data Skills

Use when animating modals, dialogs, popovers, or overlay content to create smooth entrances and exits

Provides comprehensive guidance for Modao prototyping tool including rapid prototyping, component libraries, and collaboration. Us...

For understanding what each mode does, which mode is best (most appropriate mode) for a given situation, and establishing a patter...

Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transforme...

RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN...

Master Dyna-Q, MBPO, Dreamer - model-based RL with world models and planning

Identifying, measuring, and mitigating algorithmic bias to ensure equitable outcomes in AI systems.

Building MobX models with proper architecture, BaseModel patterns, Store usage, and validation

Standards, conventions, and struct tag reference for models

Use this skill when coordinating multiple AI models (Claude, GPT, Gemini, DeepSeek) for competitive trading analysis, running para...

Model-Development standards for model development in Ml Ai environments.

MCMC diagnostics for Bayesian models including convergence assessment, effective sample size, divergences, and posterior predictiv...

Model Drift Detector - Auto-activating skill for ML Deployment.Triggers on: model drift detector, model drift detectorPart of the...

This skill focuses on comprehensive evaluation of machine learning models across the entire ML lifecycle. It covers metric selecti...

Build model evaluation metrics operations. Auto-activating skill for ML Training. Triggers on: model evaluation metrics, model eva...

Techniques and tools for understanding how machine learning models make decisions and explaining those decisions to stakeholders.

Build model explainability tool operations. Auto-activating skill for ML Training. Triggers on: model explainability tool, model e...

Guidance for extracting weight matrices from black-box ReLU neural networks using only input-output queries. This skill applies wh...

Apply Model-First Reasoning (MFR) to code generation tasks. Use when the user requests "model-first", "MFR", "formal modeling befo...

Expert skill for AI model quantization and optimization. Covers 4-bit/8-bit quantization, GGUF conversion, memory optimization, an...

Building database queries with the Options API

Use this skill when gathering requirements for new BigQuery data models OR when asked to edit existing queries in bqetl. For new m...

Research and configure new/custom AI models not yet in models.dev. Use when user mentions a new model release, asks to add a model...

Model routing configuration templates and strategies for cost optimization, speed optimization, quality optimization, and intellig...

Select the best local Ollama model for a task and emit tuning presets. Use when choosing between reasoning, creative, fast, vision...

Create Pydantic v2 data models with validation, type hints, and proper configuration. Use when designing data structures or schema...

Control model behavior through persistent edits and steering interventions. Use when modifying model outputs, applying steering ve...

タスクの複雑さに応じて Claude のモデルを自動的に切り替える。複雑なタスク（アーキテクチャ設計、大規模リファクタリング、難解なバグ修正）では opus を、単純なタスク（小さな修正、フォーマット、簡単な質問）では sonnet を自動選択。コストと品質の...

ML 모델 파일 서버 간 동기화. "모델 동기화", "모델 배포", "rsync 모델", "서버로 전송" 요청 시 활성화됩니다.

Add comprehensive validation to Django models using validators, clean methods, and constraints. Use when implementing model valida...

Model-trader version compatibility protocol: Embed version metadata in checkpoints, validate at load time. Trigger when: (1) train...

Skill especializada en modelado de escenarios para Domain Storytelling, enfocada en capturar el "happy path" (80% de casos) sin ex...

Use when you need to work with NoSQL data modeling.This skill provides NoSQL database design with comprehensive guidance and autom...

Load when handling moderation issues, conflict resolution, rule enforcement,or developing moderation policies. Contains Discord-sp...

Guidelines and workflows for community moderation, trust & safety, and escalation.

Modern DevOps and CI/CD automation patterns with containers and cloud (2025)

Production-grade skill for modern C++ development with C++11 through C++23 features. Covers move semantics, smart pointers, lambda...

Create, improve, and debug professional LuaLaTeX documents using KOMA-Script + the moderndoc package (and the legacy modern-doc sh...

Master Early Modern philosophy from Descartes through Kant. Use for: rationalism, empiricism, the epistemological turn, mind-body...

Expert knowledge for writing cutting-edge, idiomatic Rust code with Rust Edition 2024, strict clippy compliance, and functional-bu...

Use when writing async/await code, enabling strict concurrency, fixing Sendable errors, migrating from completion handlers, managi...

Create modern, responsive websites with professional design systems. Generates complete HTML/CSS/JS websites with Tailwind CSS, mo...

Design aesthetics, typography, and layout. When Claude needs to produce designs that are inspired by Bauhaus, Minimalism, and Swis...

Brownfield Upgrade - Upgrade all dependencies and modernize the application while maintaining spec-driven control. Runs after Gear...

Guide for modernizing legacy Python 2 scientific computing code to Python 3 with modern libraries. This skill should be used when...

Domain-specific development mode guidelines for UI, API, database, integration, migration, and specialized workflows. Each mode pr...

Guides systematic file refactoring following @j0kz/mcp-agents modular architecture pattern to maintain files under 300 LOC through...

Reorganize a repository from flat structure to module-based 5-layer architecture. Use for codebase restructuring, module organizat...