Define and validate what ready-to-ship means beyond tests passing. Use when a repo needs release checklists, smoke tests, rollback plans, changelog/versioning guidance, deployment…
Prepare a release by verifying version consistency, generating release notes, updating help docs, and running quality checks.
Reliability engineering for cloud systems — SLIs, SLOs, error budgets, SRE practices, runbooks, incident response, on-call rotation, blameless postmortems, chaos engineering, and…
rembg is a Python tool for automatic image background removal powered by AI models like U2-Net and SAM.
Apply when creating, modifying, or reviewing any Rembric agent plugin. Triggers on changes under `apps/plugin/`, on new clients added alongside Claude Code / Codex CLI / Hermes…
Get interactive remediation guidance for compliance findings, including Terraform code and step-by-step instructions.
Staged remediation plan for existing AWS infra in bad shape — takes checkov/tfsec/review-aws-terraform findings and produces sequenced fix PRs that avoid downtime and data loss.
Applies M365NetIsoNsg compliance rules to an existing Azure NSG and outputs the ARM template for Safe Deployment.
Remix patterns including loaders, actions, nested routing, progressive enhancement, and deployment strategies.
Manages the convert/train/serve pipeline on Nebius Serverless (Jobs + Endpoints) for H100 work, and local inference serving on desktop/notebook GPUs via Docker contexts.
Builds and deploys Docker containers on Render—Dockerfiles, multi-stage builds, Blueprint Docker fields, private registries, layer caching, and platform constraints.
Detect Renovate Dependency Dashboard coverage gaps in a git repo. Cross-references version-like strings in Renovate-managed files (`.github/workflows/*.{yml,yaml}`, `Dockerfile*`,…
Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks.
Configure CI/CD for Replit with GitHub Actions, automated testing, and deploy-on-push. Use when setting up automated testing, GitHub integration for Replit, or continuous…
Diagnose and fix the top Replit errors: container sleep, port binding, Nix failures, DB limits. Use when encountering Replit errors, debugging failed deployments, or…
Optimize Replit costs: deployment sizing, seat audit, egress control, and plan selection. Use when analyzing Replit billing, reducing deployment costs, or implementing usage…
Collect Replit diagnostic info for debugging deployments, workspace issues, and support tickets. Use when encountering persistent issues, preparing support tickets, or collecting…
Deploy Replit apps with Autoscale, Reserved VM, and Static deployment types. Use when deploying to production, configuring deployment settings, setting up custom domains, or…
Execute Replit incident response: triage deployment failures, database issues, and platform outages. Use when responding to Replit-related outages, investigating deployment…
Load test and scale Replit deployments with Autoscale tuning, Reserved VM sizing, and capacity planning.
Migrate to Replit from Heroku, Railway, Vercel, or local development environments. Use when moving an existing app to Replit, migrating databases, or converting Docker/buildpack…
Configure Replit dev/staging/production environments with separate databases, secrets, and deployment tiers.
Execute Replit production deployment checklist with rollback and health monitoring. Use when deploying Replit apps to production, preparing for launch, or implementing go-live…
Handle Replit resource limits: KV database caps, deployment quotas, and request throttling. Use when hitting storage limits, managing deployment resources, or implementing rate…
Implement reliability patterns for Replit: cold start handling, graceful shutdown, persistent state, and keep-alive.
Upgrade Replit Nix channels, migrate between database types, and update deployment targets. Use when upgrading Nix channel versions, migrating from Replit DB to PostgreSQL,…
Handle Replit deployment events, build Replit Extensions, and set up Agents & Automations. Use when integrating with Replit deployment lifecycle, building workspace extensions, or…
Trunk Based Development workflow - all development on main branch with small frequent commits, minimal branching, and continuous integration.
Use when proving a deployed or built change actually works, verifying a feature locally with no manual step, or deciding how to prove this specific change works.
Retell AI deploy integration — AI voice agent and phone call automation. Use when working with Retell AI for voice agents, phone calls, or telephony.
