Maintain and enhance the Astro+Starlight docs site. Syncs generated pages, scores content quality, performs health checks, and proposes site improvements. Use when skills, agents, or MCP servers change. NOT for writing skills, creating agents, or building MCP servers.
Deep user interview for pivotal plan/design uncertainties. Auto-suggest when user judgment would materially change scope, approach, or success criteria. Scoped mid-task grilling for subtask-pivotal forks. NOT for micro-reversible questions or codebase-discoverable facts.
Detect stack and generate shields.io README badges with icons, colors, live endpoints. Use when adding or updating badges. NOT for README writing, docs, or CI/CD setup.
Audit runtime controls for tool permissions, approvals, memory, telemetry, evals, rollout, and containment. Use when reviewing tool-bearing agent systems. NOT for security scans, prompt-only work, or static code review.
Contract-first API design for REST, GraphQL, gRPC. Design, spec, review, version, compat, sdk. Use for API architecture and OpenAPI specs. NOT for MCP servers (mcp-creator) or frontend API calls.
Generate changelogs, release notes, and migration guides from git history. Parse conventional commits. Use for releases. NOT for git ops (git-workflow) or doc sites (docs-steward).
Phase 1 dry-run JSON smoke and phase 2 temp-HOME install smoke for skills sync. Use when validating cross-harness install parity. NOT for live --apply installs.
Analyzes and designs batch and streaming data pipelines with contracts, lineage, reliability, and cost controls. Use for ingestion and transformation systems. NOT for ad-hoc analysis or schema design.
Analyze data and guide ML: EDA, model selection, feature engineering, stats, visualization, MLOps. Use for data work. NOT for ETL, database design (database-architect), or frontend viz code.
Design schemas, plan migrations, and optimize queries. Six modes from modeling to evolution. Use for database architecture. NOT for DBA ops, backups, or deployment (devops-engineer).
Design, build, refactor, and audit user-facing interfaces. Use for UI/UX, accessibility, motion, design systems, AI interfaces, badges/status indicators, and rendered proof. NOT for backend APIs, tests, DevOps, routing, architecture diagrams, or non-UI docs.
Design, optimize, and debug CI/CD pipelines. GitHub Actions and GitLab CI patterns. Use for pipeline work. NOT for infrastructure provisioning (infrastructure-coder) or app code.