Skills
99,448 packaged capabilities and playbooks for agents. Install any of them with one command.
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Plan safe website migrations when existing URLs, redirects, sitemap, robots, schema, canonical pages, metadata, analytics, webmaster tools, or launch monitoring may change. Use after existing-site analysis or rebuild decisions; never apply production redirects, DNS, deploy, or webmaster mutations without explicit approval.
Write Minitest tests for Ruby and Rails applications. Use when creating test files, writing test cases, or testing new features. Not for RSpec — use rspec-coder instead. Covers both traditional and spec styles, fixtures, mocking, and Rails integration testing patterns.
This skill should be used when the user asks to deploy, scale, or cost-optimize ML workloads on cloud platforms. PROACTIVELY activate for: (1) AWS SageMaker Studio, Training, Processing, Pipelines, Endpoints, Model Monitor, Feature Store, Clarify, Ground Truth, EC2 GPUs, EKS, Lambda, Inferentia, Trainium, (2) GCP Vertex AI Training, Pipelines, Endpoints, Feature Store, Model Monitoring, AutoML, Matching Engine, TPU, GKE, Cloud Run, (3) Azure ML workspaces, pipelines, managed endpoints, AutoML, Responsible ML, AKS/ACI, (4) Databricks, Modal, Replicate, RunPod, Lambda Labs, Anyscale. Provides: cloud ML architecture, autoscaling, hardware, security, and cost guidance.
Unified thinking toolkit: Creative frameworks (Critical Evaluation, Diverge-Converge, Deep Questioning), First Principles reasoning (absorbed from moai-foundation-philosopher), and Adaptive Thinking via the `ultrathink` keyword. Use for ideation, strategic analysis, architecture decisions, and deep reasoning on complex problems.
Design and review mobile app and mobile game product systems including refunds, promotions, subscriptions, in-app purchases, in-app ads, notifications, daily check-ins, rewards, entitlement states, retention loops, and store-compliant monetization UX. Use when building or auditing iOS/Android apps, mobile games, consumer apps, app-store monetization flows, or lifecycle engagement systems.
Review and improve mobile-first UI for apps, web products, SaaS, utilities, and games across touch ergonomics, safe areas, navigation, forms, permissions, loading, offline states, and perceived speed. Use when designing or auditing mobile interfaces, responsive mobile views, onboarding screens, purchase flows, settings, or any UI that must feel fast and modern on phones.
Generate a deliverable markdown report by merging all /money-save snapshots for a project. Produces a shareable, dated document at ~/.smtm/reports/{project}/. Useful for sharing progress with co-founders, advisors, investors, or for personal review weeks/months later. Use when the user wants to package up accumulated state into a readable artifact. Triggered by: 'package this up', 'make me a report', 'export for partner', 'give me the deliverable', '出报告', '打包', '整理一份', '给合伙人看的'.
Create and customize Moodle 5.1+ themes based on Boost (Bootstrap 5.3). Use this skill whenever the user wants to: create a Boost child theme from scratch, modify SCSS styles of an existing theme, override Mustache templates, add or modify admin settings, customize renderers, override icons or fonts, migrate from Bootstrap 4 to 5, debug cache or SCSS compilation issues, create output components, or any task related to Moodle 5.x visual appearance. Also trigger when mentioning "theme", "Boost", "Moodle SCSS", "Moodle Mustache template", "theme settings", "customize Moodle", "change Moodle styles", or similar terms.
Build React animations with Motion (Framer Motion) - gestures (drag, hover, tap), scroll effects, spring physics, layout animations, SVG. Bundle: 2.3 KB (mini) to 34 KB (full). Use when: drag-and-drop, scroll animations, modals, carousels, parallax. Troubleshoot: AnimatePresence exit, list performance, Tailwind conflicts, Next.js "use client".
Review and design subtle product motion, animation, and transitions for UI state changes, navigation, loading, gestures, modals, drawers, games, and desktop/mobile apps. Use when an interface feels jumpy, slow, lifeless, over-animated, or when adding modern micro-interactions while preserving accessibility and reduced-motion behavior.
