VoltAgent architectural patterns and conventions. Covers agents vs workflows, project layout, memory, servers, and observability.

Master of defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts.

Build voice AI agents with LiveKit Cloud and the Agents SDK. Use when the user asks to "build a voice agent", "create a LiveKit agent", "add voice AI", "implement handoffs", "structure agent workflows", or is working with LiveKit Agents SDK. Provides opinionated guidance for the recommended path: LiveKit Cloud + LiveKit Inference. REQUIRES writing tests for all implementations.

Agenty integration. Manage data, records, and automate workflows. Use when the user wants to interact with Agenty data.

AerisWeather integration. Manage data, records, and automate workflows. Use when the user wants to interact with AerisWeather data.

Acumbamail integration. Manage data, records, and automate workflows. Use when the user wants to interact with Acumbamail data.

7shifts integration. Manage Companies. Use when the user wants to interact with 7shifts data.

Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.

QA cycling workflow - test, verify, fix, repeat until goal met

Vercel AI SDK 5 patterns. Trigger: When building AI chat features - breaking changes from v4.

Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.

Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.

Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications.

Patrones de Docker y Docker Compose para desarrollo local, seguridad de contenedores, networking, estrategias de volúmenes y orquestación de múltiples servicios.

Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.

Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.

Engineering operating model for teams where AI agents generate a large share of implementation output.

Fast codebase navigator - finds files and code patterns quickly

Export the entire conversation context into Open-Token format (including tools and optional internal traces) for agent collaboration, auditability, and reproducibility.