Skills
100,928 packaged capabilities and playbooks for agents. Install any of them with one command.
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Compose pages and sites that read as their vertical: ecommerce-catalog storefronts that look like storefronts, hospitality-food sites that look like restaurants, b2b-manufacturer sites that look industrial. Use this skill whenever the user wants to build a site that looks like the vertical it serves, fix a build that reads as generic or off-vertical, build to an experience bar produced by competitor-experience-audit, or compose pages with the merchandising, density, and layout conventions a credible site in the category is expected to carry. Triggers on vertical conventions, storefront layout, ecommerce layout, retail conventions, merchandising layout, category page composition, site composition, build to the experience bar, make it look like the vertical, off-vertical, looks generic, build conventions for a vertical, site grammar. Also triggers when a build that is technically clean reads wrong for its category, and the cause is composition, not visual taste.
Use for VMware/vSphere/ESXi VM lifecycle operations: power on/off, clone, snapshot, migrate, OVA/template deployment, guest commands and file transfer, batch operations, plans, and clusters. Also handles datastore file browsing and deployment image scanning; alarm acknowledgment and reset (which can clear multiple matching alarms); read-only cluster/VM/host/datastore triage; and a user-started scanning/TTL daemon with optional configured webhooks. Always use for power on, clone, deploy, migrate, guest execution, batch operations, alarms, or VM investigation in VMware. Use vmware-monitor for general read-only inventory/events/VM details; vmware-storage for iSCSI/vSAN/storage configuration; vmware-nsx for NSX; vmware-vks for Kubernetes; vmware-pilot for workflows; and vmware-avi for load balancing
Continuously collects original popular articles from WeChat public accounts across the web and delivers them to users. Use when users want original popular articles from WeChat public accounts across all fields or want to subscribe to daily recommendations.
Scan public account copy, files, or webpages for prohibited words and sensitive expressions, flag risks, and suggest compliant replacements to help content pass review safely and avoid deletion or traffic restrictions. When the API returns insufficient credits (code=3210), automatically launch Alipay to recharge and continue the query.
Create UI wireframes and mockups using drawio XML format with platform-specific UI component libraries. Best for web page layouts, iOS/Android mobile app mockups, and Bootstrap-based designs. Built on drawio with mockup-specific stencils. Not for simple flowcharts (use mermaid) or data visualization (use vega)
Takes a manual business workflow description and designs the automated version. Maps current steps, handoffs, decision points, and bottlenecks. Designs automated flow with triggers, conditions, actions, and error handling. Outputs workflow-automation.md with before/after Mermaid diagrams, tool recommendations, implementation steps, and time savings estimate.
Use when writing, reviewing, or refactoring React component tests with Testing Library. Load when you see render(), screen, fireEvent, userEvent, waitFor, or *.test.tsx files. Covers query priority (getByRole > getByLabelText > getByText), user-centric testing patterns, async utilities, custom renders with providers, and accessibility-first assertions. Keywords include RTL, Testing Library, screen, getByRole, findBy, queryBy, userEvent, waitFor, toBeInTheDocument, testing-library/react, testing-library/user-event, jest-dom.
Complete Amazon KDP bestseller launch system with proven strategies for achieving #1 bestseller status. Use when planning book launches, optimizing Amazon listings, executing pre-launch campaigns, coordinating launch day sales velocity, managing ARC reviewer campaigns, creating book marketing funnels, optimizing Amazon A+ content, or any task involving Amazon KDP publishing and book marketing strategy.
AMD ROCm / HIP GPU computing reference. hipMalloc, hipLaunchKernelGGL, HIP Graph, hipGreenCtx, HIPRTC, hipify, rocBLAS, MIOpen, RCCL, hipThreads, libhipcxx, rocprofv3, amd-smi, rocminfo, TheRock / Core SDK 10, CDNA1-4 / RDNA1-4, MI300 / MI350 / MI350P, gfx942, Matrix Core, wave32/64.
Application security covering threat modeling (STRIDE), OWASP Top 10 (2025), OWASP API Security Top 10 (2023), secure coding review, authentication/authorization patterns, input validation, encryption, security headers, supply chain security, compliance (GDPR/HIPAA/SOC2/PCI-DSS), and security monitoring. Use when reviewing code for vulnerabilities, implementing auth patterns, securing APIs, configuring security headers, hardening supply chain, preventing injection attacks, or preparing for compliance audits.
Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual database skills (uniprot-database, kegg-database).