Use when deploying behind the Apache reverse proxy on rivsprod01, writing a ProxyPass config in /etc/apache2/proxy-conf.d/, or fixing 404s under a path prefix.
QA an Ansible role (generated or existing) against the senior conventions: structure, variable completeness, naming, idempotency, secrets, compose/env or systemd correctness,…
CI/CD and deployment reliability audit. Use when pipeline configs, Dockerfiles, K8s manifests, Skaffold config, or GitHub Actions workflows change.
Review an existing Ansible collection and produce a structured severity report grouped by CRITICAL, WARNING, and INFO. Triggered by /review-collection.
Review an ansible.cfg and produce a structured severity report grouped by CRITICAL, WARNING, and INFO. Triggered by /review-conf.
Review a data analysis for quality, correctness, and reproducibility. Covers data quality assessment, assumption checking, model validation, data leakage detection, and…
Use when the user says "is {release} ready to deploy" / "run the deploy gate checklist" / "GO or NO-GO on {release}" — pre-deploy gate checklist (tests green, migrations…
Catch insecure Dockerfile patterns, brittle package-install habits, and shell pitfalls before image builds ship.
Use when planning or reviewing production database migrations, adding columns, indexes, constraints, backfills, renames, table rewrites, or concurrent operations.
Review an existing Ansible playbook and produce a structured severity report grouped by CRITICAL, WARNING, and INFO. Triggered by /review-playbook.
Assess and improve go-live readiness for a service, API, worker, migration, infrastructure change, or release.
Review an existing Ansible role and produce a structured severity report grouped by CRITICAL, WARNING, and INFO. Triggered by /review-role.
Performs a comprehensive health check of a CockroachDB cluster. Gathers deployment context first, then provides tier-appropriate diagnostics.
Update one or more sections of an existing PROJECT_BRIEF.md in a target project folder without re-scaffolding.
Revnet simulation and planning tool for modeling token dynamics. Use when: (1) planning revnet parameters before deployment, (2) visualizing treasury/token dynamics over time, (3)…
Comprehensive incident response framework from detection through resolution and post-incident review.
Terraform infrastructure-as-code agent skill and plugin for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw.
Use when a task needs the judgment of an RFID Device Specialist — running a site RF survey before a warehouse or retail RFID deployment, diagnosing a degraded read rate or dead…
Use when a task needs the judgment of a Robotics Engineer — deriving forward/inverse kinematics for a serial-link manipulator from Denavit-Hartenberg parameters, sizing a joint…
Robusta Kubernetes observability and alert automation platform. USE WHEN installing Robusta OR configuring playbooks OR setting up notification sinks OR troubleshooting Kubernetes…
Configura y verifica Docker con soporte GPU AMD ROCm y NVIDIA CUDA. Realiza preflight checks, configura runtime para AMD (--device=/dev/kfd --device=/dev/dri --group-add=render) y…
Planning and executing metadata rollbacks and emergency hotfixes in Salesforce orgs. Use when a production deployment causes regression and needs to be reverted, or when an urgent…
Plan deployment rollback strategies. Create rollback runbooks covering database migrations, feature flags, cache invalidation, and dependency version management.
Create a concise rollback card with immutable release identity, data compatibility and measurable kill criteria before deployment.
Review cross-cutting operational readiness after implementation and before deployment. Use when a concrete change may alter runtime prerequisites, failure visibility, deployment…
Comprehensive ROS 2 engineering guide covering workspace setup, node architecture, communication patterns (topics/services/actions with QoS), lifecycle and component nodes, launch…
Build and run ROSE compiler tools using ROSE installed in a Docker container. Use when developing source-to-source translators, call graph analyzers, AST processors, or any tool…
Build the ROSE compiler in a Docker container using autotools or CMake. Use when setting up ROSE development environment, building ROSE from source, or troubleshooting ROSE build…
RouterOS /app YAML format for container applications (7.21+ builtin app, 7.22+ custom YAML creation).
RouterOS /container subsystem for running OCI containers on MikroTik devices. Use when: enabling containers on RouterOS, setting up VETH/bridge networking for containers, managing…