Skills
96,770 packaged capabilities and playbooks for agents. Install any of them with one command.
Other
Searches and retrieves MLflow documentation from the official docs site. Use when the user asks about MLflow features, APIs, integrations (LangGraph, LangChain, OpenAI, etc.), tracing, tracking, or requests to look up MLflow documentation. Triggers on "how do I use MLflow with X", "find MLflow docs for Y", "MLflow API for Z".
Draw how any system moves between states, such as a product flow, a protocol, or a service, as a Mermaid statechart from a TLA+ model. Each bug is a numbered path with blue borders to a state that breaks a rule. Use for /statechart, to show a bug as a path through states, or to turn an agreed chart into a TLA+ skeleton.
Bring the repository's documentation in line with the code — find where the docs and the code disagree, and fix the docs (or, in check mode, only report it). Use after a feature, fix, or architectural change; when the user asks to update or audit the docs; and from ship and end-session, which run it scoped to a branch's diff.
Close out a work session — capture what was learned into memory, bring GitHub issues, the board, human follow-ups and docs up to date, and clean the local workspace. Use when the user says "end session", "wrap up" or "done for the day", or when the handoff skill reaches its end-session step.
Respond from a Montessori perspective—observation first, respect for the child, and the environment as teacher. Use when the user explicitly requests this perspective, mentions “montessori-perspective,” or wants to apply its core approach to analyze a problem; do not trigger automatically for general questions.
Ship the current branch — evaluate its SemVer release impact, refresh the docs, write the changelog entry for the version this merge will mint, file its human follow-ups, run the fast checks, push, and open or update the PR. Use when a feature branch is ready for review, or when the user says "ship it", "open a PR", or "push this".
Address the maintainers' review comments on a draft PR that the Issue triage workflow opened, unattended inside the PR revision GitHub Actions workflow (.github/workflows/revision.yml), which a needs-revision, needs-revision-mac or needs-revision-win label on the PR starts. Changes the code as the comments ask, verifies it on the runner, and leaves one commit for the workflow to push to the same PR. Only for that workflow.
Cut clips and highlights from a video. Use when the user wants a clip of a time range, a highlight reel of the moments that match a prompt ("every product demo", "the goals in this match"), a supercut across several videos, a vertical or square cut for Shorts, Reels or TikTok, a thumbnail, or an MP4 to download. One moment found by what was said is video-search, which also cuts that clip; joining whole videos with transitions is video-edit. Works on YouTube links, public URLs and the user's VideoDB videos.
Build interactive games using Augmented Reality (AR) and camera-based motion and gesture tracking for Smart TVs, Interactive Flat Panels (IFP), digital whiteboards, or laptop webcams. Students can interact at the front of the classroom without touching a physical screen.
End-to-end Course & Class Management coordinator. Guides teachers, lecturers, and instructors from RPS/RPP analysis, teaching module creation, tiered exercises, 16:9 slides, web and AR gamification, automated assignment assessment, OBE dashboards, portfolio reporting, through to textbook connections.
Design and create interactive, web-based educational mini-games (HTML5 Canvas/JS/CSS) for each lesson. Turn teaching topics into concept-sorting games, logic puzzles, quick-guess arenas, branching scenario simulations, or crosswords playable in desktop or mobile browsers.
Builds a one-screen executive report dashboard for teachers and lecturers. Presents all key class indicators (assignment submission rate, average CPMK, grade distribution, alerts for students needing attention) with a responsive Mobile-View First design and strict credential security.
Builds a professional Excel spreadsheet workbook (.xlsx) for calculating Outcome-Based Education (OBE) assessment fulfillment, mapping CPL and CPMK attainment per student, grade distribution matrices, and visualizing accreditation achievement charts.
Organizes and builds a per-session/class-meeting directory structure for courses or classes interactively and with full confirmation. Prepares subfolders for materials, presentations, exercises, games, practical work, and student assignment submissions.
Generates periodic learning progress report files and individual student learning portfolio books in Microsoft Word (.docx) or Excel (.xlsx) format, presenting work samples, grade history, and reflections on competency attainment.
Automatically assess student assignment files collected in the submissions folder against a grading rubric. Provide transparent analytical scores and constructive formative feedback, and automatically identify remedial and enrichment needs.
Use tdir-cli to query and directly generate the EMDR security operations threat daily report (including security incidents, endpoint and insight/ticket distribution, response times, and items requiring attention). Use when the user requests generating, recalculating, or reviewing an EMDR threat daily report or operations daily report. Does not handle TDIR global weekly reports, in-depth forensics of individual insights, or security incident response.
