Tools

Orchestrate multi-agent systems with handoffs, routing, and workflows across AI providers.Use when building complex AI systems requiring agent collaboration, task delegation, or workflow coordination.Trigger with phrases like "create multi-agent system", "orchestrate agents", or "coordinate agent workflows".

Use when you need to work with database migrations.This skill provides schema migration management with comprehensive guidance and automation.Trigger with phrases like "create migration", "run migrations",or "manage schema versions".

Build automated machine learning pipelines with feature engineering, model selection, and hyperparameter tuning.Use when automating ML workflows from data preparation through model deployment.Trigger with phrases like "build automl pipeline", "automate ml workflow", or "create automated training pipeline".

Use when you need to work with database schema design.This skill provides schema design and migrations with comprehensive guidance and automation.Trigger with phrases like "design schema", "create migration",or "model database".

Validate messaging consistency across website, GitHub repos, and local documentation generating read-only discrepancy reports. Use when checking content alignment or finding mixed messaging. Trigger with phrases like "check consistency", "validate documentation", or "audit messaging".

Use when you need to work with database operations.This skill provides database management and optimization with comprehensive guidance and automation.Trigger with phrases like "manage database", "optimize database",or "configure database".

Use when you need to work with ORM code generation.This skill provides ORM model and code generation with comprehensive guidance and automation.Trigger with phrases like "generate ORM models", "create entity classes",or "scaffold database models".

Manage use when you need to work with backup and recovery. This skill provides backup automation and disaster recovery with comprehensive guidance and automation. Trigger with phrases like "create backups", "automate backups", or "implement disaster recovery".

Use when you need to work with auto-scaling.This skill provides auto-scaling configuration with comprehensive guidance and automation.Trigger with phrases like "configure auto-scaling", "set up elastic scaling",or "implement scaling".

Use when you need to work with backup and recovery.This skill provides backup automation and disaster recovery with comprehensive guidance and automation.Trigger with phrases like "create backups", "automate backups",or "implement disaster recovery".

Use when you need to work with cloud cost optimization.This skill provides cost analysis and optimization with comprehensive guidance and automation.Trigger with phrases like "optimize costs", "analyze spending",or "reduce costs".

Use when you need to work with deployment and CI/CD.This skill provides deployment automation and pipeline orchestration with comprehensive guidance and automation.Trigger with phrases like "deploy application", "create pipeline",or "automate deployment".

Create and manage datasets on Hugging Face Hub. Supports initializing repos, defining configs/system prompts, and streaming row updates. Designed to work alongside HF MCP server for comprehensive dataset workflows.

This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.

Use this skill when the user wants to build tool/scripts or achieve a task where using data from the Hugging Face API would help. This is especially useful when chaining or combining API calls or the task will be repeated/automated. This Skill creates a reusable script to fetch, enrich or process data.

Download videos, audio, subtitles, and clean paragraph-style transcripts from YouTube and any other yt-dlp supported site. Use when asked to “download this video”, “save this clip”, “rip audio”, “get subtitles”, “get transcript”, or to troubleshoot yt-dlp/ffmpeg and formats/playlists.

Replace text in fillable PDF forms by updating form field values. This skill should be used when users need to update names, addresses, dates, or other text in PDF form fields.

Native macOS/iOS app performance profiling via xctrace/Time Profiler and CLI-only analysis of Instruments traces. Use when asked to profile, attach, record, or analyze Instruments .trace files, find hotspots, or optimize native app performance without opening Instruments UI.

Use when profiling native macOS or iOS apps with Instruments/xctrace. Covers correct binary selection, CLI arguments, exports, and common gotchas.

Design command-line interface parameters and UX: arguments, flags, subcommands, help text, output formats, error messages, exit codes, prompts, config/env precedence, and safe/dry-run behavior. Use when you’re designing a CLI spec (before implementation) or refactoring an existing CLI’s surface area for consistency, composability, and discoverability.