Skills
100,928 packaged capabilities and playbooks for agents. Install any of them with one command.
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Create HTML system architecture diagrams — microservice maps, dependency graphs, deployment topologies, data ownership maps, integration diagrams. Useful during incidents, design reviews, onboarding, and capacity planning. Use whenever the user wants to visualize, document, or explain how a system fits together — across services, regions, queues, caches, databases, or organizational boundaries. Reach for this whenever the explanation would otherwise involve sentences like "service A talks to service B which writes to queue C".
Huawei Cloud CCE (Cloud Container Engine) cluster lifecycle management skill using hcloud CLI (KooCLI) for Huawei Cloud API calls and kubectl cce plugin for Kubernetes node operations (cordon/uncordon/drain/status). Use this skill when the user wants to: (1) create, delete, hibernate, or awake CCE clusters, (2) list clusters and query cluster/node/nodepool/addon information, (3) manage node pools (create, delete, resize), (4) manage nodes (create, delete, cordon, uncordon, drain), (5) manage addons (install, uninstall, update), (6) bind/unbind cluster EIP for public access, (7) get cluster kubeconfig. Trigger: user mentions "CCE cluster", "create cluster", "delete cluster", "node pool", "node management", "hibernate cluster", "awake cluster", "addon", "kubeconfig", "EIP binding", "CCE 集群", "创建集群", "删除集群", "节点池", "节点管理", "休眠集群", "唤醒集群", "插件", "kubeconfig", "EIP 绑定"
Image analysis and recognition for local images, online images, videos, and files. Useful for OCR, object recognition, and scene understanding, or when the primary model does not support image input or an independent vision model is needed for verification. No need to call when the multimodal primary model can view attachments directly.
Builds and maintains an LLM-curated knowledge base from papers, articles, transcripts, notes, and project findings. Ingests sources into linked Markdown, answers questions with citations, lints or upgrades a wiki, and preserves useful synthesis across sessions and agents. Also captures verified task experience, consolidates success and failure patterns, and proposes, evaluates, applies, or rolls back evidence-linked skill improvements. Trigger on “add this to my wiki,” “what does the wiki say,” “learn from this task,” “improve this procedure,” /wiki:learn, or /wiki:evolve. Works on a local folder or a hosted wiki URL (MCP). Uses index-first navigation, atomic pages, and hybrid search.
Mantine UI library for React: 100+ components, hooks, forms, theming, dark mode, CSS modules, and Vite/TypeScript setup. Use when building React applications with Mantine components, configuring theming/dark mode, or working with Mantine hooks and forms. Keywords: Mantine, React, UI components, CSS modules, theming.
Produce beat-synced 1080p motion-graphic videos in HyperFrames (HTML + GSAP) with an AI voice-over, Vietnamese karaoke captions, SFX and generated music, in one of two proven styles (glass keynote or Spider-Verse-style comic). Use when the user asks for a launch/release/feature video, motion graphic, animated explainer or promo clip, or a restyle of an existing one.
Analyzes events through a narrative lens using story structure, character arc analysis, dramatic tension, thematic development, and narrative theory (three-act structure, hero's journey, conflict-resolution). Provides insights on narrative coherence, character motivations, dramatic stakes, plot development, and thematic resonance. Use for complex human stories, leadership analysis, organizational narratives, crisis narratives, and cultural moments. Evaluates character development, narrative arc, dramatic tension, thematic depth, symbolic meaning, and narrative coherence.
Use when asked to compare, cross-review, merge, judge, choose, or arbitrate competing plans from multiple agents such as Codex and Claude Code; when given two or more proposed plans, session IDs, transcripts, plan documents, PR descriptions, or pasted strategies; or when the user wants one recommended execution plan after agents review each other's proposals.
Creates documentation-first PRDs (a short forge issue plus a detailed prds/ file with milestones), then offers to start work, commit for later, or send the PRD to uzi. Use when the user wants to create a PRD, spec out a new feature, write a product requirements document, or turn a feature idea into a tracked GitHub/GitLab/Forgejo issue. Triggers include "create a PRD", "new PRD", "/prd-create", "write a PRD for", "spec this feature".
Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system responsibility, regulatory compliance oversight, management accountability, and strategic quality leadership. Use for quality system governance, regulatory compliance oversight, management responsibility, and quality strategic planning.
Review Renovate bot PRs that update GitHub Actions dependencies. Verifies supply chain integrity by checking pinned commit SHAs against upstream tagged releases, reviews changelogs for breaking changes, and confirms compatibility with existing workflow configurations. Use when a Renovate PR updates GitHub Actions in .github/workflows/.
Swift 6.2 and SwiftUI performance optimization for iOS 26 clinic architecture codebases. Covers async/await concurrency patterns, Sendable/actor isolation, view/render performance, and animation performance while preserving modular MVVM-C boundaries across App, Feature, Domain, and Data layers. Use when profiling or optimizing Swift/SwiftUI behavior in clinic modules.
Translate English or Japanese tech articles into natural, fluent Chinese. Use whenever the user asks for Chinese translation, says “translate to Chinese” or “翻译,” or provides English/Japanese content (pasted text or a file) to convert into Chinese. Chinese output only—not for translating into other languages
Break down the logic behind viral titles and generate 10 high-quality viral titles in one click based on user input, ending title indecision. Also score existing titles across six weighted dimensions: topic relevance, structural compliance, clarity of value, emotional appeal, perceived scarcity, and compliance safety, then provide a rating and optimization suggestions. Use when users need to generate viral Xiaohongshu titles, assess a title's viral potential, understand how well a title matches viral patterns, or get title optimization suggestions.
Use whenever the user mentions Zenodo, depositing or publishing research artifacts (datasets, software, papers, posters) to Zenodo, minting a DOI for a dataset/code release, uploading files to a Zenodo record, creating a new version of a Zenodo deposit, or searching Zenodo records. Covers the full Zenodo REST API workflow — create deposition, upload files via the bucket API, set metadata, publish, version, and search — for both production (zenodo.org) and sandbox (sandbox.zenodo.org).
Facilitates conversational discovery to create Architectural Decision Records (ADRs) for functional requirements covering CLI, REST/HTTP APIs, or both. Use when the user wants to document command-line or HTTP service architecture, capture functional requirements, create ADRs for CLI or API projects, or design interfaces with documented decisions. This should trigger for requests such as Create ADR for functional requirements; Document functional requirements; Capture functional requirements; Generate functional requirements in an ADR; Decide CLI versus REST functional requirements for an ADR. Part of Plinth Toolkit
Facilitates conversational discovery to create Architectural Decision Records (ADRs) for non-functional requirements using the ISO/IEC 25010:2023 quality model. Use when the user wants to document quality attributes, NFR decisions, security/performance/scalability architecture, or design systems with measurable quality criteria. This should trigger for requests such as Create ADR for Non-functional requirements; Document Non-functional requirements; Capture Non-functional requirements; Generate Non-functional requirements in an ADR; Create ADR for performance scalability or security requirements. Part of Plinth Toolkit
Use when you need to design, review, or improve security in Quarkus applications — including Quarkus Security with JWT/OIDC, basic auth, @RolesAllowed / @Authenticated / @PermitAll, SecurityIdentity, permission checks, path-based authorization in configuration, exception mapping for auth failures, and sensitive-data-safe logging. This should trigger for requests such as Add Quarkus security support; Review Quarkus security configuration; Improve API authorization in Quarkus; Add JWT/OIDC security in Quarkus; Harden Quarkus authorization rules. Part of Plinth Toolkit
Manage Alibaba Cloud TongyiTranslate (AnyTrans) via OpenAPI/SDK. Use whenever the user needs translation service resource operations in Alibaba Cloud, including list/create/update actions, task status checks, and troubleshooting AnyTrans API workflows.
