1. Software Development

Guides Drupal developers on implementing cache contexts to manage request-based variations and prevent cache explosion.

Guides configuration of Drupal cache max-age settings, resolving issues with time-based expiration, Cache::PERMANENT, and Page Cache behavior.

Validates agent skills against the Agent Skills Specification v1.0 to ensure compliance and catch structural issues prior to deployment.

Generates RBS type signatures for Ruby code to enable type checking and improve code quality in Ruby projects.

Retrieves a list of all available channels along with their metadata for discovery and inspection purposes.

Provides Drupal lazy builders and placeholder implementations to optimize content loading performance.

Installs agent skills from local paths, GitHub, or dot-agents repository for seamless development environment extension.

Utility for formatting, validating, and converting JSON between compact and pretty-printed representations.

Systematic root cause analysis for technical issues, focusing on identifying the source before implementing solutions.

Development assistant for Kumo project, aiding with MySQL database management, React components, API endpoints, and Electron app development.

Fetches official documentation for popular libraries and frameworks to provide correct API patterns and best practices during development.

Enables developers to build and deploy Python-based MCP servers using FastMCP 2 for the FastMCP Cloud marketplace, providing deployment patterns and examples.

Expert assistant for Kumo's Query Module, providing guidance on SQL Editor, Monaco integration, query execution, and component APIs with architecture patterns and examples.

Guides implementation using Test-Driven Development with Red-Green-Refactor cycle, quality gates, and commit protocols for robust code.

Generates production-ready MCP server code from PRD specifications with schema validation, error handling, and testing infrastructure for Nixtla plugin development.

Creates and scaffolds new agent skills with structured templates, validation, and spec compliance for seamless development from scratch.

Automates code migration from TimeGPT-1 to TimeGPT-2, ensuring compatibility during version upgrades.

Automates semantic version updates across project files including package.json, CLI, and documentation without requiring a full release process.

Provides expert guidance for creating, troubleshooting, and validating skills, covering architecture, YAML frontmatter, tool permissions, and debugging.

Provides lifecycle management utilities for tracks, including creation, status updates, ID generation, and metadata handling.

Generates production-ready, reusable skills for Claude by analyzing codebases and conversations to build domain-specific intelligence.

Generates production-ready TimeGPT forecasting pipeline code with validation, logging, and visualization features for repeatable deployments.

Validates software releases by analyzing git changes, predicting test impact, assessing risk, and running pytest to provide go/no-go recommendations.

Migrates codebases and data pipelines from TimeGPT-1 to TimeGPT-2, ensuring compatibility and performance optimization.