Skills
100,928 packaged capabilities and playbooks for agents. Install any of them with one command.
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Design first-run product onboarding wizards that guide users to the aha moment without overwhelming them. Covers step architecture, progressive disclosure, escape hatches, completion incentives, and drop-off measurement. Addresses tutorial overload (dumping everything upfront), skip-friendly-empty (skipping onboarding leads to abandonment), and earned-progressive-disclosure (showing the right things at the right moments) patterns. Triggers on onboarding wizard, product onboarding, first-run experience, signup flow, activation flow, FRX, time-to-value, and aha moment design. Also triggers when activation rates are low, users skip onboarding and never return, onboarding flows are being scoped for the first time, or audience research shows users are not finding key features.
Analyzes events through a political science lens using IR theory (Realism, Liberalism, Constructivism), comparative politics, institutional analysis, and power dynamics. Provides insights on governance, security, regime change, international cooperation, and policy outcomes. Use when: Political events, international crises, elections, regime transitions, policy changes, conflicts. Evaluates: Power distributions, institutional effects, actor interests, strategic interactions, norms.
Show real token usage and estimated savings for the current session. Reads directly from the Claude Code session log — no AI estimation. Triggers on /pordee-stats. Output is injected by the mode-tracker hook; the model itself does not compute the numbers
Generate and edit presentation slides as PPTX files. Also create LinkedIn carousels and manage reusable slide layouts. TRIGGERS - Use this skill when user says: - "create slides for [brand]" / "generate presentation for [brand]" / "make slides for [brand]" - "create a carousel for [brand]" / "linkedin carousel" / "make a carousel about [topic]" - "edit this pptx" / "update the slides" / "modify this presentation" - "create a new layout" / "add a layout to the cookbook" / "make a [type] layout template" - "edit the [name] layout" / "update the cookbook" / "improve the [name] template" - Any request mentioning slides, presentations, carousels, PPTX, or layouts with a brand name Creates .pptx files compatible with PowerPoint, Google Slides, and Keynote. Creates PDF carousels for LinkedIn (square 1:1 format).
Audit a web codebase for security, performance, correctness, and refactoring improvements WITHOUT changing any outward-facing behavior. Fans out parallel read-only reviewers, scores findings on two axes (severity × confidence), suppresses predictable false positives, validates survivors with an INDEPENDENT wave (not self-recheck), classifies safe vs. gated, and writes a report. Applies only behavior-preserving fixes, and only on request. Use when: 'rigorous review', 'hardening audit', 'security and performance audit', 'internal audit', 'harden the codebase', 'audit for security/perf/refactoring', 'tech-debt audit', 'review this codebase without changing behavior'.
Ruby refactoring guidelines based on community best practices. Use this skill when refactoring, reviewing, or restructuring Ruby code to improve design, readability, and maintainability. Triggers on tasks involving code smells, method extraction, conditional simplification, coupling reduction, design patterns, or Ruby idiom adoption
Audit a package of custom code and bucket every Z/Y object into Clean Core Levels A–D based on the SAP APIs it uses — the "is this cloud-ready?" assessment. Use when asked to "classify this package for clean core", "clean core readiness report", "Level A-D audit", or "is this code cloud-ready".
Produce stable, package-scoped Markdown documentation for many custom ABAP objects at once — classifies each by style (Classic/Modern/Mixed) and summarizes purpose and dependencies. Use when asked to "document this package", "generate onboarding docs for Z code", "seed a docs folder", or "knowledge transfer for this package"
Run a human-in-the-loop whole-repo coherence review of a Sliced Bread codebase: inventory slices, the spine, and seams; fan out subagents to digest every file with its tests; walk seams in ranked order with the human issuing a disposition per stop; review the spine for orchestration drift. Use when the user says "review the seams", "slice and spine review", "whole-repo coherence review", "walk the seams", or asks whether slices still hang together after individual changes passed review. Do NOT use for rule-compliance checking on a bounded change set (sliced-bread-review), autonomous audit and issue filing (sliced-bread-audit), or depth/crust-shape scoring (sliced-bread-depth) — this skill is a guided session over the whole repo, not an automated check.
Review a diff, PR, branch, or path against the Sliced Bread architecture rules: dependency direction, crust integrity, model purity, growth justification, and event usage. Use when the user asks for an architecture review, says "check this against sliced bread", "review the slice boundaries", "is this import allowed", or before merging changes that add directories, abstractions, or cross-slice imports. Do NOT use for general bug-hunting or a full repo audit — this reviews a bounded change set.
