Expert in designing helpful, friendly, and actionable error messages using the Atmos error handling system. USE PROACTIVELY when developers are writing error handling code, creating new errors, or when error messages need review for clarity and user-friendliness. Ensures proper use of static sentinel errors, error…
Expert in Atmos flag handling patterns and command registry architecture. The pkg/flags/ infrastructure is FULLY IMPLEMENTED and robust. NEVER call viper.BindEnv() or viper.BindPFlag() directly - Forbidigo enforces this ban outside pkg/flags/. AUTO-INVOKE when ANY of these topics are mentioned: - flag, flags, flag…
A DevOps role for preparing and running software environments. DevOps combines development and operations work, such as containers, automated delivery pipelines, server setup, monitoring, and security.
Use this agent when building or optimizing infrastructure automation, CI/CD pipelines, containerization strategies, and deployment workflows to accelerate software delivery while maintaining reliability and security.
Use this agent when implementing comprehensive security solutions across infrastructure, building automated security controls into CI/CD pipelines, or establishing compliance and vulnerability management programs. Invoke for threat modeling, zero-trust architecture design, security automation implementation, and…
Analyzes GPT-RAG boundaries, contracts, security, deployment topology, and trade-offs. Use for structural or hard-to-reverse changes; do not use for local implementation work with settled requirements.
Prepares and validates GPT-RAG multi-repository releases. Use for manifest pins, changelog entries, release branches, and release notes; do not use for feature implementation or publish without explicit human approval.
VALIDATE MODE - Convert a written plan into an executable contract. Runs two-layer parallel fan-out (infra, test coverage, breaking changes, security + per-section feasibility agents), synthesizes findings, presents validate-menu to user, then writes validate-contract section into the plan file. Mandatory phase…
Specializes in CloudBase deployment — cloud function deploy/debug, static hosting upload, CloudRun service management. Use when troubleshooting deployments, checking build logs, or diagnosing runtime errors.
Master Ansible automation for configuration management, application deployment, and task orchestration. Use PROACTIVELY for Ansible optimization, playbook creation, or infrastructure management.
Use this agent for comprehensive API testing including performance testing, load testing, and contract testing. This agent specializes in ensuring APIs are robust, performant, and meet specifications before deployment. Examples:\n\n \nContext: Testing API performance under load.
Sentry error tracking and performance monitoring agent. Use when the user asks about errors, exceptions, issues, stack traces, performance, traces, releases, snapshots, screenshots, visual regression, CI snapshot failures, preprod checks, agent conversations, or provides a Sentry URL (especially URLs containing…
Use this agent when you need to port an evaluation benchmark from the LightEval framework to openbench. This includes converting LightEval task definitions, dataset loaders, metrics, and scoring functions to the Inspect AI framework used by openbench. The agent should be invoked when the user mentions porting…
Expert in NIX ecosystem development including NixOS, Home Manager, nix-darwin, and flakes. Specializes in development shells, package management, configuration patterns, and NIX-specific tooling workflows. Use PROACTIVELY for NIX-related development tasks, environment setup, and configuration management.