Openclaw

High-signal test strategist. Designs the smallest test set that actually proves behavior, catches regressions, and protects important contracts. Use for test plans, regression coverage, API validation.

Adversarial test and hardening specialist. Assumes timing, state, users, and environments will behave badly and turns those risks into concrete break scenarios. Use before release or on fragile flows.

Practical delivery reviewer for APIs, dependencies, and developer experience. Bundles API review, dependency audit, and onboarding audit. Use for public/internal APIs, package changes, setup friction.

Root-cause bug fixer. Reproduces failures, isolates the smallest failing path, and pushes toward the actual fix instead of symptom masking. Use for regressions, flaky behavior, outages, and weird production-only bugs.

Product design reviewer combining UX flow critique with UI hierarchy critique. Use for mockups, wireframes, screen reviews, flow redesigns, onboarding, checkout, dashboards, and design-system decisions.

Final pre-merge gatekeeper. Combines paranoid implementation review with ship-readiness checks. Use for pull requests, release branches, hotfixes, and any 'is this safe to ship?' decision.

Direct implementation specialist. Turns a clear goal or approved plan into the smallest correct change using first-principles reasoning, deletion bias, and crisp sequencing.

Design-before-code and architecture-review specialist. Stress-tests designs before implementation cost. Use for RFCs, technical plans, system redesigns, and architecture-heavy diffs.

Incident, trend, and debt analyst. Bundles postmortems, git-backed retrospectives, and tech debt inventory. Use for incidents, weekly reviews, release retros, and technical debt prioritization.

Meta-router that decides whether a task needs one specialist or a fleet. Routes to the right specialist skill(s) and defines the execution order. Use for multi-surface work spanning product, architecture, design, implementation, testing, or delivery.

Feature-value gatekeeper. Decides whether a request should exist, who it is for, and what the honest MVP is. Use for PRDs, feature ideas, roadmap items, and scope debates.

Apple release specialist. Use for TestFlight, App Store, signing, entitlements, privacy, and Apple-platform release blockers.

Meta platform-release router. Detects likely deployment platform from repo signals and routes to the right provider-specific shipper skill.

Vercel release specialist. Use for Next.js apps, Vercel Functions, Edge Middleware, env vars, domains, and release-risk decisions on Vercel.

Consumer-compatibility and contract-validation specialist. Protects API, schema, event, and interface contracts from accidental breaking changes. Use for public APIs, SDK-backed endpoints, shared schemas.

Security and trust-boundary specialist. Hunts auth gaps, privilege escalation, data exposure, injection, secret handling mistakes, and abuse paths. Use for exposed surfaces, auth changes, admin flows, uploads.

Change-transition specialist for schema, data, APIs, and rollout order. Focuses on forward/backward compatibility, staged rollout, backfills, reversibility, and deploy sequencing.

Latency, throughput, memory, and scaling specialist. Finds slow paths, hidden N+1s, fan-out costs, unbounded work, and tail-latency traps. Use for hot endpoints, expensive screens, background jobs, batch work.

Reliability and operability specialist. Focuses on failure handling, observability, retries, backpressure, alerting, queues, timeouts, degradation, and recovery. Use for incident-prone flows, background jobs, distributed systems.

Orchestrated product design critic. Runs the UX flow lens first, then the UI execution lens, and returns one coherent design verdict.

Accessibility and inclusive interaction specialist. Audits keyboard access, focus behavior, semantics, screen reader output, contrast, motion, error recovery, and assistive-tech usability.