Deep strategic thinking mode that finds the single highest-leverage, most innovative action by blending concepts across domains. Use this skill whenever the user asks you to think, brainstorm, strategize, or figure out what to do next — even casually. Trigger on phrases like "what should we do", "what's the best approach", "what would you suggest", "think about this", "what's the smartest move", "I'm stuck", "ideas?", "hmm what if we...", "what's next", "how should we approach", or any request for creative/strategic ideation rather than straightforward execution. When in doubt about whether the user wants execution or ideation, lean toward triggering this skill
Build content-heavy sites with Git-backed TinaCMS. Provides visual editing for blogs, documentation, and marketing sites. Supports Next.js, Vite+React, and Astro with TinaCloud or Node.js self-hosting. Prevents 10 documented errors. Use when setting up CMS with non-technical editors or troubleshooting ESbuild compilation, module resolution, package manager compatibility, edge runtime limitations, or media upload timeouts
Web Audio framework for creating interactive music in browsers. Use when building audio applications, synthesizers, musical instruments, effects processors, audio visualizations, DAWs, step sequencers, or any browser-based sound generation. Handles synthesis, scheduling, sample playback, effects, and audio routing.
Travel planning with real place data, interactive maps, and persistent shareable itineraries at aizzie.ai. Create multi-day trip plans with destinations pinned on a map, optimized routes between stops, hotel and sightseeing recommendations, packing checklists, and real-time collaborative editing — all saved for the user to access on any device during their vacation
Use to critique a screen, flow, prototype or running build, accessibility included, and rank what is broken, such as "check this page before I ship", "is this flow ready", "is it accessible", keyboard or screen-reader checks, "it feels off on my phone" or "it feels janky". Not for token compliance, which is token-mapping.
A tool for creating WeChat Official Account copy. Based on popular articles collected daily by the Honghu Data WeChat Official Account viral-content radar, it searches for viral hits by keyword, analyzes traffic patterns, and generates complete, publishable articles. Use when users write WeChat Official Account articles, create account copy, find viral articles, or analyze viral-content patterns. Trigger terms: WeChat Official Account copy, WeChat Official Account viral content, viral articles, WeChat Official Account writing, WeChat Official Account article generation. If the API returns insufficient credits (code=3210), automatically open Alipay to top up and continue the search.
Run a groomed `ready` GitHub issue through the entire build cycle unattended: worktree, implementation, commit, QA plan, acceptance check, fixes, and PR creation. Takes one issue to a reviewable PR without human intervention. Use when the user says "run issue #N unattended" or "work the ready issues while I'm away". Starts from a groomed issue; planning and grooming remain attended
Create professional, dark-themed architecture diagrams as standalone HTML files with SVG graphics. Use when the user asks for system architecture diagrams, infrastructure diagrams, cloud architecture visualizations, security diagrams, network topology diagrams, or any technical diagram showing system components and their relationships.
Structured clarification and requirements gathering through focused dialogue or with dry code. Use when a task is ambiguous, underspecified, or requires user input before any action can be taken. Do not plan or implement anything—only ask questions to collect the information needed.
Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner.
Expert knowledge for Azure Role-based access control development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when designing RBAC scopes, ABAC conditions, deny assignments, PIM, or role ops via CLI/PowerShell/REST, and other Azure Role-based access control related development tasks. Not for Azure Policy (use azure-policy), Azure Security (use azure-security), Azure Portal (use azure-portal), Azure Resource Manager (use azure-resource-manager).
Generate high-quality images from text prompts using Volcano Engine Seedream models. Supports multiple artistic styles and aspect ratios. Use this skill when users want to create images from text descriptions, generate artwork in various styles, create visual content for creative projects, or need AI-powered image generation capabilities
Direct cinematic shots and coverage for AI-assisted content production. Use when an agent must translate story intent into framing, shot size, lens and perspective, camera position, movement, blocking, screen direction, lighting-aware coverage, continuity, shot specifications, or diagnose why generated or filmed shots do not cut together.
Review a code or instruction diff across correctness, simplification, tests, documentation, style, intent, design/API, and performance; add coherence review for metadata changes. Use when the user requests a thorough review before a commit or PR. Validate tool observations and reviewer claims in context, preserve unresolved findings, and report coverage limits. Missing applicable analyzer evidence blocks a verdict
Contradiction analysis: Break complex problems into opposing forces, identify the principal contradiction that determines the others and its dominant side, classify it as antagonistic or non-antagonistic, and choose an approach accordingly. Trigger when a problem is tangled, factors constrain one another, priorities are unclear, the root cause is unknown, fixes repeatedly fail, or trade-offs are hard to explain. Do not trigger for direct execution tasks or when the user has already chosen a solution. English: Contradiction analysis. Decompose a tangled problem into opposing forces, isolate the principal contradiction and its dominant side, classify it as antagonistic or non-antagonistic, and choose the response accordingly. Trigger on unclear priorities, unknown root causes, recurring failures, or trade-offs that resist explanation; skip for direct execution or when the user has already chosen the solution.
Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/, plus AI agent prefixes ai/, copilot/, cursor/, claude/, codex/). Use when creating a new branch, naming a branch, or checking whether a branch name complies with the spec. Also use alongside commit-check for automated validation.
Pull full conversation history for a CRM contact — fetch associated threads across all inboxes, retrieve message content, and assemble structured data for account briefs showing channel types, thread statuses, last activity, and key message excerpts.