Edit and compose video on a timeline. Use when the user wants to add background music, a voiceover or another audio track, put text, a logo or an image overlay on a video, join several videos or images into one with fades or other transitions, add animated or word-by-word karaoke captions, change the resolution or aspect ratio of a composition, or generate music, voiceover, images or video with AI for a composition. Static subtitles with a chosen font and position belong to video-subtitles.
Find a moment in a video or ask a question about it. Use when the user wants to search inside a video, a library, or a meeting recording (“find where they talk about pricing,” “which scenes show a phone,” “what did she say about hiring”), get an answer with timestamps, count what appears, or get a clip of that moment. A highlight reel from a prompt, a cut by time range, or a vertical cut is video-clips. Works on YouTube links, public URLs and the user's VideoDB videos.
Subtitles, captions and transcripts for a video or audio file. Use when the user wants a transcript (plain or timestamped) of a video, podcast or call recording, static subtitles burned in with a chosen font, colour and position, a transcript or subtitles translated into another language, or dubbing. Animated or karaoke captions belong to video-edit. Works on YouTube links, public video URLs, audio files and media already in the user's VideoDB account.
Generates interactive quizzes and assignments based on educational board games (snakes and ladders, crossword puzzles, concept Monopoly, academic bingo, question mazes, spin wheels/Jeopardy) as standalone interactive HTML5 and printable worksheets (PDF/A4).
Produz aulas guiadas em HTML sobre qualquer assunto — telas curtas com pouco texto, um botão Continuar, mocks realistas da ferramenta ou situação, diagramas animados e prática com feedback — e as revisa quadro a quadro via Playwright. Use quando o usuário quiser aprender nesse formato ou transformar material em uma aula interativa. Pergunta apenas idioma, assunto e profundidade ou quantidade de telas; executa pesquisa, roteiro, design, motion, captura, correção e entrega com os recursos incluídos.
Make videos in pure code (mp4, 16:9 and 9:16): narrated explainers with captions and music, and promo / launch videos for websites, apps and software with beat-synced music and sound effects. The user picks only the style: whiteboard, risograph, ink-wash (水墨), launch motion, origami, pop art, op art, Matisse cut-outs, ASCII art, shadow puppets (皮影戏), Bauhaus, pixel art, chat log, toy 3D, old newsreel, film-room breakdown, suspense mystery, isometric miniature world, movie trailer, news clippings, manga (日漫), animated map. Use for science / concept explainers, problem walkthroughs, vocabulary, history, places and maps, how-tos, news / data, and product promos from a URL. Use when the user asks for an "explainer video", "whiteboard animation", "a promo / launch video for this website / app", or in Chinese "做个科普视频" "把这道题做成讲解视频" "白板动画" "讲个历史故事的视频" "给这个网站 / App 做个宣传片" "产品发布视频", or names one of the styles (孔版印刷, 水墨, 折纸, 波普, 欧普, 剪纸, 字符画, 皮影戏, 包豪斯, 像素, 聊天记录, 玩具三维, 老新闻片, 录像分析, 悬疑探秘, 等距微缩世界, 电影预告片, 剪报解说, 日漫, 地图动画).
100 questions about Binance Agentic Wallet. Uses Chinese Q&A to guide an agent in understanding Binance on-chain wallets, choosing official baw routes, checking transaction approvals and risk boundaries, and designing constrained automation extensions. Covers meme coin risks and honeypot detection, rug pull prevention, and verifying smart-money signals. For product questions, troubleshooting, trading strategy constraints, meme coin risk control, and wallet workflows; does not replace the official wallet skill and is not for placing Binance exchange futures orders.
Runs a local (LAN) and instant public host (Zero-Config Tunneling via Cloudflare/Localtunnel) for simultaneous multiplayer educational quizzes and board games in a classroom, without router configuration or a paid domain. Includes an automatic gradebook (real-time grade ledger), instant QR Codes for student smartphones, and export of grade summaries to Excel/JSON.
Assess, set up, and verify how an AI development environment uses an organization's actual design system. Use when someone wants to keep AI on their system's rails, connect system knowledge and tools to coding agents, establish reuse and gap policies, or check whether those guardrails work. Focuses on the workflow and its evidence; ordinary page building or a full system inspection alone does not require this skill.
