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SkillsMP has collected 722 skills from Sheshiyer/skill-clusters. Open a skill to review its source and details.
Sheshiyer/skill-clustersShowing 40 of 722 collected skills.
Route a Python backend task to the right specialist — idiomatic Python, pytest/TDD, the Django stack (patterns, TDD, security, Celery, verification), FastAPI services, and the ML lane (PyTorch, recsys pipelines, MLE workflow). USE WHEN building, testing,…
Route a quality/testing/evaluation task to the right skill among 12 specialists — eval-driven development, head-to-head agent benchmarking, TDD, the verification gate, E2E (web + Windows desktop), AI-regression and browser QA, error-handling design,…
Build Retrieval-Augmented Generation systems: embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications. USE WHEN designing or tuning a RAG retrieval pipeline for an LLM app.
Generate production React + Tailwind code with the Rayden UI component library (34 components) using correct props, tokens, layouts, and an anti-pattern ban list. USE WHEN scaffolding pages/dashboards with the Rayden/Rayna design system.
Diagnose slow React components and apply targeted fixes — isolate ticking state, stabilize props/handlers, memoize leaves, virtualize lists, verify with the Profiler. USE WHEN a React component is slow, janky, or re-rendering too much.
Route a research or knowledge task to the right skill among 12 specialists — current-web research, neural discovery, multi-source cited synthesis, systematic literature review, scholarly evaluation, biomedical/patent/genomic databases, codebase onboarding,…
Segment Customer Data Platform engineering patterns — Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution, destinations config, and data governance. USE WHEN instrumenting a product with Segment to capture clean customer…
Senior frontend workflows for React, Next.js, TypeScript, and Tailwind — scaffolding, component/hook generation, bundle analysis, patterns, a11y, testing. USE WHEN building, optimizing, or reviewing a React/Next.js frontend.
Manage shadcn/ui components and projects — add from registries via the CLI, compose, style with semantic tokens, and follow enforced rules. USE WHEN adding, composing, styling, or debugging shadcn/ui components and design systems.
Build Shopify apps — Remix/React Router embedded apps with App Bridge, GraphQL Admin API, webhooks, Polaris UI, billing, and app extensions. USE WHEN creating or extending a Shopify app, webhook, or storefront integration.
Review a scoped diff for reuse, quality, efficiency, and clarity via parallel review roles, then optionally apply only high-confidence, behavior-preserving simplifications. USE WHEN the user asks to simplify, clean up, refactor, or review changed code and…
Analyze a Ruby on Rails app and produce a comprehensive upgrade assessment with version detection, gem-compatibility checks, and selective config file merging. USE WHEN assessing how to upgrade an existing Rails application to a newer Rails version, auditing…
Build Slack apps with the Bolt framework across Python, JavaScript, and Java — Block Kit UIs, interactive components, slash commands, event handling, OAuth installation flows, and Workflow Builder integration. USE WHEN building or productionizing a Slack…
Review and fix Swift 6.2+ concurrency diagnostics — actor isolation, Sendable violations, @MainActor placement, isolated conformances, and @concurrent offloading — with the smallest behavior-preserving edit. USE WHEN the compiler reports a data-race /…
Implement or review SwiftUI iOS 26 Liquid Glass APIs (glassEffect, GlassEffectContainer, .buttonStyle(.glass)) with correct modifier order, availability fallbacks, and morphing transitions. USE WHEN adopting or auditing Liquid Glass in a SwiftUI feature —…
Diagnose SwiftUI performance problems code-first — invalidation storms, unstable ForEach identity, layout thrash, main-thread image decode — then guide Instruments profiling when code review is inconclusive. USE WHEN a user reports janky scrolling, dropped…
Apply proven SwiftUI patterns for NavigationStack routing, enum-driven sheets, async .task state, deep links, previews, and reusable screens with correct state ownership. USE WHEN building or refactoring SwiftUI screens/flows and you need concrete navigation,…
Refactor large SwiftUI views into small dedicated subview types with MV-first data flow, stable view trees, side effects pulled out of body, and non-optional @State observation. USE WHEN a SwiftUI view or body has grown too large, mixes business logic with…
Python library for symbolic mathematics — exact algebra, calculus, equation solving, matrices, and LaTeX/code generation instead of numeric approximation. USE WHEN a research task needs exact symbolic results: solving equations, derivatives/integrals,…
Terraform & OpenTofu infrastructure-as-code best practices — module hierarchy, testing (validate/plan/frameworks), multi-environment structure, state management, and CI/CD. USE WHEN authoring, structuring, testing, or reviewing Terraform/OpenTofu configs and…
Create high-quality 3D scenes and interactive experiences with Three.js best practices — scene setup, lighting, controls, animation loops, and effects. USE WHEN building Three.js/WebGL graphics, 3D visualizations, or interactive scenes.
