This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructu
Write optimized SQL for your dialect with best practices. Use when translating a natural-language data need into SQL, building a multi-CTE query with joins and
next-forge expert guidance — production-grade Turborepo monorepo SaaS starter by Vercel. Use when working in a next-forge project, scaffolding with npx next-for
Write flux commentary for every P&L and balance-sheet line over threshold — current vs prior period and vs budget, with the driver explained from underlying act
Generate realistic demo data for the experiment catalog including projects, experiments, permutations, results with metrics, metric definitions, and tags.
Builds AI agents on Cloudflare using the Agents SDK with state management, real-time WebSockets, scheduled tasks, tool integration, and chat capabilities. Gener
Switch from Docker to Apple Container for macOS-native container isolation. Use when the user wants Apple Container instead of Docker, or is setting up on macOS
Coordinate the end-to-end CAD/source-asset to SimReady workflow. Use for broad requests such as CAD to SimReady, source asset to simulation-ready USD, or prop p
Use when doing ANY task involving Rayfin — scaffolding, data models, decorators, auth, deployment, CLI commands, or client setup. Triggers: rayfin, rayfin init,
The base44 CLI is used for EVERYTHING related to base44 projects: resource configuration (entities, backend functions, ai agents), initialization and actions (r
Answers questions about what Azure SQL Developer (Private Preview) can and cannot do, and WHY it differs from Azure SQL Database in the Microsoft Azure cloud. U
Guide for using Netlify Blobs object storage. Use when storing files, images, documents, or simple key-value data without a full database. Covers getStore(), CR
Search across company knowledge bases (Confluence, Jira, internal docs) to find and explain internal concepts, processes, and technical details. When an agent n
Add a macOS menu bar status indicator for NanoClaw. Shows a bolt icon with a green/red dot indicating whether NanoClaw is running, with Start, Stop, and Restart
Guide for using the Netlify CLI and deploying sites. Use when installing the CLI, linking sites, deploying (Git-based or manual), managing environment variables
Install rtk token-compression proxy into agent containers. Routes Bash tool calls through rtk for 60–90% token savings on dev commands (git, cargo, pytest, dock
Use when designing a curl-piped install script for a project that cannot use uv tool install or npm publish — multi-service stacks (Docker Compose), raw TS/Reac
This skill should be used when users want to run any workload on Hugging Face Jobs infrastructure. Covers UV scripts, Docker-based jobs, hardware selection, cos
Use when doing ANY task involving Rayfin — scaffolding, data models, decorators, auth, deployment, CLI commands, or client setup. Triggers: rayfin, rayfin init,
Start or patch Dynamo router modes and run router endpoint smoke checks. Use for round-robin, KV-aware, least-loaded, or device-aware routing setup; use recipe-
Use when building a new CLI tool that needs one-line install via uv or npm, subcommand dispatch with a default action, or 3-tier config resolution (CLI flags, c
Expert guidance for Geistdocs, Vercel's documentation template built with Next.js and Fumadocs — MDX authoring, configuration, AI chat, i18n, feedback, deployme
Use when adding a doctor diagnostic command, self-update/upgrade mechanism, cross-platform service installation (systemd and launchd), or post-upgrade verificat
Zoom Meeting SDK for Windows - Native C++ SDK for embedding Zoom meetings into Windows desktop applications. Supports custom UI architecture with raw video/audi
Use when running tasks in Docker containers with safety limits, watchdog monitoring for resource enforcement, orphan container recovery, sidecar container provi
Design, critique, read, write, render, and implement UML and UML-like software diagrams. Use when the user mentions UML, sequence diagrams, class diagrams, acti
Converts Visual Studio extension (VSIX/VSSDK) projects from legacy project format to SDK-style. Handles VSSDK-specific concerns including package references, VS
Adds Aspire orchestration to an existing repository for inner-loop development and optional Azure deployment readiness. Use when asked to "aspirerify a project"