Help a person with no prior knowledge decide whether their website needs a content management system (CMS), and set it up if needed, for example Strapi in Docker on the Albatros server, accessible through a secure tunnel. Explain CMS using the image of a bulletin board. Use this skill for “CMS,” “Strapi,” “change content myself without code,” “blog,” “news,” “manage events,” “my colleague should be able to edit text,” “WordPress,” and “admin area.”
Work step by step with a person who has no prior knowledge and their AI to improve a small website's usability and appearance. First review it from three perspectives (flows, access, states, and language), then fix usability, offer three clearly different directions to choose from, set fixed values for colors, typography, and spacing (tokens), and rebuild all pages with photos at mobile and desktop widths. Use this skill for “design,” “looks boring,” “looks homemade,” “make it prettier,” “colors,” “font,” “redesign,” “three options,” “looks unprofessional,” and “layout.”
Help the person create an honest budget for their project: Albatros subscription, domain, AI subscription, email, add-on services, and later a server of their own. Explain which costs are fixed and which are variable, how to avoid unpleasant surprises, and when moving is worthwhile. Use this skill for “what does this cost,” “costs,” “prices,” “too expensive,” “budget,” “bill,” “is it worth it,” “how much does a server cost,” and before the person adds a new paid service.
Check a US stock watchlist for price alerts - price above/below, % daily move, gaps, 52-week highs/lows, moving-average crosses, RSI, ATM IV, volume spikes, intraday range, stop/target hits, and upcoming earnings - with dedupe, cooldowns, NYSE market hours, optional ntfy/Slack/webhook delivery, pre/after-market, holidays and US/Eastern time. Use when the user asks "any alerts?", "check my watchlist", "alert me if AAPL drops below 200", "send alerts to ntfy", or when running a scheduled/heartbeat check
Backfill an existing product's screens into your design system's Storybook as representative page templates, rebuilt from the LOCAL design system wherever the product already uses it, with every region that isn't from the system flagged in plain sight. Use when the user says \"get this product into Storybook\", \"backfill our screens\", \"represent this product in the design system\", \"I want to see how a component change ripples across products\", \"relocate these pages into Storybook\", or names a product (a site, an app, a repo, a URL) and a Storybook. Relocation, not translation: it moves screens in and flags what isn't from the system; it never converts bespoke UI onto the system (that's vibe-killer) and never plans a migration (that's ds-adoption-plan). Also runs a refresh that reports how far the product has drifted from its Storybook copy since the last capture.
Help a person with no prior knowledge secure their project using the image of a house with keys, a safe, windows, and locks: never put secrets in the logbook (Git), but in .env on the server (and, if the conveyor belt needs one, in the harbor's safe); immediately regenerate accidentally published keys; use one key per purpose; leave open only the necessary doors; keep things updated. Use this skill for “security,” “password in code,” “API key,” “.env,” “Secret,” “I uploaded a key to GitHub,” “is my site secure,” “hacked,” “updates,” “firewall,” and before adding a new secret to the project.
Manage a US stock/ETF watchlist file: add, remove, update, list and validate tickers with thesis, entry, price targets, stop, tags, and per-ticker alert rules. Use when the user says things like “add NVDA to my watchlist”, “set a stop on AAPL at 210”, “what's on my watchlist”, “remove TSLA”, or “tag these as semis”.
Prüft und verbessert die Barrierefreiheit einer kleinen Webseite mit einer Person ohne Vorwissen, nach WCAG 2.2 AA in einfachen Worten: Kontrast, Schriftgrösse und Zoom, Bildbeschreibungen, Bedienung mit der Tastatur, Formulare, Vorlesen, Bewegung. Ergebnis ist ein Prüfprotokoll in docs/barrierefreiheit.md. Nutze den Skill bei «Barrierefreiheit», «barrierefrei», «Accessibility», «a11y», «WCAG», «Kontrast», «Alt-Text», «Screenreader», «für ältere Menschen lesbar», «mit Tastatur bedienen».
Use when an agent needs live China travel data — geocoding, POI search, driving routes and map tiles (高德 Amap), flight schedules, transfers and fares (飞常准 Variflight), high-speed rail tickets (携程 Ctrip), weather and city coordinates (Open-Meteo) — or the planning order and mode trade-offs behind a trip. Triggers on 查航班 / 查火车票 / 查天气 / 查景点坐标 / 查驾车距离 / 行程该先定什么. Not for generating a full itinerary or shortlisting attractions.
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.