Skills
100,928 packaged capabilities and playbooks for agents. Install any of them with one command.
All
Launch and manage batch jobs on Lightning AI - run commands on cloud CPUs/GPUs from a Docker image or a Studio snapshot, monitor status, show live progress with an ETA and setback tracking (status-line bar + Monitor events), fetch logs, SSH into a running job or multi-machine worker, collect artifacts, and run multi-machine (distributed) training. Use when the user wants to run training, data processing, or any batch workload on lightning.ai, or asks to SSH into a job / MMT. Also load it before launching or resuming any job, even one driven by your own helper scripts, a handoff note or the summary of a compacted conversation, and load it again after a compaction; every such run needs the live progress bar from progress.py.
Consult other LLMs (GPT-4.1, o4-mini, Gemini 2.5 Pro, Claude Opus) for second opinions on complex bugs, hard problems, planning, and architecture decisions. Use proactively when stuck for 15+ minutes or facing complex debugging. Use when user says 'ask Gemini/GPT/Claude about X' or 'get a second opinion'.
Plan, implement, or improve an internationalization and localization strategy for UI content, formatting, and regional adaptation. Use when the user asks to add i18n, localize, translate, support multiple languages, handle regional formats, manage locale switching, or build a multilingual product.
List Bolna call violations (paginated, status-filtered), inspect violation details, and submit evidence files (screenshots, documents, compliance proofs) for review. Bolna flags calls that may breach content policy, regulatory rules (DNC, TRAI calling hours, DLT mismatches), or fraud heuristics. Use when monitoring compliance, resolving account warnings, building an ops workflow around violation review, or attaching evidence to dispute a flag.
Create comprehensive marketing content for themes, plugins, and web products. Generates organized folder structure with product descriptions, feature highlights, social media posts, email campaigns, video scripts, sales materials, and brand assets. Use when creating promotional content, announcements, or sales copy.
Product marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch playbooks, competitive battlecards, and international market entry guides. Use when developing positioning, planning product launches, creating messaging, analyzing competitors, entering new markets, enabling sales, or when the user mentions product marketing, positioning, GTM, go-to-market, competitive analysis, market entry, or sales enablement.
Design, select, and analyze waveforms for radar, sonar, and active sensing using the Phased Array System Toolbox. Covers LFM, NLFM, FMCW, phase-coded, CW, stepped FM, custom IQ, ambiguity functions, sidelobe reduction, and Doppler tolerance. Key objects: phased.LinearFMWaveform, phased.NonlinearFMWaveform, phased.CustomFMWaveform, phased.PhaseCodedWaveform, phased.FMCWWaveform, phased.SteppedFMWaveform, phased.MFSKWaveform, phased.RectangularWaveform, nlfmspec2freq, shapespectrum, ambgfun, pambgfun, sidelobelevel, legendreseq, mlseq, radarWaveformGenerator.
Detect and validate GPU availability for MATLAB GPU computing. Use when the user can't use their GPU, or is setting up or selecting a GPU. Triggers on: gpuDevice, GPU setup, check GPU, GPU not found, GPU not working, can't use GPU, GPU not available, unable to find a supported GPU device, compatible GPU, canUseGPU, validateGPU.
Generate correct MATLAB code using the Symbolic Math Toolbox. Use when the user asks for symbolic computations, analytical solutions, symbolic differentiation/integration, equation solving, or converting symbolic results to numeric MATLAB functions. Also use when converting differential equations to transfer functions or state-space form.
Guidance for implementing CollectionView in .NET MAUI apps — data display, layouts (list & grid), selection, grouping, scrolling, empty views, templates, incremental loading, swipe actions, and pull-to-refresh. USE FOR: "CollectionView", "list view", "grid layout", "data template", "item template", "grouping", "pull to refresh", "incremental loading", "swipe actions", "empty view", "selection mode", "scroll to item". DO NOT USE FOR: simple static layouts (use maui-data-binding), map pin lists (use maui-maps), or table-based data entry forms.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Guidance for managing AI agents at enterprise scale with Microsoft Agent 365 - the control plane that lets admins observe, govern, and secure every agent (Microsoft, Copilot Studio, and third-party) from a single registry, using Microsoft Entra Agent ID for identity, Microsoft Purview for data security, and Microsoft Defender for runtime threat protection. WHEN: Microsoft Agent 365, Agent 365, manage agents at scale, agent control plane, agent registry, agent map, observe govern secure agents, Entra Agent ID, agent identity lifecycle, third-party agent governance, secure AI agents tenant-wide, agent sprawl, agent inventory. DO NOT USE for Purview-only data controls on a single agent (use purview-agent-365-security) or end-user Copilot oversharing (use purview-copilot-oversharing).
