacy concerns + AI purple/pink gradients HIGH
38 37 Dental Practice Social Proof-Focused + Conversion Soft UI Evolution + Minimalism Fresh Blue + White + Smile Yellow Friendly + Professional typography Before/after gallery + Patient testimonial carousel {"must_have": "before-after-gallery", "must_have": "appointment-system"} Poor imagery + No testimonials HIGH
39 38 Veterinary Clinic Social Proof-Focused + Trust Claymorphism + Accessible & Ethical Caring Blue + Pet colors + Warm Friendly + Welcoming typography Pet profile management + Service animations {"must_have": "pet-portal", "must_have": "emergency-contact"} Generic design + Hidden services MEDIUM
40 39 News/Media Platform Hero-Centric + Feature-Rich Minimalism + Flat Design Brand colors + High contrast Clear + Readable typography Breaking news badge + Article reveal animations {"must_have": "mobile-first-reading", "must_have": "category-navigation"} Cluttered layout + Slow loading HIGH
41 40 Legal Services Trust & Authority + Minimal Trust & Authority + Minimalism Navy Blue (#1E3A5F) + Gold + White Professional + Authoritative typography Practice area reveal + Attorney profile animations {"must_have": "case-results", "must_have": "credential-display"} Outdated design + Hidden credentials + AI purple/pink gradients HIGH
42 41 Beauty/Spa/Wellness Service Hero-Centric + Social Proof Soft UI Evolution + Neumorphism Soft pastels (Pink Sage Cream) + Gold accents Elegant + Calming typography Soft shadows + Smooth transitions (200-300ms) + Gentle hover {"must_have": "booking-system", "must_have": "before-after-gallery", "if_luxury": "add-gold-accents"} Bright neon colors + Harsh animations + Dark mode HIGH
43 42 Service Landing Page Hero-Centric + Trust & Authority Minimalism + Social Proof-Focused Brand primary + Trust colors Professional + Clear typography Testimonial carousel + CTA hover (200ms) {"must_have": "social-proof", "must_have": "clear-cta"} Complex navigation + Hidden contact info HIGH
44 43 B2B Service Feature-Rich Showcase + Trust Trust & Authority + Minimalism Professional blue + Neutral grey Formal + Clear typography Section transitions + Feature reveals {"must_have": "case-studies", "must_have": "roi-messaging"} Playful design + Hidden credentials + AI purple/pink gradients HIGH
45 44 Financial Dashboard Data-Dense Dashboard Dark Mode (OLED) + Data-Dense Dark bg + Red/Green alerts + Trust blue Clear + Readable typography Real-time number animations + Alert pulse {"must_have": "real-time-updates", "must_have": "high-contrast"} Light mode default + Slow rendering HIGH
46 45 Analytics Dashboard Data-Dense + Drill-Down Data-Dense + Heat Map Cool→Hot gradients + Neutral grey Clear + Functional typography Hover tooltips + Chart zoom + Filter animations {"must_have": "data-export", "if_large_dataset": "virtualize-lists"} Ornate design + No filtering HIGH
47 46 Productivity Tool Interactive Demo + Feature-Rich Flat Design + Micro-interactions Clear hierarchy + Functional colors Clean + Efficient typography Quick actions (150ms) + Task animations {"must_have": "keyboard-shortcuts", "if_collaboration": "add-real-time-cursors"} Complex onboarding + Slow performance HIGH
48 47 Design System/Component Library Feature-Rich + Documentation Minimalism + Accessible & Ethical Clear hierarchy + Code-like structure Monospace + Clear typography Code copy animations + Component previews {"must_have": "search", "must_have": "code-examples"} Poor documentation + No live preview HIGH
49 48 AI/Chatbot Platform Interactive Demo + Minimal AI-Native UI + Minimalism Neutral + AI Purple (#6366F1) Modern + Clear typography Streaming text + Typing indicators + Fade-in {"must_have": "conversational-ui", "must_have": "context-awareness"} Heavy chrome + Slow response feedback HIGH
50 49 NFT/Web3 Platform Feature-Rich Showcase Cyberpunk UI + Glassmorphism Dark + Neon + Gold (#FFD700) Bold + Modern typography Wallet connect animations + Transaction feedback {"must_have": "wallet-integration", "must_have": "gas-fees-display"} Light mode default + No transaction status HIGH
51 50 Creator Economy Platform Social Proof + Feature-Rich Vibrant & Block-based + Bento Box Grid Vibrant + Brand colors Modern + Bold typography Engagement counter animations + Profile reveals {"must_have": "creator-profiles", "must_have": "monetization-display"} Generic layout + Hidden earnings MEDIUM
52 51 Sustainability/ESG Platform Trust & Authority + Data Organic Biophilic + Minimalism Green (#228B22) + Earth tones Clear + Informative typography Progress indicators + Impact animations {"must_have": "data-transparency", "must_have": "certification-badges"} Greenwashing visuals + No data HIGH
53 52 Remote Work/Collaboration Feature-Rich + Real-Time Soft UI Evolution + Minimalism Calm Blue + Neutral grey Clean + Readable typography Real-time presence indicators + Notification badges {"must_have": "status-indicators", "must_have": "video-integration"} Cluttered interface + No presence HIGH
54 53 Pet Tech App Storytelling + Feature-Rich Claymorphism + Vibrant & Block-based Playful + Warm colors Friendly + Playful typography Pet profile animations + Health tracking charts {"must_have": "pet-profiles", "if_health": "add-vet-integration"} Generic design + No personality MEDIUM
55 54 Smart Home/IoT Dashboard Real-Time Monitoring Glassmorphism + Dark Mode (OLED) Dark + Status indicator colors Clear + Functional typography Device status pulse + Quick action animations {"must_have": "real-time-controls", "must_have": "energy-monitoring"} Slow updates + No automation HIGH
56 55 EV/Charging Ecosystem Hero-Centric + Feature-Rich Minimalism + Aurora UI Electric Blue (#009CD1) + Green Modern + Clear typography Range estimation animations + Map interactions {"must_have": "charging-map", "must_have": "range-calculator"} Poor map UX + Hidden costs HIGH
57 56 Subscription Box Service Feature-Rich + Conversion Vibrant & Block-based + Motion-Driven Brand + Excitement colors Engaging + Clear typography Unboxing reveal animations + Product carousel {"must_have": "personalization-quiz", "must_have": "subscription-management"} Confusing pricing + No unboxing preview HIGH
58 57 Podcast Platform Storytelling + Feature-Rich Dark Mode (OLED) + Minimalism Dark + Audio waveform accents Modern + Clear typography Waveform visualizations + Episode transitions {"must_have": "audio-player-ux", "must_have": "episode-discovery"} Poor audio player + Cluttered layout HIGH
59 58 Dating App Social Proof + Feature-Rich Vibrant & Block-based + Motion-Driven Warm + Romantic (Pink/Red gradients) Modern + Friendly typography Profile card swipe + Match animations {"must_have": "profile-cards", "must_have": "safety-features"} Generic profiles + No safety HIGH
60 59 Micro-Credentials/Badges Trust & Authority + Feature Minimalism + Flat Design Trust Blue + Gold (#FFD700) Professional + Clear typography Badge reveal animations + Progress tracking {"must_have": "credential-verification", "must_have": "progress-display"} No verification + Hidden progress MEDIUM
61 60 Knowledge Base/Documentation FAQ + Minimal Minimalism + Accessible & Ethical Clean hierarchy + Minimal color Clear + Readable typography Search highlight + Smooth scrolling {"must_have": "search-first", "must_have": "version-switching"} Poor navigation + No search HIGH
62 61 Hyperlocal Services Conversion + Feature-Rich Minimalism + Vibrant & Block-based Location markers + Trust colors Clear + Functional typography Map hover + Provider card reveals {"must_have": "map-integration", "must_have": "booking-system"} No map + Hidden reviews HIGH
63 62 Luxury/Premium Brand Storytelling + Feature-Rich Liquid Glass + Glassmorphism Black + Gold (#FFD700) + White Elegant + Refined typography Slow parallax + Premium reveals (400-600ms) {"must_have": "high-quality-imagery", "must_have": "storytelling"} Cheap visuals + Fast animations HIGH
64 63 Fitness/Gym App Feature-Rich + Data Vibrant & Block-based + Dark Mode (OLED) Energetic (Orange #FF6B35) + Dark bg Bold + Motivational typography Progress ring animations + Achievement unlocks {"must_have": "progress-tracking", "must_have": "workout-plans"} Static design + No gamification HIGH
65 64 Hotel/Hospitality Hero-Centric + Social Proof Liquid Glass + Minimalism Warm neutrals + Gold (#D4AF37) Elegant + Welcoming typography Room gallery + Amenity reveals {"must_have": "room-booking", "must_have": "virtual-tour"} Poor photos + Complex booking HIGH
66 65 Wedding/Event Planning Storytelling + Social Proof Soft UI Evolution + Aurora UI Soft Pink (#FFD6E0) + Gold + Cream Elegant + Romantic typography Gallery reveals + Timeline animations {"must_have": "portfolio-gallery", "must_have": "planning-tools"} Generic templates + No portfolio HIGH
67 66 Insurance Platform Conversion + Trust Trust & Authority + Flat Design Trust Blue (#0066CC) + Green + Neutral Clear + Professional typography Quote calculator animations + Policy comparison {"must_have": "quote-calculator", "must_have": "policy-comparison"} Confusing pricing + No trust signals + AI purple/pink gradients HIGH
68 67 Banking/Traditional Finance Trust & Authority + Feature Minimalism + Accessible & Ethical Navy (#0A1628) + Trust Blue + Gold Professional + Trustworthy typography Smooth number animations + Security indicators {"must_have": "security-first", "must_have": "accessibility"} Playful design + Poor security UX + AI purple/pink gradients HIGH
69 68 Online Course/E-learning Feature-Rich + Social Proof Claymorphism + Vibrant & Block-based Vibrant learning colors + Progress green Friendly + Engaging typography Progress bar animations + Certificate reveals {"must_have": "progress-tracking", "must_have": "video-player"} Boring design + No gamification HIGH
70 69 Non-profit/Charity Storytelling + Trust Accessible & Ethical + Organic Biophilic Cause-related colors + Trust + Warm Heartfelt + Readable typography Impact counter animations + Story reveals {"must_have": "impact-stories", "must_have": "donation-transparency"} No impact data + Hidden financials HIGH
71 70 Florist/Plant Shop Hero-Centric + Conversion Organic Biophilic + Vibrant & Block-based Natural Green + Floral pinks/purples Elegant + Natural typography Product reveal + Seasonal transitions {"must_have": "delivery-scheduling", "must_have": "care-guides"} Poor imagery + No seasonal content MEDIUM
72 71 Bakery/Cafe Hero-Centric + Conversion Vibrant & Block-based + Soft UI Evolution Warm Brown + Cream + Appetizing accents Warm + Inviting typography Menu hover + Order animations {"must_have": "menu-display", "must_have": "online-ordering"} Poor food photos + Hidden hours HIGH
73 72 Coffee Shop Hero-Centric + Minimal Minimalism + Organic Biophilic Coffee Brown (#6F4E37) + Cream + Warm Cozy + Clean typography Menu transitions + Loyalty animations {"must_have": "menu", "if_loyalty": "add-rewards-system"} Generic design + No atmosphere MEDIUM
74 73 Brewery/Winery Storytelling + Hero-Centric Motion-Driven + Storytelling-Driven Deep amber/burgundy + Gold + Craft Artisanal + Heritage typography Tasting note reveals + Heritage timeline {"must_have": "product-showcase", "must_have": "story-heritage"} Generic product pages + No story HIGH
75 74 Airline Conversion + Feature-Rich Minimalism + Glassmorphism Sky Blue + Brand colors + Trust Clear + Professional typography Flight search animations + Boarding pass reveals {"must_have": "flight-search", "must_have": "mobile-first"} Complex booking + Poor mobile HIGH
76 75 Magazine/Blog Storytelling + Hero-Centric Swiss Modernism 2.0 + Motion-Driven Editorial colors + Brand + Clean white Editorial + Elegant typography Article transitions + Category reveals {"must_have": "article-showcase", "must_have": "newsletter-signup"} Poor typography + Slow loading HIGH
77 76 Freelancer Platform Feature-Rich + Conversion Flat Design + Minimalism Professional Blue + Success Green Clear + Professional typography Skill match animations + Review reveals {"must_have": "portfolio-display", "must_have": "skill-matching"} Poor profiles + No reviews HIGH
78 77 Consulting Firm Trust & Authority + Minimal Trust & Authority + Minimalism Navy + Gold + Professional grey Authoritative + Clear typography Case study reveals + Team profiles {"must_have": "case-studies", "must_have": "thought-leadership"} Generic content + No credentials + AI purple/pink gradients HIGH
79 78 Marketing Agency Storytelling + Feature-Rich Brutalism + Motion-Driven Bold brand colors + Creative freedom Bold + Expressive typography Portfolio reveals + Results animations {"must_have": "portfolio", "must_have": "results-metrics"} Boring design + Hidden work HIGH