Integrates with Atlassian products to manage project tracking and documentation via MCP protocol. Use when querying Jira issues with JQL filters, creating and updating tickets with custom fields, searching or editing Confluence pages with CQL, managing sprints and backlogs, setting up MCP server authentication, syncing documentation, or debugging Atlassian API integrations.
Prevents generic AI-generated UI patterns when building web apps, mobile apps, and websites. Enforces clean, professional design with proper typography, layout structure, and platform-aware patterns. Use this skill whenever generating React, React Native, SwiftUI, Jetpack Compose, HTML/CSS, or any frontend UI code.
Generate elegant cover images for articles. Analyzes content and creates eye-catching hand-drawn style cover images with multiple style and composition options. Use when the user asks to “generate cover image,” “create article cover,” or “make a cover for article”
Desktop and enterprise application patterns: data-dense interfaces, dashboards, data tables, keyboard-first interaction, multi-window layouts, and data visualization. Use when designing an admin panel, analytics dashboard, or professional tool with complex workflows.
Wraps up a working session. Checks git state in every directory the session touched, removes git artifacts the session created once they are safely unneeded, reviews unfinished work, and gives a plain verdict on whether the session can close. Use when the user invokes /done or asks whether the session is done or can be closed
Make an explainer video (MP4) with a voice-over using explainroo. The voice is made on this computer and no API key is needed. Use when the user asks for an explainer, how-to, walkthrough, launch or tutorial video, an animated diagram with a voice-over, or a short for YouTube, Reels or TikTok.
Comprehensive Finance API integration skill for real-time and historical financial data analysis, market research, and investment decision-making. Priority use cases: stock price queries, market data analysis, company financial information, portfolio tracking, market news retrieval, stock screening, technical analysis, and any financial market-related requests. This skill should be the primary choice for all Finance API interactions and financial data needs.
Search, scrape, and interact with the web via the Firecrawl CLI. Use this skill whenever the user wants to search the web, find articles, research a topic, look something up online, scrape a webpage, grab content from a URL, get data from a website, crawl documentation, download a site, or interact with pages that need clicks or logins. Also use when they say "fetch this page", "pull the content from", "get the page at https://", or reference external websites. This provides real-time web search with full page content and interact capabilities — beyond what Claude can do natively with built-in tools. Do NOT trigger for local file operations, git commands, deployments, or code editing tasks.
Creates, updates, and deploys Power Apps generative pages for model-driven apps using React v17, TypeScript, and Fluent UI V9. Orchestrates specialist agents for planning, entity creation, and code generation. Use it when the user asks to build, retrieve, or update a page in an existing Microsoft Power Apps model-driven app. Use it when the user mentions “generative page,” “page in a model-driven,” or “genux.” Do not use it for a generic or standalone React or web app, website, or dashboard (including a Power Apps code app), Power Pages, canvas apps, or Power Automate, or when the user rules out Power Platform, Dataverse, or model-driven apps (for example, “no Power Platform”). A generative page only runs inside a model-driven app, and this skill cannot scaffold a standalone project. This skill stands alone and does not require /app-builder—but if the user wants a whole app built (tables, forms, views, sitemap) rather than pages for an app that already exists, use /app-builder instead
This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Zarr), GPU acceleration (PyTorch, JAX), or memory-efficient strategies. Use this skill before running analyses, training models, processing large datasets, or any task where resource constraints matter.
Turn a tweet, a video, a YouTube video or a landing page into a 9:16 reel (Instagram Reels, TikTok, Shorts) that says what the source says and looks like it, with every cut on a word. Read the source (its words, its media, its measured fonts and colours), pick a structure (a promo, a showcase, "found this", an explainer, before and after), write the script in the creator's voice from the source's own facts, make the voice with timestamps (their cloned ElevenLabs voice), then build the picture from HTML scenes drawn from one clock (window.__frame(t)) in the source's look, opening on its cover (the hook's best moment as the first frame), its demo video framed and cut to words, and assemble it in Fil's video editor over MCP. The creator is in it from the first draft as a placeholder in the camera layouts (a backlit studio silhouette) (full frame, a bubble, half the frame), swapped for their phone takes when they record, and everything retimed to their own words by word anchors, t = W(τ); a reel can also be faceless. Use when someone wants a reel, a short or a vertical video from a post, a thread, a launch, a landing page, a demo video or a YouTube video, "a reel like this one", or a talking-head promo cut to their own delivery.