Microsoft Excel API integration with managed OAuth. Read and write Excel workbooks, worksheets, ranges, tables, and charts stored in OneDrive. Use this skill when users want to read or modify Excel spreadsheets, manage worksheet data, work with tables, or access cell values. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway).
Use this skill when the user needs to set up production monitoring, track app health, configure error alerts, or respond to incidents. Also use when the user says 'my app went down,' 'how do I know if something breaks,' 'set up alerts,' 'is my app healthy,' or 'I found out from a user that my site was down.' Covers error tracking, uptime monitoring, performance metrics, and incident response for SaaS applications.
Build MoonShine admin panel UI with Blade components — tables, forms, cards, modals, navigation, and page layouts. Use when creating admin interfaces, data tables with actions, form layouts, or any UI using MoonShine's component library.
Movement and trajectory analytics from GPS/GNSS tracks: cleaning, stop/trip detection, road-network map matching, speed/direction, flow aggregation, and origin-destination construction. Use for fleets, human mobility, animal tracking, AIS, or sports tracks. Trigger on GPS points, GPX, trajectories, stop detection, map matching, or timestamped positions per moving object. Also invoke for privacy, aggregation, de-identification, or release of individual trajectories. Use network-accessibility-analysis for hypothetical routes, isochrones, or static OD costs without observed tracks.
Stereonet plots for structural geology using matplotlib. Create lower-hemisphere stereographic projections for orientation data. Use when the agent needs to: (1) Create stereonet plots for structural data, (2) Plot planes as great circles or poles, (3) Plot lineations with trend/plunge, (4) Generate density contours for orientations, (5) Calculate mean orientations and statistics, (6) Analyze fold axes with pi-diagrams, (7) Convert between strike/dip and trend/plunge formats.
Generate images from text prompts using Google Nano Banana (Gemini image generation) via eng0 data API. Use when user asks to generate, create, or make images, pictures, illustrations, or artwork from descriptions. Triggers include "generate image", "create image", "make a picture", "draw", "illustrate", "image of", "picture of", "nano banana". Do NOT use for image editing or manipulation of existing images.
NestJS best practices and architecture patterns for building production-ready applications. This skill should be used when writing, reviewing, or refactoring NestJS code to ensure proper patterns for modules, dependency injection, security, and performance.
Always invoke for access to facilities or opportunities by walking, driving, cycling, or public transport, even for a conceptual question with no routing terms or data yet. Covers hospital and service access, transit/GTFS, routes, isochrones, OD matrices, closest facility, 2SFCA, walkability, coverage, and equity. Invoke when Euclidean buffers proxy for network access. Use movement-trajectory for observed tracks and MCDA for suitability without network costs.
(NS) Verify internal consistency of requirements.md and adherence to project rules before task generation. Use whenever the user asks to analyze or validate requirements, after scope confirmation, or after manual edits to requirements — also automatically between Gate 2 and task generation. Appends Consistency status (Approved|Reproved) to requirements.md; on Reproved informs the user and stops. Do NOT generate tasks or consistency-report.md.
(NS) Consolidate delivered deltas into living domain specs under docs/specs/ — INDEX.md and per-domain markdown. Use after version closure when requirements, Approved code review, and execution-handoff exist; in ad-hoc mode when ns-code-coder (or the human) passes an Approved behavioral diff and docs/specs/ already exists; or in appearance mode from ns-proto-creator / ns-proto-visual-guide (no Code Review gate) for product-visible UX behavior. Updates specs incrementally; never overwrite unrelated content. Do NOT run Version/Ad-hoc before code review approval; appearance mode is the exception for prototype/visual handoff.
(NS) Transform atomic implementation work into rich task markdown files for backend and frontend layers with dependencies, estimates, and layer-specific checklists. Use during SDD planning when generating task-NNN-*.md from requirements features — not for E2E or unit test tasks (use specialized generators). Requires requirements.md. Output English task files under version tasks folder.
(NS) Partition a large master requirements.md into executable subversions with version-roadmap.md and slice requirements excerpts — without generating tasks. Use when a version has too many features for one planning cycle or the user asks to split a version — after Gate 1 requirements confirmed. Do NOT generate task-NNN files (planning per slice comes later).
Nuxt SEO optimization guidelines for Cloudflare-deployed applications. Covers dynamic OG image generation on CF Workers, page SEO composables, JSON-LD structured data, SSR externals, and Nitro configuration. Triggers on tasks involving SEO, meta tags, OG images, Open Graph, Satori, social sharing, or Cloudflare Workers deployment.
This skill should be used when the user asks to "generate documentation", "document this project", "create docs", "write documentation", "update documentation", "document all APIs", "generate onboarding docs", "create developer docs", or needs comprehensive codebase documentation. Orchestrates parallel AI agents to analyze code and produce documentation files.
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.