80 79 Event Management Hero-Centric + Feature-Rich Vibrant & Block-based + Motion-Driven Event theme colors + Excitement accents Bold + Engaging typography Countdown timer + Registration flow {"must_have": "registration", "must_have": "agenda-display"} Confusing registration + No countdown HIGH
81 80 Conference/Webinar Platform Feature-Rich + Conversion Glassmorphism + Minimalism Professional Blue + Video accent Professional + Clear typography Live stream integration + Agenda transitions {"must_have": "registration", "must_have": "speaker-profiles"} Poor video UX + No networking HIGH
82 81 Membership/Community Social Proof + Conversion Vibrant & Block-based + Soft UI Evolution Community brand colors + Engagement Friendly + Engaging typography Member counter + Benefit reveals {"must_have": "member-benefits", "must_have": "pricing-tiers"} Hidden benefits + No community proof HIGH
83 82 Newsletter Platform Minimal + Conversion Minimalism + Flat Design Brand primary + Clean white + CTA Clean + Readable typography Subscribe form + Archive reveals {"must_have": "subscribe-form", "must_have": "sample-content"} Complex signup + No preview MEDIUM
84 83 Digital Products/Downloads Feature-Rich + Conversion Vibrant & Block-based + Motion-Driven Product colors + Brand + Success green Modern + Clear typography Product preview + Instant delivery animations {"must_have": "product-preview", "must_have": "instant-delivery"} No preview + Slow delivery HIGH
85 84 Church/Religious Organization Hero-Centric + Social Proof Accessible & Ethical + Soft UI Evolution Warm Gold + Deep Purple/Blue + White Welcoming + Clear typography Service time highlights + Event calendar {"must_have": "service-times", "must_have": "community-events"} Outdated design + Hidden info MEDIUM
86 85 Sports Team/Club Hero-Centric + Feature-Rich Vibrant & Block-based + Motion-Driven Team colors + Energetic accents Bold + Impactful typography Score animations + Schedule reveals {"must_have": "schedule", "must_have": "roster"} Static content + Poor fan engagement HIGH
87 86 Museum/Gallery Storytelling + Feature-Rich Minimalism + Motion-Driven Art-appropriate neutrals + Exhibition accents Elegant + Minimal typography Virtual tour + Collection reveals {"must_have": "virtual-tour", "must_have": "exhibition-info"} Cluttered layout + No online access HIGH
88 87 Theater/Cinema Hero-Centric + Conversion Dark Mode (OLED) + Motion-Driven Dark + Spotlight accents + Gold Dramatic + Bold typography Seat selection + Trailer reveals {"must_have": "showtimes", "must_have": "seat-selection"} Poor booking UX + No trailers HIGH
89 88 Language Learning App Feature-Rich + Social Proof Claymorphism + Vibrant & Block-based Playful colors + Progress indicators Friendly + Clear typography Progress animations + Achievement unlocks {"must_have": "progress-tracking", "must_have": "gamification"} Boring design + No motivation HIGH
90 89 Coding Bootcamp Feature-Rich + Social Proof Dark Mode (OLED) + Minimalism Code editor colors + Brand + Success Technical + Clear typography Terminal animations + Career outcome reveals {"must_have": "curriculum", "must_have": "career-outcomes"} Light mode only + Hidden results HIGH
91 90 Cybersecurity Platform Trust & Authority + Real-Time Cyberpunk UI + Dark Mode (OLED) Matrix Green (#00FF00) + Deep Black Technical + Clear typography Threat visualization + Alert animations {"must_have": "real-time-monitoring", "must_have": "threat-display"} Light mode + Poor data viz HIGH
92 91 Developer Tool/IDE Minimal + Documentation Dark Mode (OLED) + Minimalism Dark syntax theme + Blue focus Monospace + Functional typography Syntax highlighting + Command palette {"must_have": "keyboard-shortcuts", "must_have": "documentation"} Light mode default + Slow performance HIGH
93 92 Biotech/Life Sciences Storytelling + Data Glassmorphism + Clean Science Sterile White + DNA Blue + Life Green Scientific + Clear typography Data visualization + Research reveals {"must_have": "data-accuracy", "must_have": "clean-aesthetic"} Cluttered data + Poor credibility HIGH
94 93 Space Tech/Aerospace Immersive + Feature-Rich Holographic/HUD + Dark Mode Deep Space Black + Star White + Metallic Futuristic + Precise typography Telemetry animations + 3D renders {"must_have": "high-tech-feel", "must_have": "precision-data"} Generic design + No immersion HIGH
95 94 Architecture/Interior Portfolio + Hero-Centric Exaggerated Minimalism + High Imagery Monochrome + Gold Accent + High Imagery Architectural + Elegant typography Project gallery + Blueprint reveals {"must_have": "high-res-images", "must_have": "project-portfolio"} Poor imagery + Cluttered layout HIGH
96 95 Quantum Computing Immersive + Interactive Holographic/HUD + Dark Mode Quantum Blue (#00FFFF) + Deep Black Futuristic + Scientific typography Probability visualizations + Qubit state animations {"must_have": "complexity-visualization", "must_have": "scientific-credibility"} Generic tech design + No viz HIGH
97 96 Biohacking/Longevity App Data-Dense + Storytelling Biomimetic/Organic 2.0 + Minimalism Cellular Pink/Red + DNA Blue + White Scientific + Clear typography Biological data viz + Progress animations {"must_have": "data-privacy", "must_have": "scientific-credibility"} Generic health app + No privacy HIGH
98 97 Autonomous Drone Fleet Real-Time + Feature-Rich HUD/Sci-Fi FUI + Real-Time Tactical Green + Alert Red + Map Dark Technical + Functional typography Telemetry animations + 3D spatial awareness {"must_have": "real-time-telemetry", "must_have": "safety-alerts"} Slow updates + Poor spatial viz HIGH
99 98 Generative Art Platform Showcase + Feature-Rich Minimalism + Gen Z Chaos Neutral (#F5F5F5) + User Content Minimal + Content-focused typography Gallery masonry + Minting animations {"must_have": "fast-loading", "must_have": "creator-attribution"} Heavy chrome + Slow loading HIGH
100 99 Spatial Computing OS Immersive + Interactive Spatial UI (VisionOS) + Glassmorphism Frosted Glass + System Colors + Depth Spatial + Readable typography Depth hierarchy + Gaze interactions {"must_have": "depth-hierarchy", "must_have": "environment-awareness"} 2D design + No spatial depth HIGH
101 100 Sustainable Energy/Climate Data + Trust Organic Biophilic + E-Ink/Paper Earth Green + Sky Blue + Solar Yellow Clear + Informative typography Impact viz + Progress animations {"must_have": "data-transparency", "must_have": "impact-visualization"} Greenwashing + No real data HIGH

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@@ -0,0 +1,31 @@
No,Category,Issue,Keywords,Platform,Description,Do,Don't,Code Example Good,Code Example Bad,Severity
1,Accessibility,Icon Button Labels,icon button aria-label,Web,Icon-only buttons must have accessible names,Add aria-label to icon buttons,Icon button without label,"<button aria-label='Close'><XIcon /></button>","<button><XIcon /></button>",Critical
2,Accessibility,Form Control Labels,form input label aria,Web,All form controls need labels or aria-label,Use label element or aria-label,Input without accessible name,"<label for='email'>Email</label><input id='email' />","<input placeholder='Email' />",Critical
3,Accessibility,Keyboard Handlers,keyboard onclick onkeydown,Web,Interactive elements must support keyboard interaction,Add onKeyDown alongside onClick,Click-only interaction,"<div onClick={fn} onKeyDown={fn} tabIndex={0}>","<div onClick={fn}>",High
4,Accessibility,Semantic HTML,semantic button a label,Web,Use semantic HTML before ARIA attributes,Use button/a/label elements,Div with role attribute,"<button onClick={fn}>Submit</button>","<div role='button' onClick={fn}>Submit</div>",High
5,Accessibility,Aria Live,aria-live polite async,Web,Async updates need aria-live for screen readers,Add aria-live='polite' for dynamic content,Silent async updates,"<div aria-live='polite'>{status}</div>","<div>{status}</div> // no announcement",Medium
6,Accessibility,Decorative Icons,aria-hidden decorative icon,Web,Decorative icons should be hidden from screen readers,Add aria-hidden='true' to decorative icons,Decorative icon announced,"<Icon aria-hidden='true' />","<Icon /> // announced as 'image'",Medium
7,Focus,Visible Focus States,focus-visible outline ring,Web,All interactive elements need visible focus states,Use :focus-visible with ring/outline,No focus indication,"focus-visible:ring-2 focus-visible:ring-blue-500","outline-none // no replacement",Critical
8,Focus,Never Remove Outline,outline-none focus replacement,Web,Never remove outline without providing replacement,Replace outline with visible alternative,Remove outline completely,"focus:outline-none focus:ring-2","focus:outline-none // nothing else",Critical
9,Focus,Checkbox Radio Hit Target,checkbox radio label target,Web,Checkbox/radio must share hit target with label,Wrap input and label together,Separate tiny checkbox,"<label class='flex gap-2'><input type='checkbox' /><span>Option</span></label>","<input type='checkbox' id='x' /><label for='x'>Option</label>",Medium
10,Forms,Autocomplete Attribute,autocomplete input form,Web,Inputs need autocomplete attribute for autofill,Add appropriate autocomplete value,Missing autocomplete,"<input autocomplete='email' type='email' />","<input type='email' />",High
11,Forms,Semantic Input Types,input type email tel url,Web,Use semantic input type attributes,Use email/tel/url/number types,text type for everything,"<input type='email' />","<input type='text' /> // for email",Medium
12,Forms,Never Block Paste,paste onpaste password,Web,Never prevent paste functionality,Allow paste on all inputs,Block paste on password/code,"<input type='password' />","<input onPaste={e => e.preventDefault()} />",High
13,Forms,Spellcheck Disable,spellcheck email code,Web,Disable spellcheck on emails and codes,Set spellcheck='false' on codes,Spellcheck on technical input,"<input spellCheck='false' type='email' />","<input type='email' /> // red squiggles",Low
14,Forms,Submit Button Enabled,submit button disabled loading,Web,Keep submit enabled and show spinner during requests,Show loading spinner keep enabled,Disable button during submit,"<button>{loading ? <Spinner /> : 'Submit'}</button>","<button disabled={loading}>Submit</button>",Medium
15,Forms,Inline Errors,error message inline focus,Web,Show error messages inline near the problem field,Inline error with focus on first error,Single error at top,"<input /><span class='text-red-500'>{error}</span>","<div class='error'>{allErrors}</div> // at top",High
16,Performance,Virtualize Lists,virtualize list 50 items,Web,Virtualize lists exceeding 50 items,Use virtual list for large datasets,Render all items,"<VirtualList items={items} />","items.map(item => <Item />)",High
17,Performance,Avoid Layout Reads,layout read render getboundingclientrect,Web,Avoid layout reads during render phase,Read layout in effects or callbacks,getBoundingClientRect in render,"useEffect(() => { el.getBoundingClientRect() })","const rect = el.getBoundingClientRect() // in render",Medium
18,Performance,Batch DOM Operations,batch dom write read,Web,Group DOM operations to minimize reflows,Batch writes then reads,Interleave reads and writes,"writes.forEach(w => w()); reads.forEach(r => r())","write(); read(); write(); read(); // thrashing",Medium
19,Performance,Preconnect CDN,preconnect link cdn,Web,Add preconnect links for CDN domains,Preconnect to known domains,"<link rel='preconnect' href='https://cdn.example.com' />","// no preconnect hint",Low
20,Performance,Lazy Load Images,lazy loading image below-fold,Web,Lazy-load images below the fold,Use loading='lazy' for below-fold images,Load all images eagerly,"<img loading='lazy' src='...' />","<img src='...' /> // above fold only",Medium
21,State,URL Reflects State,url state query params,Web,URL should reflect current UI state,Sync filters/tabs/pagination to URL,State only in memory,"?tab=settings&page=2","useState only // lost on refresh",High
22,State,Deep Linking,deep link stateful component,Web,Stateful components should support deep-linking,Enable sharing current view via URL,No shareable state,"router.push({ query: { ...filters } })","setFilters(f) // not in URL",Medium
23,State,Confirm Destructive Actions,confirm destructive delete modal,Web,Destructive actions require confirmation,Show confirmation dialog before delete,Delete without confirmation,"if (confirm('Delete?')) delete()","onClick={delete} // no confirmation",High
