Skills
99,448 packaged capabilities and playbooks for agents. Install any of them with one command.
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Build a terminal-style, always-running animated architecture diagram (a "live panel") from a JSON config and render it to an mp4. Use when the user wants a system, agent or org architecture diagram that looks like a monitoring dashboard in a terminal window - fixed layout, glowing packets on the wires, scrolling log, counters, bars that flip state - as a screen-recording-style video or a live web page, instead of a static picture or a step-by-step reveal. 中文：当用户要做"活的"架构图、agent 树或系统监控面板风格的动画（mp4 视频或循环网页）时使用——终端里一直在跑的监控面板外观，固定布局、线上流动的数据包、滚动日志、翻转的计数器和状态条；不是静态图，也不是分步演示。
Logo design principles and AI image generation best practices for creating logos. Covers logo types, prompting techniques, scalability rules, and iteration workflows. Use for: brand identity, startup logos, app icons, favicons, logo concepts. Triggers: logo design, create logo, brand logo, logo generation, ai logo, logo maker, icon design, brand mark, logo concept, startup logo, app icon logo
Generate a magazine-style character sheet from a portrait. Provide EITHER portrait_url (must be R2-hosted) OR portrait_image_base64 (PNG/JPEG, ≤10 MB; the API will upload it to R2 first). Optional ≤10-word description for name/age/vibe hints.
CRITICAL: Use for Makepad 2.0 performance optimization and debugging. Triggers on: makepad performance, makepad debug, makepad profiling, makepad gc, new_batch, texture_caching, render optimization, draw batching, mod.gc, garbage collection, memory, debug logging, troubleshoot, ViewOptimize, PortalList, CachedView, render tree, invisible text, text disappears, UI freezes, scroll stuttering, 性能, 调试, 优化, 垃圾回收, 渲染, 批处理, 日志
CRITICAL: Use for Makepad 2.0 theme system. Triggers on: makepad theme, theme variable, theme color, theme font, theme spacing, dark mode, light mode, theme switching, mod.themes, theme_mod, theme.color_, theme.font_, theme.space_, theme.mspace_, 主题, 颜色, 字体, 暗色模式, 亮色模式, 主题切换, 样式
Guide users step-by-step through manually testing whatever is currently being worked on. Use when asked to "test this", "verify it works", "let's test", "manual testing", "QA this", "check if it works", or after implementing a feature that needs verification before proceeding.
MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when the user needs help with MATLAB syntax, functions, or wants to convert between MATLAB and Python code. Scripts can be executed with MATLAB or the open-source GNU Octave interpreter.
Generates MATLAB Object Relational Mapping (ORM) code using Database Toolbox. Use when mapping MATLAB classes to database tables, reading/writing objects with ormread/ormwrite/ormupdate, defining Mappable classes, converting classes to SQL with orm2sql, or using object-oriented database workflows.
Model a Phase-Locked Loop (PLL) IC from its datasheet or system specs using Mixed-Signal Blockset. Without this skill, agents universally select the wrong solver and produce non-functional PLL models — 100% of unguided attempts fail. Covers Integer-N, Fractional-N, Dual Modulus architectures, loop filter design, lock time optimization, VCO phase noise configuration, and msbPllArchitectures/msbPllFoundation block assembly. Use when: PLL modeling, frequency synthesizer design, phase noise simulation, lock time analysis, charge pump design, loop filter tuning, datasheet-to-model, Mixed-Signal Blockset PLL, msbPllArchitectures.
.NET MAUI app icon configuration, splash screen setup, SVG to PNG conversion at build time, composed/adaptive icons, and platform-specific icon and splash screen requirements for Android, iOS, Mac Catalyst, and Windows. USE FOR: "app icon", "splash screen", "MauiIcon", "MauiSplashScreen", "adaptive icon", "change app icon", "launch screen", "SVG icon", "foreground tint", "icon resize". DO NOT USE FOR: in-app images or image loading (use maui-performance), theming or colors (use maui-theming), or custom drawing (use maui-graphics-drawing).
