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.
Instructions for wyattowalsh/agents, covering agents.md — ai agent asset standards, 1. asset formats, skill format (skills/ /skill.md), agent format (agents/ .md) and memory system.
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.