24,Typography,Proper Unicode,unicode ellipsis quotes,Web,Use proper Unicode characters,Use ... curly quotes proper dashes,ASCII approximations,"'Hello...' with proper ellipsis","'Hello...' with three dots",Low
25,Typography,Text Overflow,truncate line-clamp overflow,Web,Handle text overflow properly,Use truncate/line-clamp/break-words,Text overflows container,"<p class='truncate'>Long text...</p>","<p>Long text...</p> // overflows",Medium
26,Typography,Non-Breaking Spaces,nbsp unit brand,Web,Use non-breaking spaces for units and brand names,Use &nbsp; between number and unit,"10&nbsp;kg or Next.js&nbsp;14","10 kg // may wrap",Low
27,Anti-Pattern,No Zoom Disable,viewport zoom disable,Web,Never disable zoom in viewport meta,Allow user zoom,"<meta name='viewport' content='width=device-width'>","<meta name='viewport' content='maximum-scale=1'>",Critical
28,Anti-Pattern,No Transition All,transition all specific,Web,Avoid transition: all - specify properties,Transition specific properties,transition: all,"transition-colors duration-200","transition-all duration-200",Medium
29,Anti-Pattern,Outline Replacement,outline-none ring focus,Web,Never use outline-none without replacement,Provide visible focus replacement,Remove outline with nothing,"focus:outline-none focus:ring-2 focus:ring-blue-500","focus:outline-none // alone",Critical
30,Anti-Pattern,No Hardcoded Dates,date format intl locale,Web,Use Intl for date/number formatting,Use Intl.DateTimeFormat,Hardcoded date format,"new Intl.DateTimeFormat('en').format(date)","date.toLocaleDateString() // or manual format",Medium
1 No Category Issue Keywords Platform Description Do Don't Code Example Good Code Example Bad Severity
2 1 Accessibility Icon Button Labels icon button aria-label Web Icon-only buttons must have accessible names Add aria-label to icon buttons Icon button without label <button aria-label='Close'><XIcon /></button> <button><XIcon /></button> Critical
3 2 Accessibility Form Control Labels form input label aria Web All form controls need labels or aria-label Use label element or aria-label Input without accessible name <label for='email'>Email</label><input id='email' /> <input placeholder='Email' /> Critical
4 3 Accessibility Keyboard Handlers keyboard onclick onkeydown Web Interactive elements must support keyboard interaction Add onKeyDown alongside onClick Click-only interaction <div onClick={fn} onKeyDown={fn} tabIndex={0}> <div onClick={fn}> High
5 4 Accessibility Semantic HTML semantic button a label Web Use semantic HTML before ARIA attributes Use button/a/label elements Div with role attribute <button onClick={fn}>Submit</button> <div role='button' onClick={fn}>Submit</div> High
6 5 Accessibility Aria Live aria-live polite async Web Async updates need aria-live for screen readers Add aria-live='polite' for dynamic content Silent async updates <div aria-live='polite'>{status}</div> <div>{status}</div> // no announcement Medium
7 6 Accessibility Decorative Icons aria-hidden decorative icon Web Decorative icons should be hidden from screen readers Add aria-hidden='true' to decorative icons Decorative icon announced <Icon aria-hidden='true' /> <Icon /> // announced as 'image' Medium
8 7 Focus Visible Focus States focus-visible outline ring Web All interactive elements need visible focus states Use :focus-visible with ring/outline No focus indication focus-visible:ring-2 focus-visible:ring-blue-500 outline-none // no replacement Critical
9 8 Focus Never Remove Outline outline-none focus replacement Web Never remove outline without providing replacement Replace outline with visible alternative Remove outline completely focus:outline-none focus:ring-2 focus:outline-none // nothing else Critical
10 9 Focus Checkbox Radio Hit Target checkbox radio label target Web Checkbox/radio must share hit target with label Wrap input and label together Separate tiny checkbox <label class='flex gap-2'><input type='checkbox' /><span>Option</span></label> <input type='checkbox' id='x' /><label for='x'>Option</label> Medium
11 10 Forms Autocomplete Attribute autocomplete input form Web Inputs need autocomplete attribute for autofill Add appropriate autocomplete value Missing autocomplete <input autocomplete='email' type='email' /> <input type='email' /> High
12 11 Forms Semantic Input Types input type email tel url Web Use semantic input type attributes Use email/tel/url/number types text type for everything <input type='email' /> <input type='text' /> // for email Medium
13 12 Forms Never Block Paste paste onpaste password Web Never prevent paste functionality Allow paste on all inputs Block paste on password/code <input type='password' /> <input onPaste={e => e.preventDefault()} /> High
14 13 Forms Spellcheck Disable spellcheck email code Web Disable spellcheck on emails and codes Set spellcheck='false' on codes Spellcheck on technical input <input spellCheck='false' type='email' /> <input type='email' /> // red squiggles Low
15 14 Forms Submit Button Enabled submit button disabled loading Web Keep submit enabled and show spinner during requests Show loading spinner keep enabled Disable button during submit <button>{loading ? <Spinner /> : 'Submit'}</button> <button disabled={loading}>Submit</button> Medium
16 15 Forms Inline Errors error message inline focus Web Show error messages inline near the problem field Inline error with focus on first error Single error at top <input /><span class='text-red-500'>{error}</span> <div class='error'>{allErrors}</div> // at top High
17 16 Performance Virtualize Lists virtualize list 50 items Web Virtualize lists exceeding 50 items Use virtual list for large datasets Render all items <VirtualList items={items} /> items.map(item => <Item />) High
18 17 Performance Avoid Layout Reads layout read render getboundingclientrect Web Avoid layout reads during render phase Read layout in effects or callbacks getBoundingClientRect in render useEffect(() => { el.getBoundingClientRect() }) const rect = el.getBoundingClientRect() // in render Medium
19 18 Performance Batch DOM Operations batch dom write read Web Group DOM operations to minimize reflows Batch writes then reads Interleave reads and writes writes.forEach(w => w()); reads.forEach(r => r()) write(); read(); write(); read(); // thrashing Medium
20 19 Performance Preconnect CDN preconnect link cdn Web Add preconnect links for CDN domains Preconnect to known domains <link rel='preconnect' href='https://cdn.example.com' /> // no preconnect hint Low
21 20 Performance Lazy Load Images lazy loading image below-fold Web Lazy-load images below the fold Use loading='lazy' for below-fold images Load all images eagerly <img loading='lazy' src='...' /> <img src='...' /> // above fold only Medium
22 21 State URL Reflects State url state query params Web URL should reflect current UI state Sync filters/tabs/pagination to URL State only in memory ?tab=settings&page=2 useState only // lost on refresh High
23 22 State Deep Linking deep link stateful component Web Stateful components should support deep-linking Enable sharing current view via URL No shareable state router.push({ query: { ...filters } }) setFilters(f) // not in URL Medium
24 23 State Confirm Destructive Actions confirm destructive delete modal Web Destructive actions require confirmation Show confirmation dialog before delete Delete without confirmation if (confirm('Delete?')) delete() onClick={delete} // no confirmation High
25 24 Typography Proper Unicode unicode ellipsis quotes Web Use proper Unicode characters Use ... curly quotes proper dashes ASCII approximations 'Hello...' with proper ellipsis 'Hello...' with three dots Low
26 25 Typography Text Overflow truncate line-clamp overflow Web Handle text overflow properly Use truncate/line-clamp/break-words Text overflows container <p class='truncate'>Long text...</p> <p>Long text...</p> // overflows Medium
27 26 Typography Non-Breaking Spaces nbsp unit brand Web Use non-breaking spaces for units and brand names Use &nbsp; between number and unit 10&nbsp;kg or Next.js&nbsp;14 10 kg // may wrap Low
28 27 Anti-Pattern No Zoom Disable viewport zoom disable Web Never disable zoom in viewport meta Allow user zoom <meta name='viewport' content='width=device-width'> <meta name='viewport' content='maximum-scale=1'> Critical
29 28 Anti-Pattern No Transition All transition all specific Web Avoid transition: all - specify properties Transition specific properties transition: all transition-colors duration-200 transition-all duration-200 Medium
30 29 Anti-Pattern Outline Replacement outline-none ring focus Web Never use outline-none without replacement Provide visible focus replacement Remove outline with nothing focus:outline-none focus:ring-2 focus:ring-blue-500 focus:outline-none // alone Critical
31 30 Anti-Pattern No Hardcoded Dates date format intl locale Web Use Intl for date/number formatting Use Intl.DateTimeFormat Hardcoded date format new Intl.DateTimeFormat('en').format(date) date.toLocaleDateString() // or manual format Medium

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@@ -54,6 +54,21 @@ CSV_CONFIG = {
"file": "typography.csv", "file": "typography.csv",
"search_cols": ["Font Pairing Name", "Category", "Mood/Style Keywords", "Best For", "Heading Font", "Body Font"], "search_cols": ["Font Pairing Name", "Category", "Mood/Style Keywords", "Best For", "Heading Font", "Body Font"],
"output_cols": ["Font Pairing Name", "Category", "Heading Font", "Body Font", "Mood/Style Keywords", "Best For", "Google Fonts URL", "CSS Import", "Tailwind Config", "Notes"] "output_cols": ["Font Pairing Name", "Category", "Heading Font", "Body Font", "Mood/Style Keywords", "Best For", "Google Fonts URL", "CSS Import", "Tailwind Config", "Notes"]
},
"icons": {
"file": "icons.csv",
"search_cols": ["Category", "Icon Name", "Keywords", "Best For"],
"output_cols": ["Category", "Icon Name", "Keywords", "Library", "Import Code", "Usage", "Best For", "Style"]
},
"react": {
"file": "react-performance.csv",
"search_cols": ["Category", "Issue", "Keywords", "Description"],
"output_cols": ["Category", "Issue", "Platform", "Description", "Do", "Don't", "Code Example Good", "Code Example Bad", "Severity"]
},
"web": {
"file": "web-interface.csv",
"search_cols": ["Category", "Issue", "Keywords", "Description"],
"output_cols": ["Category", "Issue", "Platform", "Description", "Do", "Don't", "Code Example Good", "Code Example Bad", "Severity"]
} }
} }
@@ -67,7 +82,8 @@ STACK_CONFIG = {
"svelte": {"file": "stacks/svelte.csv"}, "svelte": {"file": "stacks/svelte.csv"},
"swiftui": {"file": "stacks/swiftui.csv"}, "swiftui": {"file": "stacks/swiftui.csv"},
"react-native": {"file": "stacks/react-native.csv"}, "react-native": {"file": "stacks/react-native.csv"},
"flutter": {"file": "stacks/flutter.csv"} "flutter": {"file": "stacks/flutter.csv"},
"shadcn": {"file": "stacks/shadcn.csv"}
} }
# Common columns for all stacks # Common columns for all stacks
@@ -186,7 +202,10 @@ def detect_domain(query):
"prompt": ["prompt", "css", "implementation", "variable", "checklist", "tailwind"], "prompt": ["prompt", "css", "implementation", "variable", "checklist", "tailwind"],
"style": ["style", "design", "ui", "minimalism", "glassmorphism", "neumorphism", "brutalism", "dark mode", "flat", "aurora"], "style": ["style", "design", "ui", "minimalism", "glassmorphism", "neumorphism", "brutalism", "dark mode", "flat", "aurora"],
"ux": ["ux", "usability", "accessibility", "wcag", "touch", "scroll", "animation", "keyboard", "navigation", "mobile"], "ux": ["ux", "usability", "accessibility", "wcag", "touch", "scroll", "animation", "keyboard", "navigation", "mobile"],
"typography": ["font", "typography", "heading", "serif", "sans"] "typography": ["font", "typography", "heading", "serif", "sans"],
"icons": ["icon", "icons", "lucide", "heroicons", "symbol", "glyph", "pictogram", "svg icon"],
"react": ["react", "next.js", "nextjs", "suspense", "memo", "usecallback", "useeffect", "rerender", "bundle", "waterfall", "barrel", "dynamic import", "rsc", "server component"],
"web": ["aria", "focus", "outline", "semantic", "virtualize", "autocomplete", "form", "input type", "preconnect"]
} }
scores = {domain: sum(1 for kw in keywords if kw in query_lower) for domain, keywords in domain_keywords.items()} scores = {domain: sum(1 for kw in keywords if kw in query_lower) for domain, keywords in domain_keywords.items()}

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@@ -0,0 +1,487 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Design System Generator - Aggregates search results and applies reasoning
to generate comprehensive design system recommendations.
