GitHub CLI operations via `gh` for issues, PRs, Actions, releases, and REST/GraphQL API with `--json`/`--jq` parsing.
Pre-publication manuscript audit producing a section-level refactoring report with citation hygiene and submission-readiness checks.
Diff-based PR review across code quality, test coverage, silent failures, type design, and comment quality with severity-ranked findings.
Use this skill in the MathModel LaTeX sandbox when the user asks to reproduce built-in scientific visualization templates, especially…
MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing.
When to activate: accessibility, ARIA, WCAG, screen reader, keyboard navigation, focus management, a11y audit
When to activate: brand voice, tone of voice, messaging framework, brand personality, voice guidelines, consistent messaging, brand copy…
When to activate: CI/CD, pipeline, continuous integration, continuous deployment, blue-green, canary, rolling deployment, staging, release
When to activate: content calendar, content strategy, editorial planning, content repurposing, content briefs, distribution strategy…
When to activate: Flyway, Liquibase, Alembic, migrations, schema changes, zero-downtime migration, rollback, database versioning
When to activate: Elasticsearch, ES, OpenSearch, full-text search, mappings, analyzers, aggregations, Kibana
When to activate: FastAPI, Pydantic v2, dependency injection, async endpoints, middleware, background tasks, OpenAPI
When to activate: GCP, Google Cloud, GKE, Cloud Run, Cloud Functions, Cloud SQL, GCS, Artifact Registry, IAM, Pub/Sub, BigQuery
When to activate: JPA, Hibernate, entity, relationship, JPQL, Criteria API, N+1 problem, caching, transaction, fetch type, lazy loading
When to activate: Kotlin testing, JUnit 5, Kotest, MockK, Testcontainers, coroutine testing, Spring test slices, runTest
When to activate: KPI, metrics, OKR, dashboard, leading indicator, lagging indicator, measurement framework, performance tracking, north…
When to activate: Next.js 14/15, App Router, Server Components, Route Handlers, metadata, caching, middleware, ISR
When to activate: PostgreSQL, JSONB, pg, psql, indexes, CTEs, window functions, partitioning, VACUUM, pg_stat, postgres
When to activate: Prisma ORM, schema.prisma, migrations, Prisma Client, relations, transactions, raw queries, seeding
When to activate: product analytics, funnel analysis, cohort analysis, retention curves, DAU WAU MAU, activation metrics, event tracking…
When to activate: PWA, service worker, offline, cache strategy, Web App Manifest, push notifications, Workbox, install prompt