AI Skills
Installable SKILL.md packages that extend AI coding agents with reliable workflows and domain-specific judgment — ranked by installs, sourced from skills.sh.

ux-researcher-designer
Data-driven persona generation, journey mapping, and usability testing for UX research and design.

bash-scripting
Bash scripting guidelines covering security, portability, error handling, and automation best practices for DevOps.

mirofish-offline-simulation
Local multi-agent swarm simulation engine for predicting public opinion and market sentiment without cloud APIs.

procedural-fish-render
Clone or update https://github.com/vibe-motion/procedural-fish and render procedural-fish animation to a video using the project's own render command. Use when the user asks to render 程序鱼/procedural fish, export a 程序鱼视频, or run procedural-fish Remotion rendering.

analyzing-release-readiness
Analyze code changes for release risk, correctness, and rollback issues before merging.

reflect
Use after merging a branch or completing a task to consolidate learnings into memory layers, close out issues, and verify the phase gate.

express-typescript
Guidelines for building robust, type-safe APIs with Express.js and TypeScript

shadcn
shadcn/ui component library best practices and patterns (formerly shadcn-ui). This skill should be used when writing, reviewing, or refactoring shadcn/ui components to ensure proper architecture, accessibility, and performance. Triggers on tasks involving Radix primitives, Tailwind styling, form validation with React Hook Form, data tables, theming, or component composition patterns.

vinext-vite-nextjs
Vite plugin that runs Next.js apps anywhere, including Cloudflare Workers, with ~94% API coverage.

file-manager
Agent skill from rtgs2017/nagaagent.

setup
Configure AWS DevOps and Security Agent connections for MCP integration.

playwright-visual-testing
Browser automation and visual regression testing with Playwright MCP server for web UI validation.

pandas-best-practices
Best practices for Pandas data manipulation, analysis, and DataFrame operations in Python

videodb
Ingest, understand, and edit video and audio with real-time analysis, search, and timeline operations.

kotlin-backend-jpa-entity-mapping
Model Kotlin JPA entities correctly—avoid data class pitfalls, identity bugs, and lazy-loading traps.

tinybird-typescript-sdk-guidelines
Tinybird TypeScript SDK for defining datasources, pipes, and queries with full type inference. Use when working with @tinybirdco/sdk, TypeScript Tinybird projects, or type-safe data ingestion and queries.

documentation-engineer
Technical documentation expert for creating clear, comprehensive documentation. Use when user asks to write docs, create README, or document code.

openui
Full-stack Generative UI framework with OpenUI Lang for streaming model-generated interfaces across React, Vue, Svelte, and no-build environments.

environment-setup-guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations

macos-spm-app-packaging
Build and package SwiftPM-based macOS apps without Xcode using templates and shell scripts.

ecommerce-platform-specialist
Provide expert guidance on Shopify e-commerce platform. Advises on store setup, products, customization, and optimization.

apexlang
Deterministic APEXlang router with local-context discovery and compact machine-readable contracts for APEX applications.

critique-information-density
Evaluate screen information density, cognitive load, and content prioritization to reduce overwhelm.

dropbox
Manage Dropbox files, folders, and shared links through Membrane's authenticated API.

pytorch-lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

visual-pr
Create or update pull request descriptions that help reviewers understand changes and implementation.

tscircuit
Build, modify, and debug tscircuit (React/TypeScript) PCB designs. Use when working with tsci CLI (init/dev/search/add/import/build/export/snapshot/push), choosing footprints, placing parts, wiring nets/traces, or preparing fabrication outputs (Gerbers/BOM/PnP).

ralph-wiggum
Autonomous AI coding through spec-driven development with fresh context per iteration.

aws-skills
AWS development with infrastructure automation and cloud architecture patterns

mobile-responsiveness
Build responsive, mobile-first web applications with breakpoints, touch interactions, and adaptive layouts.