Usage:
from design_system import generate_design_system
result = generate_design_system("SaaS dashboard", "My Project")
"""
import csv
import json
from pathlib import Path
from core import search, DATA_DIR
# ============ CONFIGURATION ============
REASONING_FILE = "ui-reasoning.csv"
SEARCH_CONFIG = {
"product": {"max_results": 1},
"style": {"max_results": 3},
"color": {"max_results": 2},
"landing": {"max_results": 2},
"typography": {"max_results": 2}
}
# ============ DESIGN SYSTEM GENERATOR ============
class DesignSystemGenerator:
"""Generates design system recommendations from aggregated searches."""
def __init__(self):
self.reasoning_data = self._load_reasoning()
def _load_reasoning(self) -> list:
"""Load reasoning rules from CSV."""
filepath = DATA_DIR / REASONING_FILE
if not filepath.exists():
return []
with open(filepath, 'r', encoding='utf-8') as f:
return list(csv.DictReader(f))
def _multi_domain_search(self, query: str, style_priority: list = None) -> dict:
"""Execute searches across multiple domains."""
results = {}
for domain, config in SEARCH_CONFIG.items():
if domain == "style" and style_priority:
# For style, also search with priority keywords
priority_query = " ".join(style_priority[:2]) if style_priority else query
combined_query = f"{query} {priority_query}"
results[domain] = search(combined_query, domain, config["max_results"])
else:
results[domain] = search(query, domain, config["max_results"])
return results
def _find_reasoning_rule(self, category: str) -> dict:
"""Find matching reasoning rule for a category."""
category_lower = category.lower()
# Try exact match first
for rule in self.reasoning_data:
if rule.get("UI_Category", "").lower() == category_lower:
return rule
# Try partial match
for rule in self.reasoning_data:
ui_cat = rule.get("UI_Category", "").lower()
if ui_cat in category_lower or category_lower in ui_cat:
return rule
# Try keyword match
for rule in self.reasoning_data:
ui_cat = rule.get("UI_Category", "").lower()
keywords = ui_cat.replace("/", " ").replace("-", " ").split()
if any(kw in category_lower for kw in keywords):
return rule
return {}
def _apply_reasoning(self, category: str, search_results: dict) -> dict:
"""Apply reasoning rules to search results."""
rule = self._find_reasoning_rule(category)
if not rule:
return {
"pattern": "Hero + Features + CTA",
"style_priority": ["Minimalism", "Flat Design"],
"color_mood": "Professional",
"typography_mood": "Clean",
"key_effects": "Subtle hover transitions",
"anti_patterns": "",
"decision_rules": {},
"severity": "MEDIUM"
}
# Parse decision rules JSON
decision_rules = {}
try:
decision_rules = json.loads(rule.get("Decision_Rules", "{}"))
except json.JSONDecodeError:
pass
return {
"pattern": rule.get("Recommended_Pattern", ""),
"style_priority": [s.strip() for s in rule.get("Style_Priority", "").split("+")],
"color_mood": rule.get("Color_Mood", ""),
"typography_mood": rule.get("Typography_Mood", ""),
"key_effects": rule.get("Key_Effects", ""),
"anti_patterns": rule.get("Anti_Patterns", ""),
"decision_rules": decision_rules,
"severity": rule.get("Severity", "MEDIUM")
}
def _select_best_match(self, results: list, priority_keywords: list) -> dict:
"""Select best matching result based on priority keywords."""
if not results:
return {}
if not priority_keywords:
return results[0]
# First: try exact style name match
for priority in priority_keywords:
priority_lower = priority.lower().strip()
for result in results:
style_name = result.get("Style Category", "").lower()
if priority_lower in style_name or style_name in priority_lower:
return result
# Second: score by keyword match in all fields
scored = []
for result in results:
result_str = str(result).lower()
score = 0
for kw in priority_keywords:
kw_lower = kw.lower().strip()
# Higher score for style name match
if kw_lower in result.get("Style Category", "").lower():
score += 10
# Lower score for keyword field match
elif kw_lower in result.get("Keywords", "").lower():
score += 3
# Even lower for other field matches
elif kw_lower in result_str:
score += 1
scored.append((score, result))
scored.sort(key=lambda x: x[0], reverse=True)
return scored[0][1] if scored and scored[0][0] > 0 else results[0]
def _extract_results(self, search_result: dict) -> list:
"""Extract results list from search result dict."""
return search_result.get("results", [])
def generate(self, query: str, project_name: str = None) -> dict:
"""Generate complete design system recommendation."""
# Step 1: First search product to get category
product_result = search(query, "product", 1)
product_results = product_result.get("results", [])
category = "General"
if product_results:
category = product_results[0].get("Product Type", "General")
# Step 2: Get reasoning rules for this category
reasoning = self._apply_reasoning(category, {})
style_priority = reasoning.get("style_priority", [])
# Step 3: Multi-domain search with style priority hints
search_results = self._multi_domain_search(query, style_priority)
search_results["product"] = product_result # Reuse product search
# Step 4: Select best matches from each domain using priority
style_results = self._extract_results(search_results.get("style", {}))
color_results = self._extract_results(search_results.get("color", {}))
typography_results = self._extract_results(search_results.get("typography", {}))
landing_results = self._extract_results(search_results.get("landing", {}))
best_style = self._select_best_match(style_results, reasoning.get("style_priority", []))
best_color = color_results[0] if color_results else {}
best_typography = typography_results[0] if typography_results else {}
best_landing = landing_results[0] if landing_results else {}
# Step 5: Build final recommendation
# Combine effects from both reasoning and style search
style_effects = best_style.get("Effects & Animation", "")
reasoning_effects = reasoning.get("key_effects", "")
combined_effects = style_effects if style_effects else reasoning_effects
return {
"project_name": project_name or query.upper(),
"category": category,
"pattern": {
"name": best_landing.get("Pattern Name", reasoning.get("pattern", "Hero + Features + CTA")),
"sections": best_landing.get("Section Order", "Hero > Features > CTA"),
"cta_placement": best_landing.get("Primary CTA Placement", "Above fold"),
"color_strategy": best_landing.get("Color Strategy", ""),
"conversion": best_landing.get("Conversion Optimization", "")
},
"style": {
"name": best_style.get("Style Category", "Minimalism"),
"type": best_style.get("Type", "General"),
"effects": style_effects,
"keywords": best_style.get("Keywords", ""),
"best_for": best_style.get("Best For", ""),
"performance": best_style.get("Performance", ""),
"accessibility": best_style.get("Accessibility", "")
},
"colors": {
"primary": best_color.get("Primary (Hex)", "#2563EB"),
"secondary": best_color.get("Secondary (Hex)", "#3B82F6"),
"cta": best_color.get("CTA (Hex)", "#F97316"),
"background": best_color.get("Background (Hex)", "#F8FAFC"),
"text": best_color.get("Text (Hex)", "#1E293B"),
"notes": best_color.get("Notes", "")
},
"typography": {
"heading": best_typography.get("Heading Font", "Inter"),
"body": best_typography.get("Body Font", "Inter"),
"mood": best_typography.get("Mood/Style Keywords", reasoning.get("typography_mood", "")),
"best_for": best_typography.get("Best For", ""),
"google_fonts_url": best_typography.get("Google Fonts URL", ""),
"css_import": best_typography.get("CSS Import", "")
},
"key_effects": combined_effects,
"anti_patterns": reasoning.get("anti_patterns", ""),
"decision_rules": reasoning.get("decision_rules", {}),
"severity": reasoning.get("severity", "MEDIUM")
}
# ============ OUTPUT FORMATTERS ============
BOX_WIDTH = 90 # Wider box for more content
def format_ascii_box(design_system: dict) -> str:
"""Format design system as ASCII box with emojis (MCP-style)."""
project = design_system.get("project_name", "PROJECT")
pattern = design_system.get("pattern", {})
style = design_system.get("style", {})
colors = design_system.get("colors", {})
typography = design_system.get("typography", {})
effects = design_system.get("key_effects", "")
anti_patterns = design_system.get("anti_patterns", "")
def wrap_text(text: str, prefix: str, width: int) -> list:
"""Wrap long text into multiple lines."""
if not text:
return []
words = text.split()
lines = []
current_line = prefix
for word in words:
if len(current_line) + len(word) + 1 <= width - 2:
current_line += (" " if current_line != prefix else "") + word
else:
if current_line != prefix:
lines.append(current_line)
current_line = prefix + word
if current_line != prefix:
lines.append(current_line)
return lines
# Build sections from pattern
sections = pattern.get("sections", "").split(">")
sections = [s.strip() for s in sections if s.strip()]
# Build output lines
lines = []
w = BOX_WIDTH - 1
lines.append("+" + "-" * w + "+")
lines.append(f"| TARGET: {project} - RECOMMENDED DESIGN SYSTEM".ljust(BOX_WIDTH) + "|")
lines.append("+" + "-" * w + "+")
lines.append("|" + " " * BOX_WIDTH + "|")
# Pattern section
lines.append(f"| PATTERN: {pattern.get('name', '')}".ljust(BOX_WIDTH) + "|")
if pattern.get('conversion'):
lines.append(f"| Conversion: {pattern.get('conversion', '')}".ljust(BOX_WIDTH) + "|")
if pattern.get('cta_placement'):
lines.append(f"| CTA: {pattern.get('cta_placement', '')}".ljust(BOX_WIDTH) + "|")
lines.append("| Sections:".ljust(BOX_WIDTH) + "|")
for i, section in enumerate(sections, 1):
lines.append(f"| {i}. {section}".ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Style section
lines.append(f"| STYLE: {style.get('name', '')}".ljust(BOX_WIDTH) + "|")
if style.get("keywords"):
for line in wrap_text(f"Keywords: {style.get('keywords', '')}", "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
if style.get("best_for"):
for line in wrap_text(f"Best For: {style.get('best_for', '')}", "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
if style.get("performance") or style.get("accessibility"):
perf_a11y = f"Performance: {style.get('performance', '')} | Accessibility: {style.get('accessibility', '')}"
lines.append(f"| {perf_a11y}".ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Colors section
lines.append("| COLORS:".ljust(BOX_WIDTH) + "|")
lines.append(f"| Primary: {colors.get('primary', '')}".ljust(BOX_WIDTH) + "|")
lines.append(f"| Secondary: {colors.get('secondary', '')}".ljust(BOX_WIDTH) + "|")
lines.append(f"| CTA: {colors.get('cta', '')}".ljust(BOX_WIDTH) + "|")
lines.append(f"| Background: {colors.get('background', '')}".ljust(BOX_WIDTH) + "|")
lines.append(f"| Text: {colors.get('text', '')}".ljust(BOX_WIDTH) + "|")
if colors.get("notes"):
for line in wrap_text(f"Notes: {colors.get('notes', '')}", "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Typography section
lines.append(f"| TYPOGRAPHY: {typography.get('heading', '')} / {typography.get('body', '')}".ljust(BOX_WIDTH) + "|")
if typography.get("mood"):
for line in wrap_text(f"Mood: {typography.get('mood', '')}", "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
if typography.get("best_for"):
for line in wrap_text(f"Best For: {typography.get('best_for', '')}", "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
if typography.get("google_fonts_url"):
lines.append(f"| Google Fonts: {typography.get('google_fonts_url', '')}".ljust(BOX_WIDTH) + "|")
if typography.get("css_import"):
lines.append(f"| CSS Import: {typography.get('css_import', '')[:70]}...".ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Key Effects section
if effects:
lines.append("| KEY EFFECTS:".ljust(BOX_WIDTH) + "|")
for line in wrap_text(effects, "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Anti-patterns section
if anti_patterns:
lines.append("| AVOID (Anti-patterns):".ljust(BOX_WIDTH) + "|")
for line in wrap_text(anti_patterns, "| ", BOX_WIDTH):
lines.append(line.ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
# Pre-Delivery Checklist section
lines.append("| PRE-DELIVERY CHECKLIST:".ljust(BOX_WIDTH) + "|")
checklist_items = [
"[ ] No emojis as icons (use SVG: Heroicons/Lucide)",
"[ ] cursor-pointer on all clickable elements",
"[ ] Hover states with smooth transitions (150-300ms)",
"[ ] Light mode: text contrast 4.5:1 minimum",
"[ ] Focus states visible for keyboard nav",
"[ ] prefers-reduced-motion respected",
"[ ] Responsive: 375px, 768px, 1024px, 1440px"
]
for item in checklist_items:
lines.append(f"| {item}".ljust(BOX_WIDTH) + "|")
lines.append("|" + " " * BOX_WIDTH + "|")
lines.append("+" + "-" * w + "+")
return "\n".join(lines)
def format_markdown(design_system: dict) -> str:
"""Format design system as markdown."""