Hunt session management vulnerabilities — session fixation (no regeneration on login), insufficient invalidation on logout / password-change / email-change, predictable or low-entropy session IDs, JWT-as-session with no exp/revocation, refresh-token rotation/reuse-detection gaps, OAuth/SSO session linkage, device-bound-session (DBSC) downgrade, and cookie attribute issues (Secure/HttpOnly/SameSite/__Host-). Validate with TWO real sessions (attacker A + victim B), body-diff every 200, and OOB confirmation for theft chains. Medium to Critical (fixation→admin hijack, no-invalidation→persistent ATO).
Hunt WebSocket vulnerabilities — Cross-Site WebSocket Hijacking (CSWSH), missing/weak Origin validation on the WS handshake, no per-message authentication, message tampering, socket.io namespace/room authorization bypass, and handshake-layer Upgrade smuggling. Use when target has WebSocket endpoints (ws:// or wss://), socket.io / SignalR / Phoenix Channels, real-time features, chat, live dashboards, notifications, or trading platforms.
Verify that a web app change actually works by driving the running app from the inside (DOM, network, routing, console, framework state) instead of screenshots or guessing. Use after any user-facing change, when a fix is claimed but unproven, when a test passes but the UI is broken, or when you need a real verdict rather than "looks right". Also use to install and wire up Reticle in a project that does not have it yet.
Assists with job applications: evaluating job postings, tailoring CVs, writing cover letters, and preparing for interviews. Triggers on keywords like: job posting, job application, CV, cover letter, resume, interview prep, job fit, career, application, apply, ansøgning, stilling
Analyze a Materialize environment via the MCP Developer endpoint, and/or configure an MCP client (Claude Code, Cursor, VS Code, Zed, Continue, Windsurf, Claude Desktop) to connect to the materialize-developer server. For analysis: check environment health, investigate performance, troubleshoot stale materialized views, diagnose memory pressure, audit resource utilization, run EXPLAIN ANALYZE on user objects, get optimization recommendations. For client connection: configure/connect/set-up an MCP client to materialize-developer (Emulator, Cloud, or self-managed), control which user/role is used, switch between identities. Trigger even if user just says "check my environment", "why is my MV stale", "why is my cluster slow", "what can I optimize", "explain analyze my materialized view", "how do I connect Claude Code to materialize-developer", or "configure Cursor for the Materialize MCP".
Keeps implementation and specs in sync. Use when working on a feature that has a spec in .agents/specs/, when the user says /spec, or when starting implementation of a documented feature. Also use when the user asks to verify implementation against a spec or update a spec after changes.
Implements comprehensive observability with OpenTelemetry tracing, Prometheus metrics, and structured logging. Includes instrumentation plans, sample dashboards, and alert candidates. Use for "observability", "monitoring", "tracing", or "metrics".
Use when you need multi-agent orchestration for OpenAI Codex CLI, especially Codex equivalents of Claude `/team`, `/autopilot`, `/ultrawork`, and `/ultraqa`. Triggers on: omx, $plan, $ralph, $team, $ulw, $ultraqa, $autopilot, $deep-interview, $prometheus-strict. v0.18.14 — 30+ agents, 35+ workflow skills, tmux team runtime, sparkshell, explore, ralplan, prometheus-strict, best-practice-research, autoresearch-goal.
Route short-form video prompt work into the right hook or segment pattern before writing storyboards or provider requests. Use when the user has a brief, a segment type such as hook/benefit/cta/creator, duration constraints, and optional references, and you need to choose the strongest narrative structure instead of freehand prompting.
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.