github-copilot

Production-ready Python backend patterns for FastAPI, SQLAlchemy, and Upstash.

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Cache expensive file processing results (PDF parsing, text extraction, image analysis) using SHA-256 content hashes as cache keys. Unlike path-based caching, this approach survives file moves/renames and auto-invalidates when content changes.

Use this skill to pull English (or any source locale) App Store metadata, translate it with LLM, and push translations back to App Store Connect — all automated.

Help the user write effective specs and design documents using frameworks and insights from 7 product leaders.

Build production-ready AI agents using Trigger.dev's durable execution.

Comprehensive toolkit for user-centered research and experience design.

Perform comprehensive exploratory data analysis (EDA) on scientific data files across multiple domains. This skill provides automated file type detection, format-specific analysis, data quality assessment, and generates detailed markdown reports suitable for documentation and downstream analysis planning.

I help you create smooth, professional animations for web applications using Framer Motion and CSS.

PREREQUISITE: Load the following skills to execute this recipe: gws-drive

Comprehensive performance optimization guide for Redis, including Redis Query Engine, vector search, and semantic caching. Contains 29 rules across 11 categories, prioritized by impact to guide automated optimization and code generation.

Source details, install context, and public review data are available on the full page.

Local speech-to-text using faster-whisper — a CTranslate2 reimplementation of OpenAI's Whisper that runs 4-6x faster with identical accuracy. With GPU acceleration, expect ~20x realtime transcription (a 10-minute audio file in ~30 seconds).

Build and query MongoDB databases with best practices.

A practical decision framework for parsing structured text (quizzes, forms, invoices, documents). The key insight: regex handles 95-98% of cases cheaply and deterministically. Reserve expensive LLM calls for the remaining edge cases.

Source details, install context, and public review data are available on the full page.

Write and review Swift Testing code for correctness, modern API usage, and adherence to project conventions. Report only genuine problems - do not nitpick or invent issues.

PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it.

Source details, install context, and public review data are available on the full page.

Help the user define problems clearly before jumping to solutions using frameworks from 91 product leaders.

Help the user build and scale design systems using frameworks from 4 product leaders who have built design systems at companies like Figma and Airbnb.

This skill provides comprehensive guidance for building NestJS applications with TypeScript, including integration with Drizzle ORM for database operations. It covers all major aspects of NestJS development from basic module structure to advanced patterns like microservices and GraphQL.

PREREQUISITE: Load the following skills to execute this recipe: gws-apps-script

Systematizes the "search for existing solutions before implementing" workflow.