project = design_system.get("project_name", "PROJECT")
pattern = design_system.get("pattern", {})
style = design_system.get("style", {})
colors = design_system.get("colors", {})
typography = design_system.get("typography", {})
effects = design_system.get("key_effects", "")
anti_patterns = design_system.get("anti_patterns", "")
lines = []
lines.append(f"## Design System: {project}")
lines.append("")
# Pattern section
lines.append("### Pattern")
lines.append(f"- **Name:** {pattern.get('name', '')}")
if pattern.get('conversion'):
lines.append(f"- **Conversion Focus:** {pattern.get('conversion', '')}")
if pattern.get('cta_placement'):
lines.append(f"- **CTA Placement:** {pattern.get('cta_placement', '')}")
if pattern.get('color_strategy'):
lines.append(f"- **Color Strategy:** {pattern.get('color_strategy', '')}")
lines.append(f"- **Sections:** {pattern.get('sections', '')}")
lines.append("")
# Style section
lines.append("### Style")
lines.append(f"- **Name:** {style.get('name', '')}")
if style.get('keywords'):
lines.append(f"- **Keywords:** {style.get('keywords', '')}")
if style.get('best_for'):
lines.append(f"- **Best For:** {style.get('best_for', '')}")
if style.get('performance') or style.get('accessibility'):
lines.append(f"- **Performance:** {style.get('performance', '')} | **Accessibility:** {style.get('accessibility', '')}")
lines.append("")
# Colors section
lines.append("### Colors")
lines.append(f"| Role | Hex |")
lines.append(f"|------|-----|")
lines.append(f"| Primary | {colors.get('primary', '')} |")
lines.append(f"| Secondary | {colors.get('secondary', '')} |")
lines.append(f"| CTA | {colors.get('cta', '')} |")
lines.append(f"| Background | {colors.get('background', '')} |")
lines.append(f"| Text | {colors.get('text', '')} |")
if colors.get("notes"):
lines.append(f"\n*Notes: {colors.get('notes', '')}*")
lines.append("")
# Typography section
lines.append("### Typography")
lines.append(f"- **Heading:** {typography.get('heading', '')}")
lines.append(f"- **Body:** {typography.get('body', '')}")
if typography.get("mood"):
lines.append(f"- **Mood:** {typography.get('mood', '')}")
if typography.get("best_for"):
lines.append(f"- **Best For:** {typography.get('best_for', '')}")
if typography.get("google_fonts_url"):
lines.append(f"- **Google Fonts:** {typography.get('google_fonts_url', '')}")
if typography.get("css_import"):
lines.append(f"- **CSS Import:**")
lines.append(f"```css")
lines.append(f"{typography.get('css_import', '')}")
lines.append(f"```")
lines.append("")
# Key Effects section
if effects:
lines.append("### Key Effects")
lines.append(f"{effects}")
lines.append("")
# Anti-patterns section
if anti_patterns:
lines.append("### Avoid (Anti-patterns)")
lines.append(f"- {anti_patterns.replace(' + ', '\n- ')}")
lines.append("")
# Pre-Delivery Checklist section
lines.append("### Pre-Delivery Checklist")
lines.append("- [ ] No emojis as icons (use SVG: Heroicons/Lucide)")
lines.append("- [ ] cursor-pointer on all clickable elements")
lines.append("- [ ] Hover states with smooth transitions (150-300ms)")
lines.append("- [ ] Light mode: text contrast 4.5:1 minimum")
lines.append("- [ ] Focus states visible for keyboard nav")
lines.append("- [ ] prefers-reduced-motion respected")
lines.append("- [ ] Responsive: 375px, 768px, 1024px, 1440px")
lines.append("")
return "\n".join(lines)
# ============ MAIN ENTRY POINT ============
def generate_design_system(query: str, project_name: str = None, output_format: str = "ascii") -> str:
"""
Main entry point for design system generation.
Args:
query: Search query (e.g., "SaaS dashboard", "e-commerce luxury")
project_name: Optional project name for output header
output_format: "ascii" (default) or "markdown"
Returns:
Formatted design system string
"""
generator = DesignSystemGenerator()
design_system = generator.generate(query, project_name)
if output_format == "markdown":
return format_markdown(design_system)
return format_ascii_box(design_system)
# ============ CLI SUPPORT ============
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser(description="Generate Design System")
parser.add_argument("query", help="Search query (e.g., 'SaaS dashboard')")
parser.add_argument("--project-name", "-p", type=str, default=None, help="Project name")
parser.add_argument("--format", "-f", choices=["ascii", "markdown"], default="ascii", help="Output format")
args = parser.parse_args()
result = generate_design_system(args.query, args.project_name, args.format)
print(result)

View File

@@ -3,6 +3,7 @@
""" """
UI/UX Pro Max Search - BM25 search engine for UI/UX style guides UI/UX Pro Max Search - BM25 search engine for UI/UX style guides
Usage: python search.py "<query>" [--domain <domain>] [--stack <stack>] [--max-results 3] Usage: python search.py "<query>" [--domain <domain>] [--stack <stack>] [--max-results 3]
python search.py "<query>" --design-system [-p "Project Name"]
Domains: style, prompt, color, chart, landing, product, ux, typography Domains: style, prompt, color, chart, landing, product, ux, typography
Stacks: html-tailwind, react, nextjs Stacks: html-tailwind, react, nextjs
@@ -10,6 +11,7 @@ Stacks: html-tailwind, react, nextjs
import argparse import argparse
from core import CSV_CONFIG, AVAILABLE_STACKS, MAX_RESULTS, search, search_stack from core import CSV_CONFIG, AVAILABLE_STACKS, MAX_RESULTS, search, search_stack
from design_system import generate_design_system
def format_output(result): def format_output(result):
@@ -45,17 +47,30 @@ if __name__ == "__main__":
parser.add_argument("--stack", "-s", choices=AVAILABLE_STACKS, help="Stack-specific search (html-tailwind, react, nextjs)") parser.add_argument("--stack", "-s", choices=AVAILABLE_STACKS, help="Stack-specific search (html-tailwind, react, nextjs)")
parser.add_argument("--max-results", "-n", type=int, default=MAX_RESULTS, help="Max results (default: 3)") parser.add_argument("--max-results", "-n", type=int, default=MAX_RESULTS, help="Max results (default: 3)")
parser.add_argument("--json", action="store_true", help="Output as JSON") parser.add_argument("--json", action="store_true", help="Output as JSON")
# Design system generation
parser.add_argument("--design-system", "-ds", action="store_true", help="Generate complete design system recommendation")
parser.add_argument("--project-name", "-p", type=str, default=None, help="Project name for design system output")
parser.add_argument("--format", "-f", choices=["ascii", "markdown"], default="ascii", help="Output format for design system")
args = parser.parse_args() args = parser.parse_args()
# Stack search takes priority # Design system takes priority
if args.stack: if args.design_system:
result = generate_design_system(args.query, args.project_name, args.format)
print(result)
# Stack search
elif args.stack:
result = search_stack(args.query, args.stack, args.max_results) result = search_stack(args.query, args.stack, args.max_results)
if args.json:
import json
print(json.dumps(result, indent=2, ensure_ascii=False))
else:
print(format_output(result))
# Domain search
else: else:
result = search(args.query, args.domain, args.max_results) result = search(args.query, args.domain, args.max_results)
if args.json:
if args.json: import json
import json print(json.dumps(result, indent=2, ensure_ascii=False))
print(json.dumps(result, indent=2, ensure_ascii=False)) else:
else: print(format_output(result))
print(format_output(result))

View File

@@ -0,0 +1,705 @@
---
name: workflow-automation
description: "Design and implement automated workflows combining visual logic with custom code. Create multi-step automations, integrate APIs, and build AI-native pipelines. Use when designing automation flows, integrating APIs, building event-driven systems, or creating LangChain-style AI workflows."
---
# 🔄 Workflow Automation
> Patterns for building robust automated workflows, inspired by [n8n](https://github.com/n8n-io/n8n) and modern automation platforms.
## When to Use This Skill
Use this skill when:
- Designing multi-step automation workflows
- Integrating multiple APIs and services
- Building event-driven systems
- Creating AI-augmented pipelines
- Handling errors in complex flows
---
## 1. Workflow Design Principles
### 1.1 Core Concepts
```
┌─────────────────────────────────────────────────────────────┐
│ WORKFLOW │
│ ┌────────┐ ┌────────┐ ┌────────┐ ┌────────┐ │
│ │Trigger │───▶│ Node │───▶│ Node │───▶│ Action │ │
│ └────────┘ └────────┘ └────────┘ └────────┘ │
│ │ │ │ │ │
│ ▼ ▼ ▼ ▼ │
│ [Webhook] [Transform] [Condition] [Send Email] │
└─────────────────────────────────────────────────────────────┘
```
**Key Components**:
- **Trigger**: What starts the workflow
- **Node**: Individual processing step
- **Edge**: Connection between nodes
- **Action**: External effect (API call, email, etc.)
### 1.2 Trigger Types
```javascript
const TRIGGER_TYPES = {
// Event-based
webhook: {
description: "HTTP request triggers workflow",
use_case: "External integrations, form submissions",
example: "POST /webhook/order-created",
},
// Time-based
cron: {
description: "Scheduled execution",
use_case: "Reports, cleanup, sync jobs",
example: "0 9 * * *", // Daily at 9 AM
},
// Change-based
polling: {
description: "Check for changes periodically",
use_case: "Monitor RSS, check file changes",
example: "Every 5 minutes check for new items",
},
// Message-based
queue: {
description: "Process from message queue",
use_case: "Async processing, decoupling",
example: "SQS, RabbitMQ, Redis Streams",
},
// Manual
manual: {
description: "User-initiated execution",
use_case: "Testing, on-demand tasks",
example: "Run workflow button",
},
};
```
### 1.3 Node Types
```javascript
const NODE_TYPES = {
// Data transformation
transform: {
description: "Modify data shape or values",
operations: ["map", "filter", "merge", "split"],
},
// Flow control
condition: {
description: "Branch based on logic",
operations: ["if/else", "switch", "filter"],
},
// External actions
action: {
description: "Interact with external services",
operations: ["HTTP request", "database", "email", "API"],
},
// Sub-workflows
subworkflow: {
description: "Call another workflow",
operations: ["invoke", "wait", "parallel"],
},
// Error handling
errorHandler: {
description: "Handle failures gracefully",
operations: ["retry", "fallback", "notify"],
},
};
```
---
## 2. Common Workflow Patterns
### 2.1 Sequential Pipeline
```javascript
// Simple A → B → C flow
const sequentialWorkflow = {
trigger: { type: "webhook", path: "/process" },
nodes: [
{
id: "fetch",
type: "http",
config: {
method: "GET",
url: "{{trigger.data.api_url}}",
},
},
{
id: "transform",
type: "code",
config: {
code: `
return items.map(item => ({
id: item.id,
name: item.name.toUpperCase(),
processed: true
}));
`,
},
},
{
id: "save",
type: "database",
config: {
operation: "insert",
table: "processed_items",
data: "{{transform.output}}",
},
},
],
};
```
### 2.2 Parallel Execution
```javascript
// Fan-out: Execute multiple nodes in parallel
const parallelWorkflow = {
trigger: { type: "cron", schedule: "0 * * * *" },
nodes: [
{
id: "parallel_group",
type: "parallel",
nodes: [
{
id: "fetch_users",
type: "http",
config: { url: "/api/users" },
},
{
id: "fetch_orders",
type: "http",
config: { url: "/api/orders" },
},
{
id: "fetch_products",
type: "http",
config: { url: "/api/products" },
},
],
},
{
id: "merge",
type: "merge",
config: {
method: "append", // or "combine", "zip"
inputs: ["fetch_users", "fetch_orders", "fetch_products"],
},
},
],
};
```
### 2.3 Conditional Branching
```javascript
const conditionalWorkflow = {
trigger: { type: "webhook", path: "/order" },
nodes: [
{
id: "check_value",
type: "switch",
config: {
property: "{{trigger.data.total}}",
rules: [
{ operator: "gte", value: 1000, output: "high_value" },
{ operator: "gte", value: 100, output: "medium_value" },
{ operator: "lt", value: 100, output: "low_value" },
],
},
},
{
id: "high_value",
type: "action",
onlyIf: "{{check_value.output}} === 'high_value'",
config: {
action: "notify_sales_team",
},
},
{
id: "medium_value",
type: "action",
onlyIf: "{{check_value.output}} === 'medium_value'",
config: {
action: "send_thank_you_email",
},
},
{
id: "low_value",
type: "action",
onlyIf: "{{check_value.output}} === 'low_value'",
config: {
action: "add_to_newsletter",
},
},
],
};
```
### 2.4 Loop/Iterator Pattern
```javascript
const loopWorkflow = {
trigger: { type: "manual" },
nodes: [
{
id: "fetch_items",
type: "http",
config: { url: "/api/items" },
},
{
id: "process_each",
