Data & AI

Comprehensive PDF processing techniques for handling large files that exceed Claude Code's reading limits, including chunking strategies, text/table extraction, and OCR for scanned documents. Use when working with PDFs larger than 10-15MB or more than 30-50 pages.

Use when implementing game animations, player feedback, character movement, or interactive entertainment in Unity, Unreal, or other game engines.

Python 3.11+ development with type hints, async patterns, FastAPI, and pytest. Use for backend services, CLI tools, data processing, and API development.

MANDATORY protocol for executing implementation plans with independent tasks - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates. MANDATORY parallel execution for independent tasks.

AI-powered enterprise debugging orchestrator with Context7 integration, intelligent error pattern recognition, automated root cause analysis, predictive fix suggestions, and multi-process debugging coordination across 25+ languages and distributed systems

Use this skill when creating next-generation autopoietic Claude skills with enhanced Git-brain integration, adaptive error healing, and emergent pattern recognition. Self-improved version that learned from v1's deployment, optimized for the MONAD ecosystem with φ-tier indexing.

Use for any frontend UI implementation - orchestrates tailwind-ui, shadcn, and radix-ui in the correct order

Database normalization for CSV files. Analyzes data structure, detects functional dependencies, and decomposes into normalized tables (1NF-BCNF). Outputs multiple CSV files, SQL DDL, and Mermaid ERD. Use when: (1) converting flat CSV data into relational database schema, (2) reducing data redundancy, (3) preparing denormalized exports for database import, (4) user mentions "normalize", "1NF/2NF/3NF/BCNF", "functional dependencies", or "database design".

指定したプラグインをインストールする。「プラグインをインストール」「〇〇を追加して」「プラグインを入れて」「〇〇をインストールして」「プラグインを導入」「〇〇を使えるようにして」「新しいプラグインを追加」などで起動。claude plugin install コマンドを使用してインストール。

Expert system for investigating CockroachDB test failures, especially KV failures.

OPA image security policies for container registry allowlisting, digest enforcement, and signature verification in Kubernetes.

Define and maintain clean architecture for the .NET 8 WPF widget host app. Use when shaping solution structure, layer boundaries, dependency rules, DI wiring, and project layout to keep UI, application, domain, and infrastructure separated.

Run and manage functional tests (unit, integration, E2E, mutation). Use when running tests, debugging test failures, ensuring test coverage, or fixing mutation testing issues. Covers PHPUnit, Behat, and Infection. For K6 load/performance tests, use the load-testing skill instead.

This skill should be used when the user asks to "create mermaid diagram", "add visuals to slides", "suggest stock photos", "generate AI image prompts", "create diagram for presentation", "design visual theme", or needs guidance on diagram types, color palettes, image selection, or AI image generation prompting for presentations.

Generate Prisma schema files with models, relations, enums, and database configuration for TypeScript ORM setup. Triggers on "create Prisma schema", "generate Prisma model", "prisma.schema for", "database schema Prisma".

Neon serverless Postgres with autoscaling, instant database branching, and zero-downtime deployments. Use when building serverless applications, implementing database branching for dev/staging, or deploying with Vercel/Netlify.

Comprehensive guide for building Agent Skills according to agentskills.io specification. Use when developers need to create, structure, or validate skills that follow the Agent Skills standard format and best practices.

Validate Laravel database configuration and test actual connections. Use when user reports "database connection error", "hosts array is empty", "could not connect to database", or wants to verify database setup is correct.

Use when creating animations that prompt immediate user action, highlight time-sensitivity, or drive conversions.

Documentation Keeper - maintains vault and registry accuracy