Get polished edited videos ready to post, without touching a single slider. Upload your raw video clips (MP4, MOV, AVI, WebM, up to 500MB), say something like "cut, trim, and add transitions to turn my clips into a finished movie", and download 1080p MP4 when it's done. Built for casual video creators who move fast and want to make polished videos without buying or cracking expensive software.
Generates multi-user workflow documentation by interviewing the user about personas, exploring the codebase for multi-user patterns, then walking through the live app with per-persona Playwright CLI named sessions to co-author interleaved, persona-tagged workflows. Use when the user says "generate multi-user workflows", "create multi-user workflows", or "generate concurrent user workflows". Produces persona-tagged workflow markdown that feeds into the multi-user converter and Playwright runner.
Phase-by-phase guidance for participating in Bitwarden's Software Initiative Funnel. Covers shepherd vs tech-lead ownership, running an epic breakdown after Scoping & Commitment handoff, sizing, cross-team dependency tracking, and escalation paths that protect team autonomy. Use when receiving an initiative epic, participating in an Architectural Assessment or PoC, preparing the Scoping & Commitment breakdown, or surfacing concerns to the shepherd or engineering leadership.
Patterns for ingesting data into NetBox using the Diode SDK (Python and Go). Use when building network discovery, bulk import, or automated data population integrations that write data to NetBox via gRPC. Covers SDK setup, entity construction, batch ingestion, chunking, reconciler behavior, error handling, and when to use Diode vs the REST API.
NetBox Data Exchange (NDX) — a curated catalog of infrastructure component metadata. The device/module/rack type definitions are open to the world (browse + manual YAML download); the "enrichment data" (lifecycle dates, thermal, environmental, operational, platform/NOS, observability protocol metadata) and the built-in NDX features in NetBox Cloud/Enterprise are commercial. Use when consuming enrichment data via the API, running EOL/lifecycle analyses, importing device types, or understanding how NDX data is structured.
Audit and review NetBox data model design choices. Use when evaluating site hierarchy, IPAM organization, device modeling, tenancy patterns, custom field vs tag decisions, naming conventions, and extensibility strategy. Identifies modeling anti-patterns and suggests improvements aligned with NetBox best practices.
Review and audit NetBox integration code for correctness, performance, and reliability. Use when reviewing scripts or applications that interact with NetBox APIs, checking for pagination bugs, authentication issues, performance anti-patterns, error handling gaps, and SDK misuse.
NeuroForge Nuxt is a specialized engineering system for building premium SaaS applications with Nuxt 4, Nitro, Prisma, and TypeScript. It enforces a severity-tiered 'Analysis First' workflow using NeuroForge memory files to ensure architectural integrity, end-to-end type safety, non-blocking data fetching, hydration-safe state, Laws of UX standards, reusable Shadcn app wrappers, and clean error handling. Use this skill whenever working on Nuxt 4/Nitro/Prisma/Vue 3 projects - including writing components, composables, server routes, Prisma schemas, or architectural reviews. Trigger on any mention of Nuxt, Nitro, Prisma, useAsyncData, useFetch, defineEventHandler, PrismaClient, Nuxt Layers, createUseFetch, $fetch, useAPI, Pinia, Pinia Colada, useQuery, useMutation, zod, valibot, hydration mismatch, Dexie, IndexedDB, liveQuery, offline-first, PWA persistence, Strapi, Strapi 5, strapi::security, config/middlewares.ts, config/admin.ts, contentTypes.d.ts, components.d.ts, Strapi preview, draft mode, content types, dynamic zones, useStrapi, useStrapiPage, block registry, [...slug].vue, Nodemailer, SMTP, contact form, transactional email, PDF download, getErrorMessage, error fallback, silent error, code comments, JSDoc, @nuxt/scripts, useScript, scripts.registry, NUXT_PUBLIC_SCRIPTS_*, Google Analytics, GA4, gtag, analytics proxy, wrong country in analytics, Search Console vs GA, runtimeConfig, NUXT_ env vars, cPanel, restart vs redeploy, buildAssetsDir, stale chunk, "does not provide an export named", SMTP 502, EAUTH, or Vue script setup. Trigger this skill to activate the NeuroForge protocol and ensure your codebase is built to scalable production standards.