type: "loop",
config: {
items: "{{fetch_items.data}}",
batchSize: 10, // Process 10 at a time
continueOnError: true,
},
nodes: [
{
id: "enrich",
type: "http",
config: {
url: "/api/enrich/{{item.id}}",
},
},
{
id: "save",
type: "database",
config: {
operation: "update",
id: "{{item.id}}",
data: "{{enrich.output}}",
},
},
],
},
],
};
```
### 2.5 Wait/Delay Pattern
```javascript
const waitWorkflow = {
trigger: { type: "webhook", path: "/signup" },
nodes: [
{
id: "send_welcome",
type: "email",
config: {
to: "{{trigger.data.email}}",
template: "welcome",
},
},
{
id: "wait_24h",
type: "wait",
config: {
duration: "24h",
// Or: resumeAt: "{{trigger.data.preferred_time}}"
},
},
{
id: "send_onboarding",
type: "email",
config: {
to: "{{trigger.data.email}}",
template: "onboarding_tips",
},
},
],
};
```
---
## 3. Error Handling Patterns
### 3.1 Retry with Backoff
```javascript
const retryConfig = {
retries: 3,
backoff: "exponential", // linear, exponential, fixed
initialDelay: 1000, // ms
maxDelay: 30000, // ms
retryOn: ["ECONNRESET", "ETIMEDOUT", "HTTP_5XX"],
};
const nodeWithRetry = {
id: "api_call",
type: "http",
config: { url: "/api/external" },
errorHandling: {
retry: retryConfig,
onMaxRetries: {
action: "continue", // or "fail", "branch"
fallbackValue: { data: [] },
},
},
};
```
### 3.2 Dead Letter Queue
```javascript
const workflowWithDLQ = {
config: {
onError: {
action: "send_to_dlq",
queue: "failed_workflows",
includeContext: true, // Include full workflow state
},
},
nodes: [
/* ... */
],
};
// Separate workflow to process failed items
const dlqProcessor = {
trigger: {
type: "queue",
queue: "failed_workflows",
},
nodes: [
{
id: "analyze",
type: "code",
config: {
code: `
const error = $input.error;
const context = $input.context;
// Classify error
if (error.type === 'VALIDATION') {
return { action: 'discard', reason: 'Bad data' };
}
if (error.type === 'RATE_LIMIT') {
return { action: 'retry', delay: '1h' };
}
return { action: 'manual_review' };
`,
},
},
],
};
```
### 3.3 Compensation/Rollback
```javascript
const sagaWorkflow = {
name: "order_saga",
nodes: [
{
id: "reserve_inventory",
type: "api",
compensate: {
id: "release_inventory",
type: "api",
config: { method: "POST", url: "/inventory/release" },
},
},
{
id: "charge_payment",
type: "api",
compensate: {
id: "refund_payment",
type: "api",
config: { method: "POST", url: "/payments/refund" },
},
},
{
id: "create_shipment",
type: "api",
compensate: {
id: "cancel_shipment",
type: "api",
config: { method: "POST", url: "/shipments/cancel" },
},
},
],
onError: {
strategy: "compensate_all", // Run all compensations in reverse order
},
};
```
---
## 4. Integration Patterns
### 4.1 API Integration Template
```javascript
const apiIntegration = {
name: "github_integration",
baseUrl: "https://api.github.com",
auth: {
type: "bearer",
token: "{{secrets.GITHUB_TOKEN}}",
},
operations: {
listRepos: {
method: "GET",
path: "/user/repos",
params: {
per_page: 100,
sort: "updated",
},
},
createIssue: {
method: "POST",
path: "/repos/{{owner}}/{{repo}}/issues",
body: {
title: "{{title}}",
body: "{{body}}",
labels: "{{labels}}",
},
},
},
rateLimiting: {
requests: 5000,
period: "1h",
strategy: "queue", // queue, reject, throttle
},
};
```
### 4.2 Webhook Handler
```javascript
const webhookHandler = {
trigger: {
type: "webhook",
path: "/webhooks/stripe",
method: "POST",
authentication: {
type: "signature",
header: "stripe-signature",
secret: "{{secrets.STRIPE_WEBHOOK_SECRET}}",
algorithm: "sha256",
},
},
nodes: [
{
id: "validate",
type: "code",
config: {
code: `
const event = $input.body;
if (!['checkout.session.completed',
'payment_intent.succeeded'].includes(event.type)) {
return { skip: true };
}
return event;
`,
},
},
{
id: "route",
type: "switch",
config: {
property: "{{validate.type}}",
routes: {
"checkout.session.completed": "handle_checkout",
"payment_intent.succeeded": "handle_payment",
},
},
},
],
};
```
---
## 5. AI-Native Workflows
### 5.1 LLM in Pipeline
```javascript
const aiWorkflow = {
trigger: { type: "webhook", path: "/analyze" },
nodes: [
{
id: "extract_text",
type: "code",
config: {
code: "return { text: $input.document.content }",
},
},
{
id: "analyze_sentiment",
type: "llm",
config: {
model: "gpt-4",
prompt: `
Analyze the sentiment of the following text.
Return JSON: {"sentiment": "positive|negative|neutral", "confidence": 0-1}
Text: {{extract_text.text}}
`,
responseFormat: "json",
},
},
{
id: "route_by_sentiment",
type: "switch",
config: {
property: "{{analyze_sentiment.sentiment}}",
routes: {
negative: "escalate_to_support",
positive: "send_thank_you",
neutral: "archive",
},
},
},
],
};
```
### 5.2 Agent Workflow
```javascript
const agentWorkflow = {
trigger: { type: "webhook", path: "/research" },
nodes: [
{
id: "research_agent",
type: "agent",
config: {
model: "gpt-4",
tools: ["web_search", "calculator", "code_interpreter"],
maxIterations: 10,
prompt: `
Research the following topic and provide a comprehensive summary:
{{trigger.topic}}
Use the tools available to gather accurate, up-to-date information.
`,
},
},
{
id: "format_report",
type: "llm",
config: {
model: "gpt-4",
prompt: `
Format this research into a professional report with sections:
- Executive Summary
- Key Findings
- Recommendations
Research: {{research_agent.output}}
`,
},
},
{
id: "send_report",
type: "email",
config: {
to: "{{trigger.email}}",
subject: "Research Report: {{trigger.topic}}",
body: "{{format_report.output}}",
},
},
],
};
```
---
## 6. Workflow Best Practices
### 6.1 Design Checklist
- [ ] **Idempotency**: Can workflow run multiple times safely?
- [ ] **Error handling**: What happens when nodes fail?
- [ ] **Timeouts**: Are there appropriate timeouts?
- [ ] **Logging**: Is there enough observability?
- [ ] **Rate limits**: Are external APIs rate-limited?
- [ ] **Secrets**: Are credentials stored securely?
- [ ] **Testing**: Can workflow be tested in isolation?
### 6.2 Naming Conventions
```javascript
// Workflows: verb_noun or noun_verb
"sync_customers";
"process_orders";
"daily_report_generator";
// Nodes: action_target
"fetch_user_data";
"transform_to_csv";
"send_notification_email";
// Variables: lowercase_snake_case
"order_total";
"customer_email";
"processing_date";
```
### 6.3 Testing Workflows
```javascript
const workflowTest = {
name: "order_processing_test",
workflow: "process_order",
testCases: [
{
name: "valid_order",
input: {
order_id: "test-123",
items: [{ sku: "A1", qty: 2 }],
},
expectedOutput: {
status: "processed",
},
mocks: {
inventory_check: { available: true },
payment_process: { success: true },
},
},
{
name: "out_of_stock",
input: {
order_id: "test-456",
items: [{ sku: "B2", qty: 100 }],
},
expectedOutput: {
status: "failed",
reason: "insufficient_inventory",
},
mocks: {
inventory_check: { available: false },
},
},
],
};
```
---
## Resource Links
- [n8n Documentation](https://docs.n8n.io/)
- [Temporal Workflows](https://temporal.io/)
- [Apache Airflow](https://airflow.apache.org/)
- [Zapier Automation Patterns](https://zapier.com/blog/automation-patterns/)

View File

@@ -29,30 +29,32 @@ A **skill** is a reference guide for proven techniques, patterns, or tools. Skil
## TDD Mapping for Skills ## TDD Mapping for Skills
| TDD Concept | Skill Creation | | TDD Concept | Skill Creation |
|-------------|----------------| | ----------------------- | ------------------------------------------------ |
| **Test case** | Pressure scenario with subagent | | **Test case** | Pressure scenario with subagent |
| **Production code** | Skill document (SKILL.md) | | **Production code** | Skill document (SKILL.md) |
| **Test fails (RED)** | Agent violates rule without skill (baseline) | | **Test fails (RED)** | Agent violates rule without skill (baseline) |
| **Test passes (GREEN)** | Agent complies with skill present | | **Test passes (GREEN)** | Agent complies with skill present |
| **Refactor** | Close loopholes while maintaining compliance | | **Refactor** | Close loopholes while maintaining compliance |
| **Write test first** | Run baseline scenario BEFORE writing skill | | **Write test first** | Run baseline scenario BEFORE writing skill |
| **Watch it fail** | Document exact rationalizations agent uses | | **Watch it fail** | Document exact rationalizations agent uses |
| **Minimal code** | Write skill addressing those specific violations | | **Minimal code** | Write skill addressing those specific violations |
| **Watch it pass** | Verify agent now complies | | **Watch it pass** | Verify agent now complies |
| **Refactor cycle** | Find new rationalizations → plug → re-verify | | **Refactor cycle** | Find new rationalizations → plug → re-verify |
The entire skill creation process follows RED-GREEN-REFACTOR. The entire skill creation process follows RED-GREEN-REFACTOR.
## When to Create a Skill ## When to Create a Skill
**Create when:** **Create when:**
- Technique wasn't intuitively obvious to you - Technique wasn't intuitively obvious to you
- You'd reference this again across projects - You'd reference this again across projects
- Pattern applies broadly (not project-specific) - Pattern applies broadly (not project-specific)
- Others would benefit - Others would benefit
**Don't create for:** **Don't create for:**
- One-off solutions - One-off solutions
- Standard practices well-documented elsewhere - Standard practices well-documented elsewhere
- Project-specific conventions (put in CLAUDE.md) - Project-specific conventions (put in CLAUDE.md)
@@ -61,17 +63,19 @@ The entire skill creation process follows RED-GREEN-REFACTOR.
## Skill Types ## Skill Types
### Technique ### Technique
Concrete method with steps to follow (condition-based-waiting, root-cause-tracing) Concrete method with steps to follow (condition-based-waiting, root-cause-tracing)
### Pattern ### Pattern
Way of thinking about problems (flatten-with-flags, test-invariants) Way of thinking about problems (flatten-with-flags, test-invariants)
### Reference ### Reference
API docs, syntax guides, tool documentation (office docs) API docs, syntax guides, tool documentation (office docs)
## Directory Structure ## Directory Structure
``` ```
skills/ skills/
skill-name/ skill-name/
@@ -82,17 +86,41 @@ skills/
**Flat namespace** - all skills in one searchable namespace **Flat namespace** - all skills in one searchable namespace
**Separate files for:** **Separate files for:**
1. **Heavy reference** (100+ lines) - API docs, comprehensive syntax 1. **Heavy reference** (100+ lines) - API docs, comprehensive syntax
2. **Reusable tools** - Scripts, utilities, templates 2. **Reusable tools** - Scripts, utilities, templates
**Keep inline:** **Keep inline:**
- Principles and concepts - Principles and concepts
- Code patterns (< 50 lines) - Code patterns (< 50 lines)
- Everything else - Everything else
## Set Appropriate Degrees of Freedom
Match the level of specificity to the task's fragility and variability:
- **High freedom (text-based instructions)**: Use when multiple approaches are valid or decisions depend on context.
- **Medium freedom (pseudocode or scripts with parameters)**: Use when a preferred pattern exists but some variation is acceptable.
- **Low freedom (specific scripts, no-context instructions)**: Use when operations are fragile, error-prone, or consistency is critical.
## Progressive Disclosure
Manage context efficiently by splitting detailed information into separate files:
1. **Metadata (name + description)**: Always loaded for discovery.
2. **SKILL.md body**: Core workflow and high-level guidance. Keep under 500 lines.
3. **Bundled resources**:
- `scripts/`: Deterministic code/logic.
- `references/`: Detailed schemas, API docs, or domain knowledge.
- `assets/`: Templates, images, or static files.
**Pattern**: Link to advanced content or variant-specific details (e.g., `aws.md` vs `gcp.md`) from the main `SKILL.md`.
## SKILL.md Structure ## SKILL.md Structure
**Frontmatter (YAML):** **Frontmatter (YAML):**
- Only two fields supported: `name` and `description` - Only two fields supported: `name` and `description`
- Max 1024 characters total - Max 1024 characters total
- `name`: Use letters, numbers, and hyphens only (no parentheses, special chars) - `name`: Use letters, numbers, and hyphens only (no parentheses, special chars)
@@ -111,32 +139,38 @@ description: Use when [specific triggering conditions and symptoms]
# Skill Name # Skill Name
## Overview ## Overview
What is this? Core principle in 1-2 sentences. What is this? Core principle in 1-2 sentences.