Game environments in Blender 5.2 - terrain from noise or heightmaps (erosion, terraces, play areas, slope/height materials, 16-bit heightmaps + splat maps for UE/Unity), biome scatter by slope/height/mask with Poisson spacing, modular kit metrics and validation (grid, pivots, seams, texel density). Use for levels, landscapes, forests, modular buildings, dungeons.
Generate or edit images with GPT Image 2.5 through Codex/ChatGPT subscription authentication instead of OPENAI_API_KEY. Use for text-to-image, reference-image editing, or visual assets when the user wants local Codex auth, especially when no native image tool is available. Do not use for official OpenAI API-key billing or OpenAI-compatible gateways.
This skill should be used when creating a Claude Code slash command. Use when users ask to "create a command", "make a slash command", "add a command", or want to document a workflow as a reusable command. Essential for creating optimized, agent-executable slash commands with proper structure and best practices.
Use when setting up a new repo, onboarding an existing repo to darkmatter standards, running a compliance check, or when the user says "set up this repo", "bring repo up to standards", "apply template", or "audit repo". Checks and installs the org TypeScript toolchain (Bun catalog, Effect 4, effect-agent, effect-orpc, Postgres-first data, tsgo, oxlint/oxfmt, Vitest, vite-plus, React 19, shadcn), Nix flake-parts devshell, ops/ surface, CI pipeline, and AGENTS.md conventions.
Creates comprehensive developer onboarding documentation and materials including step-by-step setup guides, first-task assignments, expected time per step, common troubleshooting, team introductions, and code walkthrough tours. Use when preparing "new developer onboarding", "first day setup", "junior dev training", or "team member onboarding".
Creates Java + Spring Boot projects: Web applications, full-stack apps with Vue.js or Angular or React or vanilla JS, PostgreSQL, REST APIs, and Docker. Use when creating Spring Boot projects, setting up Java microservices, or building enterprise applications with the Spring Framework.
Performs requirements checks and compliance diagnostics for qualified electronic books. Activates for “qualified electronic books,” “Electronic Books Preservation Act compliance,” “checking electronic book requirements,” “tax audit preparation,” “conditions for the ¥750,000 deduction,” “whether the books meet the requirements,” or “e-bookkeeping compliance”
Package beat-level edit enhancement instructions from a B-roll plan, subtitle chunks, and optional style context. Use this when the goal is to turn B-roll matching into editor-ready guidance for keyword emphasis, micro-animation hints, A-roll stay-on-face logic, B-roll coverage style, and subtitle interaction
Expert-level energy systems, smart grids, renewable energy, power management, and energy analytics. Use when the user mentions smart grid, renewable, power, utilities, or SCADA, or when the task involves Energy Systems, Smart Grid Technology, Standards and Protocols, or Smart Grid Operations.
Expert blueprint for MOBA games including lane logic (minion wave spawning every 30s), tower aggro priority (hero attacking ally over minion over hero), click-to-move controls (RTS-style raycasting), hero ability systems (QWER cooldowns, mana cost), fog of war (SubViewport projections), and authoritative networking (server validates damage). Use for competitive 5v5 or arena games. Trigger keywords: MOBA, lane_manager, minion_waves, tower_aggro, click_to_move, ability_cooldowns, fog_of_war, comeback_mechanics.
Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets, for fast quantization workflows, or when deploying with vLLM or HuggingFace Transformers
Rewrite AI-generated text to sound natural and human-written. Removes LLM tells—cliché phrases, predictable structure, inflated language, and robotic patterns. Use when editing drafts, emails, articles, or any text that reads like it was written by AI
Manage Instagram professional accounts via the Hyper MCP — publish photos, Reels, Stories, and carousels; moderate comments and mentions; send Direct Messages; pull account and media insights. Uses the Instagram API with Instagram Login (Business Login). Use when the user mentions Instagram posts, Reels, Stories, carousels, IG DMs, Instagram comments, mentions, profile, or analytics. For paid Instagram advertising, use `meta-ads`.
Extracts key learnings from conversations, debugging sessions, and failed attempts. Use at session end or after solving complex problems to capture insights. Stores discoveries in memory (via amplihack.memory.discoveries), suggests PATTERNS.md updates, and recommends new agent creation. Ensures knowledge persists across sessions via Kuzu memory backend.
Turn product images and ad requirements into minimalist product ad shorts for e-commerce promotion and product launches. The Skill confirms format and product variants, extracts selling points, writes concise English ad copy, builds product anchors, plans beat-synced typography/storyboards, and generates a clean product film with premium camera language. Not for KOC talking-head ads, general editing, or complex screen demos.
