caching-strategyImplement Redis/Memcached patterns and invalidation strategies. Use when: caching strategy.
capacity-planningForecasting resource usage, load testing interpretation, and scaling limits. Use when: capacity planning.
cloud-deployDeploy applications to modern cloud platforms (Vercel, Railway, AWS). Use when: deploy, vercel, railway, aws, sst, serverless, lambda, flightcontrol, neon, supabase.
configuration-managementEstablish a unified software configuration management discipline covering branching, baselines, change control, reproducible builds, versioning, SBOM, and config audit. Use when: define a software configuration management plan, choose branching strategy trunk vs gitflow, set baseline and release ver
cost-optimizationCloud cost analysis and optimization (FinOps). Use when: Reduce AWS bill, Analyze cloud costs, Find unused resources, Optimize instance types, finops.
decommission-sunsetPlan the safe sunset of a service or product — deprecation policy and timeline, data retention/migration/export, user comms, contract wind-down, traffic drain, teardown, and post-sunset verification. Use when: plan to decommission the legacy billing service, sunset and deprecate the old api, draft a
dependency-lifecycleDefine a dependency lifecycle policy — patch/minor/major upgrade cadence, SBOM refresh, CVE triage, EOL tracking, automated PRs, lockfile hygiene, and supply-chain pinning. Use when: define our dependency upgrade cadence, set up a dependency lifecycle policy, triage these cve advisories, refresh the
deploymentCI/CD pipeline verification, Docker container security, environment management, and deployment workflow. Use when: deploy, CI/CD, Docker, pipeline, environment, release, container, staging, production.
dev-environmentsSet up, configure, and maintain local/remote development environments. Use when: setup dev environment, configure docker compose, build devcontainer.
dev-workflowStandardized Github operations, Diátaxis documentation framework, and visual assets. Use when: git workflow, github, gh cli, documentation, diataxis, restructure docs.
docker-devAssistance with Local Development using Docker (Compose, DevContainers). Use when: docker, compose, local dev, devcontainer, dev environment, containerize, dockerization.
enterprise-integrationDesign integrations with ERP/CRM systems and modernize legacy applications. Use when: integration, erp, crm, sap, salesforce, legacy, middleware, esb, kafka, message bus, event bus.
feature-flag-managementManage the full feature-flag lifecycle — create, roll out, measure, and clean up — across release, ops/kill-switch, experiment, and permission flag types with progressive delivery. Use when: add a feature flag for the checkout rollout, plan a canary release with flags, set up a kill switch for the s
incident-responseManage production incidents, SEV levels, and post-mortems. Use when: Production is down, Handle this incident, Write a post-mortem, Manage SEV1.
infra-devopsDesign and implement cloud infrastructure (Terraform/K8s) and CI/CD pipelines. Use when: infra, terraform, k8s, kubernetes, docker, cicd, pipeline, devops, aws, gcp, azure.
k8s-devAssistance with Remote Kubernetes Development (Telepresence, Okteto, DevSpace). Use when: k8s dev, remote dev, telepresence, okteto, devspace, tilt, scaffold, remote cluster.
memory-optimizationSummarizing context, pruning history, and managing token budget efficiency. Use when: memory optimization.
observability-stack-setupBootstrap end-to-end observability with OpenTelemetry traces, metrics, and logs, including GenAI LLM span conventions, dashboards, alerts, and SLO/SLI definition. Use when: set up observability for the payments service, instrument with opentelemetry, add tracing and metrics, emit gen_ai spans for ll
performance-auditProfiling, benchmarking, Web Vitals audit, N+1 detection, and performance optimization. Use when: performance, profiling, Web Vitals, N+1, slow, optimize, benchmark, latency, throughput.
performance-optimizationOptimize systems for speed and scale (Caching, Sharding, Async). Use when: performance, optimization, scaling, caching, sharding, profiling, latency, slow.
production-healthManage system stability, avoid agentic loops, optimize costs, and enforce sleep cycles. Use when: Check system health, Prevent infinite loops, Optimize agent costs, Configure sleep cycles, Avoid recursion.
production-verifierPost-deployment smoke tests, synthetic user checks, and \"Canary\" validation in Prod. Use when: production verifier.
queue-managementStandards for DLQs (Dead Letter Queues), Idempotency, and Retry policies. Use when: queue management.
release-managementManage versioning, changelogs, and release processes. Use when: Prepare a release, Draft release notes, Bump version, Generate Changelog.
release-validationThe final \"Green Light\". Checks all test suites (Unit, Int, E2E) and third-party reports. Use when: release validation.
reliability-sreApply SRE principles (SLO, Error Budget, Chaos Engineering). Use when: sre, reliability, slo, sli, error budget, chaos engineering, postmortem, incident, oncall.
runbook-authoringAuthor operational runbooks so every alert maps to a tested, copy-pasteable, idempotent recovery procedure with diagnosis, remediation, escalation, rollback, and verification. Use when: write a runbook for the high-latency alert, create an on-call recovery procedure, the disk-full alert has no runbo
system-benchmarkMeasure system throughput, stability, scalability, and resilience. Use when: Run system benchmark, Test scalability, Measure throughput, Check system stability, Run load test.
tech-debtIdentify, document, score, and prioritize technical debt into an actionable backlog. Use when: tech debt, code smell, TODO, FIXME, legacy, refactor backlog, quality decay, debt.
troubleshooting-guideDiagnose complex system failures through systematic troubleshooting. Use when: troubleshoot issue, diagnose system failure, fix production outage.