## When to Use ## When to Use
[Small inline flowchart IF decision non-obvious] [Small inline flowchart IF decision non-obvious]
Bullet list with SYMPTOMS and use cases Bullet list with SYMPTOMS and use cases
When NOT to use When NOT to use
## Core Pattern (for techniques/patterns) ## Core Pattern (for techniques/patterns)
Before/after code comparison Before/after code comparison
## Quick Reference ## Quick Reference
Table or bullets for scanning common operations Table or bullets for scanning common operations
## Implementation ## Implementation
Inline code for simple patterns Inline code for simple patterns
Link to file for heavy reference or reusable tools Link to file for heavy reference or reusable tools
## Common Mistakes ## Common Mistakes
What goes wrong + fixes What goes wrong + fixes
## Real-World Impact (optional) ## Real-World Impact (optional)
Concrete results Concrete results
``` ```
## Claude Search Optimization (CSO) ## Claude Search Optimization (CSO)
**Critical for discovery:** Future Claude needs to FIND your skill **Critical for discovery:** Future Claude needs to FIND your skill
@@ -172,8 +206,9 @@ description: Use when implementing any feature or bugfix, before writing impleme
``` ```
**Content:** **Content:**
- Use concrete triggers, symptoms, and situations that signal this skill applies - Use concrete triggers, symptoms, and situations that signal this skill applies
- Describe the *problem* (race conditions, inconsistent behavior) not *language-specific symptoms* (setTimeout, sleep) - Describe the _problem_ (race conditions, inconsistent behavior) not _language-specific symptoms_ (setTimeout, sleep)
- Keep triggers technology-agnostic unless the skill itself is technology-specific - Keep triggers technology-agnostic unless the skill itself is technology-specific
- If skill is technology-specific, make that explicit in the trigger - If skill is technology-specific, make that explicit in the trigger
- Write in third person (injected into system prompt) - Write in third person (injected into system prompt)
@@ -199,6 +234,7 @@ description: Use when using React Router and handling authentication redirects
### 2. Keyword Coverage ### 2. Keyword Coverage
Use words Claude would search for: Use words Claude would search for:
- Error messages: "Hook timed out", "ENOTEMPTY", "race condition" - Error messages: "Hook timed out", "ENOTEMPTY", "race condition"
- Symptoms: "flaky", "hanging", "zombie", "pollution" - Symptoms: "flaky", "hanging", "zombie", "pollution"
- Synonyms: "timeout/hang/freeze", "cleanup/teardown/afterEach" - Synonyms: "timeout/hang/freeze", "cleanup/teardown/afterEach"
@@ -207,6 +243,7 @@ Use words Claude would search for:
### 3. Descriptive Naming ### 3. Descriptive Naming
**Use active voice, verb-first:** **Use active voice, verb-first:**
-`creating-skills` not `skill-creation` -`creating-skills` not `skill-creation`
-`condition-based-waiting` not `async-test-helpers` -`condition-based-waiting` not `async-test-helpers`
@@ -215,6 +252,7 @@ Use words Claude would search for:
**Problem:** getting-started and frequently-referenced skills load into EVERY conversation. Every token counts. **Problem:** getting-started and frequently-referenced skills load into EVERY conversation. Every token counts.
**Target word counts:** **Target word counts:**
- getting-started workflows: <150 words each - getting-started workflows: <150 words each
- Frequently-loaded skills: <200 words total - Frequently-loaded skills: <200 words total
- Other skills: <500 words (still be concise) - Other skills: <500 words (still be concise)
@@ -222,6 +260,7 @@ Use words Claude would search for:
**Techniques:** **Techniques:**
**Move details to tool help:** **Move details to tool help:**
```bash ```bash
# ❌ BAD: Document all flags in SKILL.md # ❌ BAD: Document all flags in SKILL.md
search-conversations supports --text, --both, --after DATE, --before DATE, --limit N search-conversations supports --text, --both, --after DATE, --before DATE, --limit N
@@ -231,34 +270,42 @@ search-conversations supports multiple modes and filters. Run --help for details
``` ```
**Use cross-references:** **Use cross-references:**
```markdown ```markdown
# ❌ BAD: Repeat workflow details # ❌ BAD: Repeat workflow details
When searching, dispatch subagent with template... When searching, dispatch subagent with template...
[20 lines of repeated instructions] [20 lines of repeated instructions]
# ✅ GOOD: Reference other skill # ✅ GOOD: Reference other skill
Always use subagents (50-100x context savings). REQUIRED: Use [other-skill-name] for workflow. Always use subagents (50-100x context savings). REQUIRED: Use [other-skill-name] for workflow.
``` ```
**Compress examples:** **Compress examples:**
```markdown ```markdown
# ❌ BAD: Verbose example (42 words) # ❌ BAD: Verbose example (42 words)
your human partner: "How did we handle authentication errors in React Router before?" your human partner: "How did we handle authentication errors in React Router before?"
You: I'll search past conversations for React Router authentication patterns. You: I'll search past conversations for React Router authentication patterns.
[Dispatch subagent with search query: "React Router authentication error handling 401"] [Dispatch subagent with search query: "React Router authentication error handling 401"]
# ✅ GOOD: Minimal example (20 words) # ✅ GOOD: Minimal example (20 words)
Partner: "How did we handle auth errors in React Router?" Partner: "How did we handle auth errors in React Router?"
You: Searching... You: Searching...
[Dispatch subagent → synthesis] [Dispatch subagent → synthesis]
``` ```
**Eliminate redundancy:** **Eliminate redundancy:**
- Don't repeat what's in cross-referenced skills - Don't repeat what's in cross-referenced skills
- Don't explain what's obvious from command - Don't explain what's obvious from command
- Don't include multiple examples of same pattern - Don't include multiple examples of same pattern
**Verification:** **Verification:**
```bash ```bash
wc -w skills/path/SKILL.md wc -w skills/path/SKILL.md
# getting-started workflows: aim for <150 each # getting-started workflows: aim for <150 each
@@ -266,12 +313,14 @@ wc -w skills/path/SKILL.md
``` ```
**Name by what you DO or core insight:** **Name by what you DO or core insight:**
-`condition-based-waiting` > `async-test-helpers` -`condition-based-waiting` > `async-test-helpers`
-`using-skills` not `skill-usage` -`using-skills` not `skill-usage`
-`flatten-with-flags` > `data-structure-refactoring` -`flatten-with-flags` > `data-structure-refactoring`
-`root-cause-tracing` > `debugging-techniques` -`root-cause-tracing` > `debugging-techniques`
**Gerunds (-ing) work well for processes:** **Gerunds (-ing) work well for processes:**
- `creating-skills`, `testing-skills`, `debugging-with-logs` - `creating-skills`, `testing-skills`, `debugging-with-logs`
- Active, describes the action you're taking - Active, describes the action you're taking
@@ -280,6 +329,7 @@ wc -w skills/path/SKILL.md
**When writing documentation that references other skills:** **When writing documentation that references other skills:**
Use skill name only, with explicit requirement markers: Use skill name only, with explicit requirement markers:
- ✅ Good: `**REQUIRED SUB-SKILL:** Use superpowers:test-driven-development` - ✅ Good: `**REQUIRED SUB-SKILL:** Use superpowers:test-driven-development`
- ✅ Good: `**REQUIRED BACKGROUND:** You MUST understand superpowers:systematic-debugging` - ✅ Good: `**REQUIRED BACKGROUND:** You MUST understand superpowers:systematic-debugging`
- ❌ Bad: `See skills/testing/test-driven-development` (unclear if required) - ❌ Bad: `See skills/testing/test-driven-development` (unclear if required)
@@ -303,11 +353,13 @@ digraph when_flowchart {
``` ```
**Use flowcharts ONLY for:** **Use flowcharts ONLY for:**
- Non-obvious decision points - Non-obvious decision points
- Process loops where you might stop too early - Process loops where you might stop too early
- "When to use A vs B" decisions - "When to use A vs B" decisions
**Never use flowcharts for:** **Never use flowcharts for:**
- Reference material → Tables, lists - Reference material → Tables, lists
- Code examples → Markdown blocks - Code examples → Markdown blocks
- Linear instructions → Numbered lists - Linear instructions → Numbered lists
@@ -316,6 +368,7 @@ digraph when_flowchart {
See @graphviz-conventions.dot for graphviz style rules. See @graphviz-conventions.dot for graphviz style rules.
**Visualizing for your human partner:** Use `render-graphs.js` in this directory to render a skill's flowcharts to SVG: **Visualizing for your human partner:** Use `render-graphs.js` in this directory to render a skill's flowcharts to SVG:
```bash ```bash
./render-graphs.js ../some-skill # Each diagram separately ./render-graphs.js ../some-skill # Each diagram separately
./render-graphs.js ../some-skill --combine # All diagrams in one SVG ./render-graphs.js ../some-skill --combine # All diagrams in one SVG
@@ -326,11 +379,13 @@ See @graphviz-conventions.dot for graphviz style rules.
**One excellent example beats many mediocre ones** **One excellent example beats many mediocre ones**
Choose most relevant language: Choose most relevant language:
- Testing techniques → TypeScript/JavaScript - Testing techniques → TypeScript/JavaScript
- System debugging → Shell/Python - System debugging → Shell/Python
- Data processing → Python - Data processing → Python
**Good example:** **Good example:**
- Complete and runnable - Complete and runnable
- Well-commented explaining WHY - Well-commented explaining WHY
- From real scenario - From real scenario
@@ -338,6 +393,7 @@ Choose most relevant language:
- Ready to adapt (not generic template) - Ready to adapt (not generic template)
**Don't:** **Don't:**
- Implement in 5+ languages - Implement in 5+ languages
- Create fill-in-the-blank templates - Create fill-in-the-blank templates
- Write contrived examples - Write contrived examples
@@ -347,21 +403,26 @@ You're good at porting - one great example is enough.
## File Organization ## File Organization
### Self-Contained Skill ### Self-Contained Skill
``` ```
defense-in-depth/ defense-in-depth/
SKILL.md # Everything inline SKILL.md # Everything inline
``` ```
When: All content fits, no heavy reference needed When: All content fits, no heavy reference needed
### Skill with Reusable Tool ### Skill with Reusable Tool
``` ```
condition-based-waiting/ condition-based-waiting/
SKILL.md # Overview + patterns SKILL.md # Overview + patterns
example.ts # Working helpers to adapt example.ts # Working helpers to adapt
``` ```
When: Tool is reusable code, not just narrative When: Tool is reusable code, not just narrative
### Skill with Heavy Reference ### Skill with Heavy Reference
``` ```
pptx/ pptx/
SKILL.md # Overview + workflows SKILL.md # Overview + workflows
@@ -369,6 +430,7 @@ pptx/
ooxml.md # 500 lines XML structure ooxml.md # 500 lines XML structure
scripts/ # Executable tools scripts/ # Executable tools
``` ```
When: Reference material too large for inline When: Reference material too large for inline
## The Iron Law (Same as TDD) ## The Iron Law (Same as TDD)
@@ -383,6 +445,7 @@ Write skill before testing? Delete it. Start over.
Edit skill without testing? Same violation. Edit skill without testing? Same violation.
**No exceptions:** **No exceptions:**
- Not for "simple additions" - Not for "simple additions"
- Not for "just adding a section" - Not for "just adding a section"
- Not for "documentation updates" - Not for "documentation updates"
@@ -401,6 +464,7 @@ Different skill types need different test approaches:
**Examples:** TDD, verification-before-completion, designing-before-coding **Examples:** TDD, verification-before-completion, designing-before-coding
**Test with:** **Test with:**
- Academic questions: Do they understand the rules? - Academic questions: Do they understand the rules?
- Pressure scenarios: Do they comply under stress? - Pressure scenarios: Do they comply under stress?
- Multiple pressures combined: time + sunk cost + exhaustion - Multiple pressures combined: time + sunk cost + exhaustion
@@ -413,6 +477,7 @@ Different skill types need different test approaches:
**Examples:** condition-based-waiting, root-cause-tracing, defensive-programming **Examples:** condition-based-waiting, root-cause-tracing, defensive-programming
**Test with:** **Test with:**
- Application scenarios: Can they apply the technique correctly? - Application scenarios: Can they apply the technique correctly?
- Variation scenarios: Do they handle edge cases? - Variation scenarios: Do they handle edge cases?
- Missing information tests: Do instructions have gaps? - Missing information tests: Do instructions have gaps?
@@ -424,6 +489,7 @@ Different skill types need different test approaches:
**Examples:** reducing-complexity, information-hiding concepts **Examples:** reducing-complexity, information-hiding concepts
**Test with:** **Test with:**
- Recognition scenarios: Do they recognize when pattern applies? - Recognition scenarios: Do they recognize when pattern applies?
- Application scenarios: Can they use the mental model? - Application scenarios: Can they use the mental model?
- Counter-examples: Do they know when NOT to apply? - Counter-examples: Do they know when NOT to apply?
@@ -435,6 +501,7 @@ Different skill types need different test approaches:
**Examples:** API documentation, command references, library guides **Examples:** API documentation, command references, library guides
**Test with:** **Test with:**
- Retrieval scenarios: Can they find the right information? - Retrieval scenarios: Can they find the right information?
- Application scenarios: Can they use what they found correctly? - Application scenarios: Can they use what they found correctly?
- Gap testing: Are common use cases covered? - Gap testing: Are common use cases covered?
