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Use when you have a spec or requirements for a multi-step task, before touching code

Complete AeroSpace tiling window manager configuration assistant for macOS. Use for any AeroSpace configuration task including keybindings, workspace management, window rules, layouts (BSP, columns, rows, accordion), focus behavior, gaps, floating windows, app-specific settings, exec commands, or any window management customization. Also use for debugging and troubleshooting AeroSpace issues including log inspection, window state analysis, and diagnosing layout problems. This skill fetches fresh documentation for each request to ensure accurate, up-to-date guidance.

REST API design patterns for SpecFlux. Use when creating new API endpoints, designing request/response schemas, implementing pagination, or updating OpenAPI specifications. Follows Domain-Driven Design with specs organized by domain.

DisCoPy categorical quantum NLP for string diagrams, monoidal categories, and compositional semantics in Python. Use when implementing compositional distributional semantics, building string diagram computations, working with monoidal category theory in code, creating quantum-inspired NLP models, or applying categorical semantics to natural language processing.

Comprehensive AI writing detection patterns and methodology. Provides vocabulary lists, structural patterns, model-specific fingerprints, and false positive prevention guidance. Use when analyzing text for AI authorship or understanding detection patterns.

Expert documentation generation for ingestion layers. Automatically detects connector types (REST API, Database, File, Streaming), documents authentication patterns, rate limiting strategies, and incremental load patterns. Use when documenting data source ingestion workflows.

Expert guidance for writing professional Emacs Lisp code following thecommunity-driven Emacs Lisp Style Guide by Bozhidar Batsov. Covers layout,naming conventions, syntax preferences, macros, documentation, and best practices.Use this skill when writing Emacs configuration, creating Emacs packages,writing interactive commands, developing major/minor modes, or refactoringEmacs Lisp code.Emphasizes: lexical binding, proper naming, documentation standards, autoloading,and community conventions.

Senior Scala developer using functional programming and Typelevel ecosystem. Use when writing Scala code, implementing Scala features, or working with sbt/bloop projects. Used as a part of the XP skill.

Use when writing TypeScript with strict mode - covers type definitions, generics, and declaration files

Senior Kotlin developer using http4k and functional patterns. Use when writing Kotlin code, implementing features, or working with Gradle projects. Used as a part of the XP skill.

Generate evidence-based documentary reports by searching across all 4 memory systems (Claude-Mem, Forgetful, Serena, DeepWiki), .agents/ artifacts, and GitHub issues. Produces investigative journalism-style analysis with full citation chains.

Development: Pre-commit hooks and linting for code quality. Validatesshell scripts, YAML, markdown, TOML, and justfiles. Run from repositoryroot with 'just lint'. Use when developers need to validate code beforecommitting or set up pre-commit hooks.

Request for Comments (RFC) process for technical proposals

Use when writing or reviewing technical documentation to follow Google's documentation style guide - https://developers.google.com/style

Handle customer support tickets for themes and plugins with empathy, clarity, and efficiency. Use when responding to support tickets, troubleshooting issues, writing help responses, or managing Zoho Desk/support queues.

Gherkin acceptance criteria authoring. Use when writing Given/When/Then scenarios, feature files, or BDD-style specifications. Provides syntax reference, best practices, and Reqnroll integration guidance.

Complete Claude Code plugin development system. PROACTIVELY activate when users want to: (1) Create/build/make plugins with 2025 features (2) Add skills/commands/agents to plugins (3) Package existing code as plugins (4) Publish plugins to marketplace (5) Validate plugin structure (6) Get plugin development guidance Autonomously creates production-ready plugins with proper structure and best practices.

Create professional, dark-themed architecture diagrams as standalone HTML files with SVG graphics. Use when the user asks for system architecture diagrams, infrastructure diagrams, cloud architecture visualizations, security diagrams, network topology diagrams, or any technical diagram showing system components and their relationships.

Create AST-based checks for evaluating generated Python code quality

Safe Rails database migration patterns. Use when writing migrations, removing columns, or making schema changes. Covers two-phase deployments, Strong Migrations, and pre-deployment scripts.