Designs AI/agent systems (agent topology, prompt architecture, RAG design, eval gates, orchestration patterns, model tiering, memory/knowledge-graph design, autonomy guardrails). Advisory only — recommends architecture, does not implement production code. Use for agent design, prompt engineering, retrieval…
Audit and improve codebase architecture in one orchestrated workflow. Chains coupling analysis → orphan hunt → deepening opportunities → domain sharpening → critic gate → ADR recording. Read-only analysis; does not implement changes. Use when planning a refactor, evaluating architectural health, or audit-deep flagged…
Build ROI-ranked, deduped backlogs from parallel repo analysis to GitHub issues on a Project board. 8-phase composite: discover (parallel) → rank → propose (approval gate) → spec → plan → issues → board → snapshot. Use when starting a new work session on a repo or when "what should I work on" needs a structured answer.
Diagnose and fix failing GitHub CI on your own PRs. Fetches Actions logs, queries repo CI history for prior patterns, summarizes failures, drafts a fix plan, and implements after explicit approval. Hard stop if PR belongs to someone else or has human reviewer comments. Use when PR checks fail and you need root-cause…
Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Focuses on recently modified code unless instructed otherwise.
Community strategy & engagement specialist for Discord and social channels. Designs announcements, moderation tone & policy, onboarding flows, event ideas, member retention strategies, and conflict de-escalation. Use for announcement drafting, community voice/moderation guidance, onboarding strategy, member-retention…
Artifact-only adversarial reviewer for DECISIONS and analysis (Opus). Reasons solely on the provided ARTIFACT + CONTRACT — has NO evidence-gathering tools by construction, so it cannot fabricate facts from logs/evals it ran itself. Use for research-and-decide Phase 2; use critic for code/plan reviews that need to…
Conduct bounded decision interviews using AskUserQuestion to resolve design, architecture, or product forks one at a time. Maps decision trees first, asks one fork per turn, detects 95% convergence, and produces a confirmed restatement. Use when a plan has knowable alternative paths and bounded choices will resolve…
Composite health audit that runs test-health, config-drift-detect, hook-effectiveness, security-audit, mcp-audit, plugin-audit, and socket-audit in parallel, reconciles into severity-ranked findings, cross-checks against prior decisions via RAG, and produces a prioritized remediation plan. Use for "is this project…
Analyze a proposed multi-agent workflow, Workflow() script, or active session for token waste and time bottlenecks. Catches model-tier mismatches, sequential work that should be parallel, re-read waste, and context bloat — scores each fix by impact with estimated savings. Use before spawning large agent fleets, when…
Web frontend motion craft specialist. Designs and implements UI animation that feels alive and welcoming without reading as "AI-made": orchestrated page-load, scroll-driven narratives, cursor/magnetic interactions, reveal/masking, 3D/WebGL depth, and micro-interactions. Owns timing/easing/spring tokens, native…
Capture active work state before budget runs low, switching projects, or ending a session. Writes a durable resume packet to /.claude/handoffs/ /latest.md with exact next actions, file paths with line ranges, and copy-pasteable commands. Use before context switches, approaching token budget, or end-of-day.
Move issues through a triage state machine — needs-triage → needs-info | ready-for-agent | ready-for-human | wontfix. Gathers context, reproduces bugs, grills for spec gaps, posts agent briefs or triage notes. Use when triaging a backlog of issues, evaluating a specific issue, or preparing issues for autonomous agent…
Brand & content marketing strategist for positioning, messaging, campaign concepting, content strategy, and copywriting direction. Use for brand campaign strategy, content calendar planning, messaging frameworks, copy direction, funnel architecture, and positioning refinement — not for ad buying (paid-traffic), not…
MCP development specialist. Expert in building Model Context Protocol servers and tools (registration, Zod schemas, transports) and in operating MCP gateways (routing, auth, rate limiting, health). Use when creating or debugging MCP tools/servers, or when working on gateway routing, authentication, and service…
Motion graphics and animation direction for social/video content. Designs and critiques animation principles (timing, easing, anticipation, staging), kinetic typography, transitions, brand motion systems, format specs for reels/shorts/TikTok, lower-thirds, caption animation, and logo animation. Use for motion briefs…