@@ -443,16 +510,16 @@ Different skill types need different test approaches:
## Common Rationalizations for Skipping Testing ## Common Rationalizations for Skipping Testing
| Excuse | Reality | | Excuse | Reality |
|--------|---------| | ------------------------------ | ---------------------------------------------------------------- |
| "Skill is obviously clear" | Clear to you ≠ clear to other agents. Test it. | | "Skill is obviously clear" | Clear to you ≠ clear to other agents. Test it. |
| "It's just a reference" | References can have gaps, unclear sections. Test retrieval. | | "It's just a reference" | References can have gaps, unclear sections. Test retrieval. |
| "Testing is overkill" | Untested skills have issues. Always. 15 min testing saves hours. | | "Testing is overkill" | Untested skills have issues. Always. 15 min testing saves hours. |
| "I'll test if problems emerge" | Problems = agents can't use skill. Test BEFORE deploying. | | "I'll test if problems emerge" | Problems = agents can't use skill. Test BEFORE deploying. |
| "Too tedious to test" | Testing is less tedious than debugging bad skill in production. | | "Too tedious to test" | Testing is less tedious than debugging bad skill in production. |
| "I'm confident it's good" | Overconfidence guarantees issues. Test anyway. | | "I'm confident it's good" | Overconfidence guarantees issues. Test anyway. |
| "Academic review is enough" | Reading ≠ using. Test application scenarios. | | "Academic review is enough" | Reading ≠ using. Test application scenarios. |
| "No time to test" | Deploying untested skill wastes more time fixing it later. | | "No time to test" | Deploying untested skill wastes more time fixing it later. |
**All of these mean: Test before deploying. No exceptions.** **All of these mean: Test before deploying. No exceptions.**
@@ -477,11 +544,13 @@ Write code before test? Delete it.
Write code before test? Delete it. Start over. Write code before test? Delete it. Start over.
**No exceptions:** **No exceptions:**
- Don't keep it as "reference" - Don't keep it as "reference"
- Don't "adapt" it while writing tests - Don't "adapt" it while writing tests
- Don't look at it - Don't look at it
- Delete means delete - Delete means delete
```
````
</Good> </Good>
### Address "Spirit vs Letter" Arguments ### Address "Spirit vs Letter" Arguments
@@ -490,7 +559,7 @@ Add foundational principle early:
```markdown ```markdown
**Violating the letter of the rules is violating the spirit of the rules.** **Violating the letter of the rules is violating the spirit of the rules.**
``` ````
This cuts off entire class of "I'm following the spirit" rationalizations. This cuts off entire class of "I'm following the spirit" rationalizations.
@@ -499,10 +568,10 @@ This cuts off entire class of "I'm following the spirit" rationalizations.
Capture rationalizations from baseline testing (see Testing section below). Every excuse agents make goes in the table: Capture rationalizations from baseline testing (see Testing section below). Every excuse agents make goes in the table:
```markdown ```markdown
| Excuse | Reality | | Excuse | Reality |
|--------|---------| | -------------------------------- | ----------------------------------------------------------------------- |
| "Too simple to test" | Simple code breaks. Test takes 30 seconds. | | "Too simple to test" | Simple code breaks. Test takes 30 seconds. |
| "I'll test after" | Tests passing immediately prove nothing. | | "I'll test after" | Tests passing immediately prove nothing. |
| "Tests after achieve same goals" | Tests-after = "what does this do?" Tests-first = "what should this do?" | | "Tests after achieve same goals" | Tests-after = "what does this do?" Tests-first = "what should this do?" |
``` ```
@@ -537,6 +606,7 @@ Follow the TDD cycle:
### RED: Write Failing Test (Baseline) ### RED: Write Failing Test (Baseline)
Run pressure scenario with subagent WITHOUT the skill. Document exact behavior: Run pressure scenario with subagent WITHOUT the skill. Document exact behavior:
- What choices did they make? - What choices did they make?
- What rationalizations did they use (verbatim)? - What rationalizations did they use (verbatim)?
- Which pressures triggered violations? - Which pressures triggered violations?
@@ -554,6 +624,7 @@ Run same scenarios WITH skill. Agent should now comply.
Agent found new rationalization? Add explicit counter. Re-test until bulletproof. Agent found new rationalization? Add explicit counter. Re-test until bulletproof.
**Testing methodology:** See @testing-skills-with-subagents.md for the complete testing methodology: **Testing methodology:** See @testing-skills-with-subagents.md for the complete testing methodology:
- How to write pressure scenarios - How to write pressure scenarios
- Pressure types (time, sunk cost, authority, exhaustion) - Pressure types (time, sunk cost, authority, exhaustion)
- Plugging holes systematically - Plugging holes systematically
@@ -562,21 +633,26 @@ Agent found new rationalization? Add explicit counter. Re-test until bulletproof
## Anti-Patterns ## Anti-Patterns
### ❌ Narrative Example ### ❌ Narrative Example
"In session 2025-10-03, we found empty projectDir caused..." "In session 2025-10-03, we found empty projectDir caused..."
**Why bad:** Too specific, not reusable **Why bad:** Too specific, not reusable
### ❌ Multi-Language Dilution ### ❌ Multi-Language Dilution
example-js.js, example-py.py, example-go.go example-js.js, example-py.py, example-go.go
**Why bad:** Mediocre quality, maintenance burden **Why bad:** Mediocre quality, maintenance burden
### ❌ Code in Flowcharts ### ❌ Code in Flowcharts
```dot ```dot
step1 [label="import fs"]; step1 [label="import fs"];
step2 [label="read file"]; step2 [label="read file"];
``` ```
**Why bad:** Can't copy-paste, hard to read **Why bad:** Can't copy-paste, hard to read
### ❌ Generic Labels ### ❌ Generic Labels
helper1, helper2, step3, pattern4 helper1, helper2, step3, pattern4
**Why bad:** Labels should have semantic meaning **Why bad:** Labels should have semantic meaning
@@ -585,6 +661,7 @@ helper1, helper2, step3, pattern4
**After writing ANY skill, you MUST STOP and complete the deployment process.** **After writing ANY skill, you MUST STOP and complete the deployment process.**
**Do NOT:** **Do NOT:**
- Create multiple skills in batch without testing each - Create multiple skills in batch without testing each
- Move to next skill before current one is verified - Move to next skill before current one is verified
- Skip testing because "batching is more efficient" - Skip testing because "batching is more efficient"
@@ -598,11 +675,13 @@ Deploying untested skills = deploying untested code. It's a violation of quality
**IMPORTANT: Use TodoWrite to create todos for EACH checklist item below.** **IMPORTANT: Use TodoWrite to create todos for EACH checklist item below.**
**RED Phase - Write Failing Test:** **RED Phase - Write Failing Test:**
- [ ] Create pressure scenarios (3+ combined pressures for discipline skills) - [ ] Create pressure scenarios (3+ combined pressures for discipline skills)
- [ ] Run scenarios WITHOUT skill - document baseline behavior verbatim - [ ] Run scenarios WITHOUT skill - document baseline behavior verbatim
- [ ] Identify patterns in rationalizations/failures - [ ] Identify patterns in rationalizations/failures
**GREEN Phase - Write Minimal Skill:** **GREEN Phase - Write Minimal Skill:**
- [ ] Name uses only letters, numbers, hyphens (no parentheses/special chars) - [ ] Name uses only letters, numbers, hyphens (no parentheses/special chars)
- [ ] YAML frontmatter with only name and description (max 1024 chars) - [ ] YAML frontmatter with only name and description (max 1024 chars)
- [ ] Description starts with "Use when..." and includes specific triggers/symptoms - [ ] Description starts with "Use when..." and includes specific triggers/symptoms
@@ -615,6 +694,7 @@ Deploying untested skills = deploying untested code. It's a violation of quality
- [ ] Run scenarios WITH skill - verify agents now comply - [ ] Run scenarios WITH skill - verify agents now comply
**REFACTOR Phase - Close Loopholes:** **REFACTOR Phase - Close Loopholes:**
- [ ] Identify NEW rationalizations from testing - [ ] Identify NEW rationalizations from testing
- [ ] Add explicit counters (if discipline skill) - [ ] Add explicit counters (if discipline skill)
- [ ] Build rationalization table from all test iterations - [ ] Build rationalization table from all test iterations
@@ -622,6 +702,7 @@ Deploying untested skills = deploying untested code. It's a violation of quality
- [ ] Re-test until bulletproof - [ ] Re-test until bulletproof
**Quality Checks:** **Quality Checks:**
- [ ] Small flowchart only if decision non-obvious - [ ] Small flowchart only if decision non-obvious
- [ ] Quick reference table - [ ] Quick reference table
- [ ] Common mistakes section - [ ] Common mistakes section
@@ -629,6 +710,7 @@ Deploying untested skills = deploying untested code. It's a violation of quality
- [ ] Supporting files only for tools or heavy reference - [ ] Supporting files only for tools or heavy reference
**Deployment:** **Deployment:**
- [ ] Commit skill to git and push to your fork (if configured) - [ ] Commit skill to git and push to your fork (if configured)
- [ ] Consider contributing back via PR (if broadly useful) - [ ] Consider contributing back via PR (if broadly useful)
@@ -637,10 +719,10 @@ Deploying untested skills = deploying untested code. It's a violation of quality
How future Claude finds your skill: How future Claude finds your skill:
1. **Encounters problem** ("tests are flaky") 1. **Encounters problem** ("tests are flaky")
3. **Finds SKILL** (description matches) 2. **Finds SKILL** (description matches)
4. **Scans overview** (is this relevant?) 3. **Scans overview** (is this relevant?)
5. **Reads patterns** (quick reference table) 4. **Reads patterns** (quick reference table)
6. **Loads example** (only when implementing) 5. **Loads example** (only when implementing)
**Optimize for this flow** - put searchable terms early and often. **Optimize for this flow** - put searchable terms early and often.

View File

@@ -309,7 +309,7 @@
"id": "ui-ux-pro-max", "id": "ui-ux-pro-max",
"path": "skills/ui-ux-pro-max", "path": "skills/ui-ux-pro-max",
"name": "ui-ux-pro-max", "name": "ui-ux-pro-max",
"description": "\"UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient.\"" "description": "UI/UX design intelligence with v2.0 Design System Generator. 57 UI styles, 97 color palettes, 57 font pairings, 25 chart types, 100 industry-specific reasoning rules across 11 tech stacks (React, Next.js, Vue, Nuxt.js, Nuxt UI, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui). NEW: --design-system flag generates complete design systems with pattern + style + colors + typography + effects + anti-patterns. Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code, generate design system. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, soft UI, AI-native. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, design system generation."
}, },
{ {
"id": "using-git-worktrees", "id": "using-git-worktrees",
@@ -370,5 +370,59 @@
"path": "skills/xlsx-official", "path": "skills/xlsx-official",
"name": "xlsx", "name": "xlsx",
"description": "\"Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas\"" "description": "\"Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas\""
},
{
"id": "prompt-library",
"path": "skills/prompt-library",
"name": "prompt-library",
"description": "Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use when user needs prompt templates, role-play prompts, or ready-to-use prompt examples for coding, writing, analysis, or creative tasks."
},
{
"id": "javascript-mastery",
"path": "skills/javascript-mastery",
"name": "javascript-mastery",
"description": "Comprehensive JavaScript reference covering 33+ essential concepts every developer should know. From fundamentals like primitives and closures to advanced patterns like async/await and functional programming. Use when explaining JS concepts, debugging JavaScript issues, or teaching JavaScript fundamentals."
},
{
"id": "llm-app-patterns",
"path": "skills/llm-app-patterns",
"name": "llm-app-patterns",
"description": "Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability."
},
{
"id": "workflow-automation",
"path": "skills/workflow-automation",
"name": "workflow-automation",
"description": "Design and implement automated workflows combining visual logic with custom code. Create multi-step automations, integrate APIs, and build AI-native pipelines. Use when designing automation flows, integrating APIs, building event-driven systems, or creating LangChain-style AI workflows."
},
{
"id": "autonomous-agent-patterns",
"path": "skills/autonomous-agent-patterns",
"name": "autonomous-agent-patterns",
"description": "Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants."
},
{
"id": "bun-development",
"path": "skills/bun-development",
"name": "bun-development",
"description": "Modern JavaScript/TypeScript development with Bun runtime. Covers package management, bundling, testing, and migration from Node.js. Use when working with Bun, optimizing JS/TS development speed, or migrating from Node.js to Bun."
},
{
"id": "github-workflow-automation",
"path": "skills/github-workflow-automation",
"name": "github-workflow-automation",
"description": "Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues."
},
{
"id": "address-github-comments",
"path": "skills/address-github-comments",
"name": "address-github-comments",
"description": "Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI."
},
{
"id": "concise-planning",
"path": "skills/concise-planning",
"name": "concise-planning",
"description": "Use when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist."
} }
] ]