Scaffold and architect custom Frappe apps including app structure, hooks, background jobs, service layers, and production hardening. Use when creating new apps, setting up app architecture, or implementing cross-cutting patterns like caching, logging, and error handling.
Expert blueprint for simulation and tycoon games (SimCity, RollerCoaster Tycoon, Factorio, Two Point Hospital) covering economy management, time progression, interconnected systems, NPC simulation, and feedback loops. Use when building management sims, tycoon games, city builders, or resource optimization games. Keywords tycoon, economy system, resource management, time scale, feedback loop, progression unlock, simulation tick.
Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model implementations, educational understanding of architectures, or production fine-tuning with LoRA/QLoRA. Single-file implementations, no abstraction layers.
Research skill for ketch — a fast stateless CLI for web search, OSS code search, curated library docs, page scraping, and site crawling; an optional MCP server exists for operators who want it, but the CLI is the primary interface. Use when a question needs live sources: 'research X', 'what are people saying about Y', 'find docs or real-world examples for Z', 'scrape/crawl this site' — or when installing or configuring ketch backends. Routes search vs code vs docs vs scrape vs crawl, keeps every fetch inside a token budget, turns error prefixes into control flow, and produces cited syntheses. Not for local codebase search, private repos, or pages behind auth.
Miaoda (Spark/Miaoda) app development and hosting: app creation, local full-stack development, cloud generation and iteration, creative design (UI mockups / interactive prototypes / wireframes / landing pages / dashboards / slide decks / visual exploration), integration of AI capabilities, Feishu platform capabilities, or other external capabilities, log/Trace/monitoring metrics/PV/UV queries, environment variable management, app collaborators and collaboration permissions, app roles and members, and automation triggers (scheduled / record changes / Webhook / Feishu approval). Use when users want to develop or create a system, tool, platform, or app; develop locally or in the cloud; modify, deploy, publish, launch, or get a shareable link; build pages or websites with HTML and deploy them to Miaoda; design, create mockups, prototypes, wireframes, PPT/decks, or explore visuals; or mention Miaoda/Spark/Miaoda (app runtime domains such as *.aiforce.cloud), app databases, app file storage, open API Keys, visibility, app collaborators/development permissions, app roles/role members, production logs, API request volume, error counts, latency, traffic, environment variables, or setting up automation for Miaoda apps, including scheduled triggers or triggers after approval. Not responsible for ordinary cloud drive file uploads (lark-drive), Feishu document editing (lark-doc), or native slide creation (lark-slides).
Designs incremental migration strategies, identifies service boundaries, produces dependency maps and migration roadmaps, and generates API facade designs for aging codebases. Use when modernizing legacy systems, implementing the strangler fig pattern or branch by abstraction, decomposing monoliths, upgrading frameworks or languages, or reducing technical debt without disrupting business operations.
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing microservices patterns — including service boundaries, DDD, saga patterns, event sourcing, CQRS, service mesh, or distributed tracing.
Creates and configures NestJS modules, controllers, services, DTOs, guards, and interceptors for enterprise-grade TypeScript backend applications. Use when building NestJS REST APIs or GraphQL services, implementing dependency injection, scaffolding modular architecture, adding JWT/Passport authentication, integrating TypeORM or Prisma, or working with .module.ts, .controller.ts, and .service.ts files. Invoke for guards, interceptors, pipes, validation, Swagger documentation, and unit/E2E testing in NestJS projects.
Writes, reviews, and debugs idiomatic Rust code with memory safety and zero-cost abstractions. Implements ownership patterns, manages lifetimes, designs trait hierarchies, builds async applications with tokio, and structures error handling with Result/Option. Use when building Rust applications, solving ownership or borrowing issues, designing trait-based APIs, implementing async/await concurrency, creating FFI bindings, or optimizing for performance and memory safety. Invoke for Rust, Cargo, ownership, borrowing, lifetimes, async Rust, tokio, zero-cost abstractions, memory safety, systems programming.
Full Sentry SDK setup for Ruby. Use when asked to add Sentry to Ruby, install sentry-ruby, setup Sentry in Rails/Sinatra/Rack, or configure error monitoring, tracing, logging, metrics, profiling, or crons for Ruby applications. Also handles migration from AppSignal, Honeybadger, Bugsnag, Rollbar, or Airbrake. Supports Rails, Sinatra, Rack, Sidekiq, and Resque.
Generate Shopify Liquid theme code (sections, blocks, snippets) with correct schema JSON, LiquidDoc headers, translation keys, and CSS/JS patterns. Use when creating or editing .liquid files for Shopify themes, working with schema, doc, stylesheet, javascript tags, or Shopify Liquid objects/filters/tags.
Create a new AI agent skill from scratch (kit-convention naming, drafting, trigger cases, live testing, publishing), or re-check an existing one after a change. Use when the user says "help me make a skill for X", runs "/skillkit", or says "I changed this skill, check it".
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.