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Python 3.14+ Development
Development
Skill for idiomatic Python 3.14+ development, prioritizing stdlib solutions, strict type hints (no Any), Protocol over ABC, and flat control flow. Uses uv/ruff toolchain for dependency management, linting, and formatting. Ideal for writing scripts, CLI tools, and services with minimal external dependencies.
FastAPI Project Setup with RAG
Development
Clones and configures a production-ready FastAPI backend for RAG, either basic (launch-rag) or agentic (launch-agentic-rag). Guides through repository selection, virtual environment, dependency installation, and environment variable setup with Supabase and AI provider keys. Helps quickly bootstrap a structured FastAPI project with vector search, question answering, and optional agentic tools.
JTBD Analyzer - Customer Insights
Business & Administration
Uncover the real job customers hire your product to do. Apply Jobs-to-be-Done framework for better product positioning and marketing messaging.
Pre-PR Preflight Check
Development
Runs a comprehensive set of checks on changed files before creating a pull request, covering TypeScript strictness, React patterns, route structure, data fetching, validation, environment variables, imports, dead code, security, git hygiene, performance, styling, dates, accessibility, and code style. Helps catch common issues early to speed up code review and reduce bugs.
Orchestration Examples for AI Workflows
Development
Provides real-world end-to-end workflows for AI coding assistants, covering PR review, feature implementation, bug fixing, codebase understanding, and test failure resolution. Each example details the user's request, internal orchestration logic, and the resulting user experience.
Session Summarization
Productivity
Analyzes a Claude Code session transcript to auto-generate structured summaries: work done, decisions made, next steps, and notes. Helps keep session records concise and actionable without manually reviewing the full conversation.
YouTube Transcript Downloader with AI Summarization
Productivity
Downloads YouTube video transcripts, translates them to Vietnamese, and provides AI-powered summarization. Saves outputs locally with metadata and structured files. Helps with learning English from YouTube, building a personal knowledge base, and extracting insights from video content.
Synthetic Market Research
Data & AI
Generates synthetic survey responses using LLMs and Semantic Similarity Rating (SSR) to conduct fast, low-cost market research on product concepts, pricing, and purchase intent. Helps product managers and founders validate ideas in minutes without recruiting real panels, with methodology shown to correlate strongly with human responses.
Bug Report
Documentation
Create and document bug reports following project tracking conventions. Includes symptoms, root causes, and potential solutions.
Deepgram SDK Patterns
Development
Production-ready patterns for Deepgram SDK integration in TypeScript and Python. Includes robust error handling, response validation, and exponential backoff retry logic.
Image Analysis for Visual Quality Assessment
Development
Delegates image analysis to GLM-4.6v subagent for visual quality assessment of game screenshots and sprites. It checks for issues like blocky backgrounds, transparency problems, and style consistency against Harvest Moon SNES references. Use for batch analysis or when extensive visual QA is needed to save tokens.
Model Explainability Tool
Data & AI
Automatically assists with model explainability tool operations in ML training. Provides step-by-step guidance, generates production-ready code and configurations, and validates outputs against common standards.