Run Hugging Face models in JavaScript or TypeScript with Transformers.js, in Node.js or the browser (including WebGPU). USE WHEN running ML inference client-side or in Node with Transformers.js.
Upstash QStash expert for serverless message queues, scheduled jobs, and reliable HTTP-based task delivery without managing infrastructure. USE WHEN you need serverless cron, webhook delivery with retries/signature verification, delayed jobs, or HTTP-based…
Neon serverless-Postgres expert: autoscaling, database branching, instant restore, and scale-to-zero, compatible with any Postgres language, framework, or ORM. USE WHEN provisioning or branching a serverless Postgres database on Neon for an app or agent.
Deploy and manage Vercel projects via the CLI using token-based auth (VERCEL_TOKEN) instead of interactive login. USE WHEN deploying to Vercel, setting env vars, or running Vercel CLI in CI without vercel login.
Deploy Next.js apps to Vercel — environment variables across environments, edge/serverless functions, build config, and production rollout. USE WHEN configuring or shipping a Next.js project on Vercel.
Observability-first Vercel optimization audit — pull production metrics, gate investigations deterministically, and emit version-aware cost/perf recommendations. USE WHEN auditing a deployed Vercel app for cost or performance issues.
Animate React/Next.js UI state with native view transitions — shared elements, route transitions, transition types, and reduced-motion-safe patterns. USE WHEN adding view transitions or shared-element route animations in React.
Build real-time voice AI apps — OpenAI Realtime API, Vapi voice agents, Deepgram STT, ElevenLabs TTS, LiveKit real-time infra, and WebRTC fundamentals, tuned for low latency. USE WHEN building voice agents, voice-enabled apps, or real-time audio pipelines and…
Build reliable no-code automations on Zapier and Make (Integromat): platform choice, trigger-action and multi-step patterns, error handling, and when to graduate to code. USE WHEN a user mentions Zapier, Make, integromat, zaps, scenarios, no-code automation,…
Use when turning a niche, offer, product, or topic into a keyword map, audience question map, and an agent-executable workflow using Ubersuggest, AnswerThePublic, Playwright MCP browser capture, and Python orchestration. Also use when extracting repeatable…
Searchable UI/UX design intelligence: 50 styles, 21 palettes, 50 font pairings, 20 charts, and 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). USE WHEN planning, building, or reviewing UI for a site, dashboard, or app;…
Build AI agents on Cloudflare Workers with the Agents SDK — Agent class, state, callable RPC, Workflows, durable execution, queues, retries, React hooks. USE WHEN creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP…
Research keywords, optimize metadata, analyze competitors, and improve app store visibility on Apple App Store and Google Play. USE WHEN optimizing an app store listing, doing ASO, researching app keywords, improving app rankings or conversion rate, or…
Create App Store and Google Play screenshots and preview videos with exact platform specs — iOS/Android dimensions, gallery ordering, device mockups — via the inference.sh (belt) CLI. USE WHEN making app store or play store screenshots, app preview videos,…
Build elaborate multi-component HTML artifacts with React, Tailwind CSS, and shadcn/ui, then bundle them into a single HTML file. USE WHEN a complex artifact needs state management, routing, or shadcn/ui components — NOT for simple single-file HTML/JSX…
Generate high-converting App Store screenshots by analyzing your app's codebase, discovering its core benefits, and creating ASO-optimized screenshot images with Nano Banana Pro. USE WHEN creating App Store screenshots from an existing app project, or…
Create beautiful original visual art as .png and .pdf documents, driven by a written design philosophy expressed visually on canvas. USE WHEN asked to create a poster, piece of art, design, or other static visual piece. Always make original designs, never…
Create user-facing changelogs from git commits by analyzing history, categorizing changes, and turning technical commits into clear, customer-friendly release notes. USE WHEN writing a changelog or release notes, summarizing changes between versions, or…
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent as a PTY-backed background process for programmatic control. USE WHEN driving another coding agent from the shell, launching a coding CLI in the background, or orchestrating Codex/Claude…