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Meeting Insights Analyzer

Analyzes meeting transcripts to identify communication patterns, conflict avoidance, and leadership growth opportunities.

Security Requirement Extraction

Transforms threat models and business logic into actionable security requirements, user stories, and test cases.

UI Design Principles

Generates distinctive, production-ready user interfaces by applying rigorous design system principles and documented interactive states.

Claude Command Validator

Evaluates and scores Claude Code custom commands against official documentation, best practices, and security standards.

Global Error Handling

Implements standardized error handling patterns and actionable messaging for n8n community node development using specialized API and operation error classes.

API Design Principles

Architects scalable and intuitive REST and GraphQL interfaces using industry-standard design patterns and best practices.

Universal Script Executor

Standardizes script execution and logging across AI-orchestrated coding tasks via a unified proxy pattern.

Pythonista Debugging

Eliminates Python bugs by identifying root causes and implementing clean, direct fixes instead of complex workarounds.

NiceGUI UI Development

Streamlines the creation of Python web interfaces using the NiceGUI framework with optimized styling and architectural patterns.

SQL Optimization Patterns

Optimizes database performance through systematic query tuning, advanced indexing strategies, and execution plan analysis.

Suggest Agent Rules

Analyzes session history and repository patterns to generate custom, verifiable rules for AI coding agents.

Python Testing Best Practices

Enforces rigorous Python testing standards and TDD workflows using pytest, refactor-safe mocking, and invariant-based verification.

Python Async Patterns

Implements robust asynchronous programming patterns in Python using best practices for concurrency and error handling.

Workflow Orchestration Patterns

Designs durable, distributed workflows using Temporal to manage long-running processes and complex microservice orchestration.

Data Engineering

Standardizes data pipeline design, ETL processes, and schema evolution using data-as-a-product principles.

Global Conventions

Standardizes project organization, documentation, and version control workflows across the development lifecycle.

Splunk Tag Management

Automates the management and searching of Splunk knowledge object tags and field-value associations.

OpenAPI TypeScript Model Generator

Generates type-safe TypeScript interfaces and enums directly from OpenAPI or Swagger specifications.

Python Type Safety & Pydantic

Enforces strict type annotations and Pydantic best practices for robust, error-free Python development.

Pythonista Code Reviewer

Performs high-level architectural reviews of Python pull requests to identify structural flaws, code duplication, and complex 'god functions'.

Form Validation

Implements robust, schema-first form validation using Zod while applying optimal UX timing patterns and user-centric error messaging.

Fiction Writer

Generates immersive, sensory-rich fictional narratives that illustrate complex scientific concepts and their human implications.

Rust Machine Learning & AI

Guides the development of high-performance ML and AI applications in Rust using memory-efficient patterns and GPU acceleration.

SDK Maintainer

Manages the maintenance lifecycle of the Atlassian Confluence Cloud Python SDK by automating code generation from OpenAPI specifications and resolving API-related issues.

Science Editor

Explains complex scientific concepts through a structured three-act narrative designed for pedagogical and engaging documentary storytelling.

Metaskill Grouping

Organizes complex AI capabilities into cohesive, discoverable skill groups and plugins to optimize Claude's context and triggering.

Code Flow Analysis

Maps execution paths using file:line references to ensure deep understanding before implementing code changes.

Plan-Marshall Configuration Manager

Manages project-level infrastructure and domain-specific skill configurations for the Plan-Marshall orchestration layer.

Debugging Strategies

Master systematic debugging techniques and root cause analysis to efficiently track down bugs across any technology stack.

MetaSkill Plugin Packaging

Standardizes the structure and manifest requirements for packaging Claude Code skills, agents, and commands into distributable plugins.