Guidance for localizing .NET MAUI apps: multi-language support via .resx resource files, culture resolution and runtime switching, RTL layout, platform language declarations (iOS/Mac Catalyst Info.plist, Windows Package.appxmanifest), and image localization strategies. USE FOR: "localization", "multi-language", "resx resource", "translate app", "RTL layout", "culture switching", "localize strings", "right-to-left", "language support MAUI", "Info.plist languages". DO NOT USE FOR: theming or visual styles (use maui-theming), accessibility labels (use maui-accessibility), or content from REST APIs (use maui-rest-api).
Add secure storage to .NET MAUI apps using SecureStorage.Default. Covers SetAsync, GetAsync, Remove, RemoveAll, platform setup (Android backup rules, iOS Keychain entitlements, Windows limits), common pitfalls, and a DI wrapper service for testability. USE FOR: "secure storage", "SecureStorage", "store token securely", "Keychain", "Android Keystore", "save secret", "encrypted storage", "store credentials", "sensitive data storage". DO NOT USE FOR: general file storage (use maui-file-handling), SQLite databases (use maui-sqlite-database), or authentication flows (use maui-authentication).
Interact with MCP (Model Context Protocol) servers using the mcporter CLI. Use this skill when you need to list available MCP servers, view tool schemas, call MCP tools, manage OAuth authentication, or generate CLI wrappers and TypeScript types for MCP servers.
Merge the current feature branch into main and (optionally) clean up the branch and worktree. Prefers fast-forward (--ff-only) for linear history; falls back to a merge commit (--no-ff) when the branch has diverged or the user wants the merge commit preserved. Interactive cleanup at the end. USE WHEN asked to "merge to main", "merge and cleanup", "integrate the feature branch", or "finish this branch" — i.e. a direct local merge with no review gate. For PR-based delivery (push → open a PR → link a work item → clean up after merge), use the `ship` skill instead.
End-to-end Metabase BI development: design, build, and manage dashboards, questions (cards), snippets, and collections — as code (a dashboard kept as YAML + SQL files with pull/diff/push), with pictures and PDFs of charts and dashboards so you can check what you built, alerts and email/Slack subscriptions, change history and revert, and browser sign-in. Use this skill whenever the user mentions metabase, dashboard creation, BI dashboard, analytics dashboard, metabase question, metabase card, MBQL query, native SQL question, metabase snippet, metabase collection, visualization settings, dashboard filters, parameter mappings, dashboard screenshot/PDF, dashboard subscription, metabase alert, or wants to create/edit/manage any Metabase content. Also use when the user wants to build a reporting dashboard, KPI scorecard, or data exploration tool backed by a SQL database. Covers chart formatting, number formatting, conditional formatting, dashboard layout, and the full lifecycle: requirements → design → SQL → build → visual check → test → share. Works with multiple Metabase instances. Always use this skill for any Metabase-related task.
Fetch metadata and manifest info for a remote Module Federation module — publicPath, remoteEntry, type file URLs, and the module's remotes/exposes/shared from its mf-manifest.json. Two modes: (1) inside a consumer project, pass only the remote name and the entry URL is resolved from mfConfig.remotes; (2) outside a consumer project, pass the remote name plus its remoteEntry URL directly. To inspect the current project's own config, use mf-context instead.
Restaurant Video Maker — Create Menu, Ambiance and Promo Videos for Restaurants. The seasonal menu drops Friday and all you own are iPhone shots of plated dishes under fluorescent kitchen light. A thirty-second clip of that duck confit with steam curling off the glaze would pack the dining room — but hiring a videographer for one dinner service costs more than the ingredients. Gather dish photos, dining- room b-roll, and the candlelit ambiance footage the hostess captured on her break. The AI corrects kitchen fluorescents to warm golden tones, pans slowly across each plate with appetizing motion, overlays dish names and prices in your menu typeface, and scores the piece with acoustic guitar that whispers "neighborhood gem." Render a thirty-second Reel tagging your location, a fifteen-second teaser for your Google Maps listing, and a widescreen loop for the TV behind the bar. Swap dishes when the chef rotates the carte without rebuilding anything. Crafted for independent bistros hyping nightly specials, fast-casual chains unifying location content, caterers assembling event lookbooks, and food truck operators who squeeze filming between lunch rush tickets. Supports mp4, mov, webm, jpg, png.
