DevOps

Use when improving developer workflows, setting up or optimising CI/CD pipelines, reducing build times, improving local development setup, evaluating…

Dockerfiles: base images, multi-stage builds, non-root USER, hadolint and Trivy.

GitHub Actions mechanics: workflows, pinned actions, SARIF, release notes, Releases, Pages.

GitHub repo settings via `gh`: labels, merge methods, branch deletion, Pages.

kopf mechanics for Python Kubernetes operators.

Use when defining or auditing SLOs/SLIs/error budgets, designing production observability (metrics, alerting, dashboards), reviewing production readiness…

Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions.

Review failed Nx Cloud CI pipeline executions and group recurring, evidence-based failure patterns.

Classify the differences between two OpenAPI 3.x JSON documents (or two JSON Schemas, with local $ref resolved) as BREAKING or compatible, and fail on any…

Fail a change that weakens a deterministic control (deleted or skipped tests, lowered thresholds, disabled workflow steps, edited control files, added…

Prove that every acceptance criterion (AC-<n>) in a plan.md has at least one passing test and that no test mapped to a criterion failed, by reading JUnit XML…

Structure, draft, validate, and track the Architect's decision records (docs/decisions/NNNN-slug.md) and escalations with a default date.

Search, bind, validate, and certify entries of the Forge, the catalog of certified reusable building blocks (shared services, libraries, templates, interface…

Maintain and validate the Learn hypothesis ledger (specs/learn/hypotheses.md): add Open hypotheses, list reviews and feature deletions that are due, compute a…

Author and validate incident records (docs/incidents/<date>-<slug>.md): detect, mitigate first, diagnose with correlated evidence, repair with a failing test…

Structure, validate, and hand off persistent Meeting Packs from client meeting transcripts: normalize a plain-text transcript, build a pack (summary…

Structure, author, and validate the migration documentation set (assessment.md, migration-plan.md, runbook.md) for moving an application from one…

Gate a change on its Mutation Testing Bar: read a Stryker mutation-testing-elements JSON (or a generic killed/survived summary), compute the mutation score…

Publish a VS Code extension to the VS Code Marketplace and/or Open VSX Registry.

Deploy to Vercel, preview environments, or app stores.

Build Expo or React Native apps (screens, navigation, native UI).

Set up or verify unattended Nebius CLI authentication on a VM or CI runner using a project-scoped service account, an attached VM identity, or an…

Use whenever an NPA container image is built, tagged, pushed, copied, or promoted, including public full-SHA development builds, release publication, build…

Query a running Convex app's logs + health in natural language (official MCP): failures, slow/expensive functions, deploy causality — scoped, evidence-backed…