OKR design as actually shipped, not as conference-talk theory. Outcome statements that drive decisions, key results that measure the right thing, scoring discipline, mid-quarter recalibration, and the difference between sandbagged OKRs (always 100%) and aspirational OKRs (always 30%) and stretch OKRs (genuine ambition with quarterly accountability). Triggers on OKR design, OKR setting, key result design, OKR scoring, mid-quarter recalibration, OKR cascading, outcomes vs outputs, quarterly planning, goal setting. Also triggers when a team's OKRs are always hit and producing no learning, when OKRs are demoralizing because they were set as fantasy, or when the team uses OKR vocabulary but the practice has decayed.
Edit podcast audio or video — trim pre/post-show chat, remove filler words, cut silences, enhance audio quality, and cut a video version of the same edit. Use when the user asks to edit a podcast, clean up audio, remove fillers, trim a recording, or improve voice quality.
Spotify music playback controls + a 5947-style database. Search, play, pause, manage queues, get scene-based music recommendations, and look up and explore styles. Use this skill when the user mentions: - Playback: “play music,” “play a song,” “put on some music,” “play,” “I want to hear XX,” “play some XX music” - Controls: “pause,” “resume,” “next track,” “previous track,” “volume,” “what’s playing” - Genre lookup: /genre, “look up music styles,” “recommend a music genre,” “what subgenres does XX have” - Scene/mood: “music for late night,” “energetic,” “ethereal,” “recommend music styles with XX characteristics” - Suno integration: using Suno to generate music without specifying a style - /spotify
Query, stage, and apply configuration changes for Railway environments. Use for ANY variable or env var operations, service configuration (source, build settings, deploy settings), lifecycle (delete service), and applying changes. Prefer over railway-status skill for any configuration or variable queries.
Check service status, rename services, change service icons, link services, or create services with Docker images. For services using local code, prefer the railway-new skill. For GitHub repository sources, use the railway-new skill to create an empty service, then use the railway-environment skill to configure the source
Ruby on Rails architecture and coding patterns from Basecamp. Use when writing, reviewing, or refactoring Rails code to follow proven conventions for models, controllers, jobs, and concerns. Triggers on tasks involving Rails models, concerns, controllers, background jobs, or Turbo/Hotwire.
Automate cloud browsers using the Scrapfly Cloud Browser API with Python Playwright. Covers connection options, sessions, anti-bot fingerprinting, and file downloads, including streaming large files (up to 500 MB) out of the session with downloads_stream=1 and the CDP IO domain
Audit content gaps and decay using Ahrefs MCP data: missing topics, thin coverage, outdated content, and decaying pages. Use this skill when planning a content roadmap, refreshing a stale catalog, building topical authority, or identifying which existing pages need update versus replacement. Triggers on content gap, content audit, content refresh, content roadmap, decaying content, content decay, topical authority, what topics should we cover, where is competitor content stronger. Also triggers when organic traffic is flat despite consistent publishing.
Set up and run rank tracking using Ahrefs MCP: pick the right keywords to track, segment them by purpose, set baselines, and define alert thresholds. Use this skill when starting a new tracking project, baselining for a campaign, choosing what to monitor, or building a rank reporting cadence. Triggers on rank tracking, keyword tracking, monitor rankings, track positions, what should we track, ranking dashboard, baseline rankings, alert thresholds. Also triggers when a stakeholder wants weekly or monthly ranking visibility.
Configure and launch an SNS DAO to decentralize a dapp. Covers token economics, governance parameters, testflight validation, NNS proposal submission, and decentralization swap. Use when launching an SNS, configuring tokenomics, or setting up DAO governance for a dapp. Do NOT use for NNS governance or general canister management.
Prepare a defense-contractor environment for CMMC Level 2 certification: scope CUI and FCI, implement the 110 NIST SP 800-171 Rev 2 security requirements across 14 families, compute the SPRS score with the DoD Assessment Methodology, manage a compliant POA&M, and ready the organization for a C3PAO assessment. Use when an organization handles Controlled Unclassified Information (CUI) under a DoD contract, when a contract carries DFARS clause 252.204-7012/7019/7020/7021, when preparing for or responding to a CMMC assessment, when computing or improving an SPRS score, when building a System Security Plan or POA&M for 800-171, or when scoping which systems are in the CUI boundary. Keywords: CMMC, CMMC Level 2, NIST 800-171, SP 800-171 Rev 2, CUI, FCI, SPRS, DFARS 7012, C3PAO, POA&M, System Security Plan, DoD Assessment Methodology, 110 controls, defense industrial base, DIB, FedRAMP equivalency.
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.