Comprehensive news aggregator that fetches, filters, and deeply analyzes real-time content from 8 major sources: Hacker News, GitHub Trending, Product Hunt, 36Kr, Tencent News, WallStreetCN, V2EX, and Weibo. Best for 'daily scans', 'tech news briefings', 'finance updates', and 'deep interpretations' of hot topics.
Newsletter curation with content sourcing, editorial structure, and subscriber growth strategies. Covers issue formatting, link roundups, commentary style, and sending cadence. Use for: email newsletters, link roundups, weekly digests, curated content, creator newsletters. Triggers: newsletter, email newsletter, newsletter curation, weekly digest, link roundup, curated newsletter, newsletter writing, newsletter format, subscriber growth, newsletter strategy, content curation, newsletter template
Use for production Next.js platform work involving Docker or standalone output, static export tradeoffs, self-hosting, deployment adapters, Server Actions encryption keys, shared cache coordination, OpenTelemetry instrumentation, multi-zones, multi-tenant routing, or platform capability reviews.
Organizes user-provided PDFs, papers, web pages, Word documents, chats, or finalized narration into a Niwo short-video asset package. After confirming the copy, searches for and downloads real images and live-action videos, trims clips, fills in content.json and manifest.json, then delivers a ZIP. Handles asset preparation only; Niwo generates the layout and motion for titles, cards, and diagrams, which are not pre-merged into the source video. For tasks where users want to turn materials into a short video or gather assets based on narration; requires local downloads, ffmpeg, ffprobe, and ZIP packaging.
Sets up and tunes the linter and formatter for Node/TypeScript - Biome as the fast one-tool option or ESLint flat config plus Prettier, rule tuning, import sorting, unused-import removal, eslintrc-to-flat and ESLint-to-Biome migrations. Use when the user asks to set up or fix linting, formatting, a slow linter, ESLint, Biome or Prettier. Not for Next.js apps, type checking, or test setup.
Design or audit notification strategy across push, email, in-app messages, SMS, lifecycle messaging, reminders, games, SaaS, mobile apps, and desktop utilities. Use when planning permission prompts, notification taxonomy, user controls, retention campaigns, quiet hours, deliverability, fatigue, event triggers, or support-safe messaging.
Pull real-world UI design references before building any frontend. Use this skill whenever implementing, restyling, or improving any web UI — pages, components, layouts, dashboards, forms, cards, navs, modals, marketing sections — even when the user does not explicitly ask for a "design reference." Phrases like "build me a settings page," "make a pricing card," "this looks plain, improve it," or "match the style of X" should all trigger it. It queries a multimodal design search API for reference screenshots from top products, structured style descriptions, and HTML/CSS snippets, so the implementation is grounded in proven patterns instead of invented from scratch. Skip it only for pure logic/back-end work with no visual surface.
OkHttp 5.x HTTP client for Java/JVM 8+ and Android 5+. Use when making HTTP/HTTPS requests, building REST API clients, implementing connection pooling, response caching, request/response interceptors, certificate pinning, event monitoring, WebSocket connections, SSE consumption, or configuring TLS/cipher suites. Covers OkHttp 5.4.0 with HTTP/2, transparent GZIP, Fast Fallback (Happy Eyeballs), MockWebServer for testing, and GraalVM Native Image support.
Create well-structured OKRs (Objectives and Key Results) for product teams, startups, and individuals. Use when asked to write OKRs, set quarterly goals, define key results, or review existing OKRs. Produces a complete OKR set with objectives, measurable key results, baselines, and a scoring guide.
Review and design onboarding and activation flows for SaaS, mobile apps, games, developer tools, utilities, marketplaces, and web products. Use when improving first-run experience, setup checklists, permission timing, aha moments, trial activation, invite/team setup, empty states, tutorials, or early retention measurement.
DEPRECATED, renamed to orchestrating-chat-agents. Kept so existing imports of its scripts keep working; every module here loads the same module from orchestrating-chat-agents. Use orchestrating-chat-agents for parallel Claude calls over the API from claude.ai, and dispatching-subagents for fan-out in Claude Code.
Use when you want automatic token-saving without manual skill selection. Auto-detects long sessions (>15 turns), high token usage, or bulky context — then auto-enables paleo + paleo-trim-context + paleo-converse + paleo-budget at safe defaults. User does not need to think about which skill is active. Off: "disable paleo-auto" / "manual paleo".
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.