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majiayu000

This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.

yaleh

Systematic testing methodology for Go projects using TDD, coverage-driven gap closure, fixture patterns, and CLI testing. Use when establishing test strategy from scratch, improving test coverage from 60-75% to 80%+, creating test infrastructure with mocks and fixtures, building CLI test suites, or systematizing ad-hoc testing. Provides 8 documented patterns (table-driven, golden file, fixture, mocking, CLI testing, integration, helper utilities, coverage-driven gap closure), 3 automation tools (coverage analyzer 186x speedup, test generator 200x speedup, methodology guide 7.5x speedup). Validated across 3 project archetypes with 3.1x average speedup, 5.8% adaptation effort, 89% transferability to Python/Rust/TypeScript.

miethe

Generate and optimize PRDs, Implementation Plans, and Progress Tracking documents optimized as AI artifacts for development agents. Use when creating new feature plans, breaking down long planning docs (>800 lines), or setting up progress tracking. Supports: 1) Create PRD from feature request, 2) Create Implementation Plan from PRD with phase breakdown and subagent assignments, 3) Optimize existing plans by breaking into phase-specific files, 4) Create progress tracking with task assignments. Example: Create a PRD for user authentication feature or Break down the sidebar-polish implementation plan into phase files or Create progress tracking for data-layer-fixes PRD.

simplysmartai

Scaffold production-ready FastAPI endpoints for any client workflow. Use this skill ANY TIME the user wants to create a new API, add an endpoint, build a server, set up a webhook receiver, or start a new Python backend project. Also use when they mention FastAPI, uvicorn, REST API, route, endpoint, or say things like I need something that listens for requests or how do I expose this as an API. Use even when the request isnt explicitly about QuickBooks or ShipStation — this skill covers all FastAPI scaffolding for the 5 Cypress tech stack.

Galaxy-Dawn

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.

pyinx

This skill should be used when the user asks to build a complete app, develop a software project from scratch, create a website with full workflow, manage a development team, automate software development from requirements to deployment, or coordinate multiple agents for software development. Integrates Superpowers frameworks: brainstorming for requirement exploration, git-worktrees for workspace isolation, subagent-driven-development for task execution, parallel-agent-dispatch for testing, TDD for code quality, and two-stage code review for specification compliance. Also includes integration testing with Chrome DevTools MCP for end-to-end validation. 🆕 v6.6.0: Complete workflow automation with auto/interactive modes, Git worktree for seamless project creation, and Callstack React Native best practices integration.

captain-corgi

Frontend UI/UX design intelligence - activate FIRST when user requests beautiful, stunning, gorgeous, or aesthetic interfaces. The primary skill for design decisions before implementation. 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 frontend 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.

Trimud

Storefront Next frontend development assistant for the React 19 + React Router 7 + Tailwind CSS 4 e-commerce app in frontend/. Use this skill whenever working on files under frontend/ — React components, routes, hooks, providers, adapters, Page Designer decorators, extensions, configuration, Storybook stories, unit tests (Vitest), or any SCAPI integration code. Also trigger when the user references SCAPI, React Server Components in this project, the adapter pattern, Page Designer metadata generation, the config system (config.server.ts), file-based routing, Radix UI primitives, Zustand stores, or the extension system — even without saying frontend explicitly. Covers: RSC data loading patterns, adapter registry, decorator-based metadata generation, environment-overridable config, Tailwind design tokens, i18n with react-i18next, form validation (React Hook Form + Zod), Storybook 10 stories and tests, and Vitest unit testing. Do NOT use for backend/ directory files (SFRA, ISML, dw.* APIs, cartridge code, npm commands).

1wos

Use this skill when writing Python code that interacts with Moru cloud sandboxes. This includes: creating sandboxes with `Sandbox.create()`, running commands with `sbx.commands.run()`, reading and writing files with `sbx.files.read()` and `sbx.files.write()`, working with persistent volumes using the `Volume` class, building custom templates with the `Template` builder, handling background processes, streaming command output, and async operations with `AsyncSandbox`. The skill covers the complete Python SDK API including error handling with `TimeoutException`, `CommandExitException`, `AuthenticationException`, and other exceptions from `moru.exceptions`. Use this skill whenever users want to: execute code safely in isolated environments, build AI agents that run untrusted code, create data processing pipelines, run web scrapers, set up development environments, or any Python automation involving Moru sandboxes. Triggers on: moru python, from moru import, Sandbox.create, pip install moru, moru sdk python, python sandbox, AsyncSandbox, Volume.create, Template.build, or any Python code that needs to run in isolated cloud environments. Do NOT use this skill for JavaScript/TypeScript code - use moru-javascript instead.