Migrate workloads from Google Cloud Platform to AWS — including AI and agentic workloads regardless of cloud provider. Triggers on: migrate from GCP, GCP to AWS, move off Google Cloud, migrate Terraform to AWS, migrate Cloud SQL to RDS, migrate GKE to EKS, migrate Cloud Run to Fargate, Google Cloud migration, migrate from OpenAI to Bedrock, move off OpenAI, switch from ChatGPT API to AWS, migrate from Gemini to Bedrock, migrate LangChain to Bedrock, migrate LangGraph to AWS, migrate agentic workloads to AWS, move AI workloads to AWS, migrate my AI app to AWS. Runs a 6-phase process: discover GCP resources from Terraform files, app code, or billing exports, clarify migration requirements, design AWS architecture, estimate costs, generate migration artifacts, and collect optional feedback. Clarify must finish before Design, Estimate, or Generate. Includes AI provider migration guidance (for example, OpenAI to Amazon Bedrock) by selecting closest-fit Bedrock model families for required modality, latency/quality targets, context windows, and cost constraints. Model mapping is compatibility-guided, not 1:1 parity; validate prompts, tool-calling behavior, and eval metrics before cutover. Do not use for: Azure or on-premises migrations to AWS, AWS-to-GCP reverse migration, general AWS architecture advice without migration intent, GCP-to-GCP refactoring, or multi-cloud deployments that do not involve migrating off GCP.
Speech synthesis using MiMo-V2.5-TTS models. Supports preset voice synthesis, text-to-voice design, voice cloning, natural language style control, and streaming output. Trigger whenever the user wants to generate speech audio from text, especially with Chinese voices and style control. Requires MIMO_APIKEY environment variable.
Activate this skill when the user faces an important decision, evaluates others' behavior, diagnoses group phenomena, or reflects on their own judgment biases. Typical trigger signals: the user needs to check for cognitive traps before a major choice; the user finds that they or others have acted "illogically" and needs an explanation; the user tries to understand why a group collectively errs. Not applicable to purely technical decisions (such as math computation or code debugging) or emotional soothing scenarios.
This skill should be used when the user asks to adapt pretrained, foundation, language, vision, multimodal, or embedding models. PROACTIVELY activate for: (1) transfer learning, full fine-tuning, frozen backbones, adapters, LoRA, QLoRA, AdaLoRA, PEFT, (2) Hugging Face Transformers, Diffusers, Accelerate, TRL, RLHF, DPO, preference tuning, alignment, (3) dataset preparation, instruction tuning, chat templates, tokenization, packing, catastrophic forgetting, (4) RAG, vector databases, embedding optimization, reranking, (5) multimodal and edge fine-tuning. Provides: safe, efficient fine-tuning and adaptation guidance.
Verify the serving stack with a user-specified target model. Runs twice: first with FlagGems/FlagCX disabled (isolate model-specific errors), then with full multi-chip stack enabled. Diffs the two runs to pinpoint which layer caused any failure.
Auto-update the show-me-the-money skill suite to the latest version. One command checks npm for a new version, downloads it, replaces the installed skills, and shows what changed. Use when the user wants to update skills, check for new versions, or says 'upgrade money', 'update skills', 'latest version', 'auto-update', or 'check for updates'.
MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating from SQL, or troubleshooting performance issues caused by schema problems. Triggers on "design schema", "embed vs reference", "MongoDB data model", "schema review", "unbounded arrays", "one-to-many", "tree structure", "16MB limit", "schema validation", "JSON Schema", "time series", "schema migration", "polymorphic", "TTL", "data lifecycle", "archive", "index explosion", "unnecessary indexes", "approximation pattern", "document versioning".
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.