Skill Brain turns general-purpose AI coding agents into disciplined senior engineering partners. Rather than executing monolithic, hallucinated passes, the agent decomposes requests across 6 categories, confirms its plan, loads at most 2–3 precision skills simultaneously, and verifies all work with raw CLI evidence.
You can invoke any category, dedicated pre-implementation planner, or specialized capability instantly using dollar commands ($):
| Command | Shorthand | Target Orchestrator / Skill | Operational Role |
|---|---|---|---|
$orchestrate |
brain: |
supreme-orchestrator |
Apex router. Evaluates multi-domain requests, selects category routing, and requests user confirmation. |
$plan-frontend |
plan-ui: |
frontend-planner |
Dedicated UI Planner: Formulates complete subject inventory, fluid tokens, phone & desktop blueprints before code. |
$frontend |
ui:, fe: |
frontend-master |
Frontend suite with Taste Kill v2 + Anti-AI SOP + Dynamic Responsive Sizing baselines. |
$plan-backend |
plan-api: |
backend-planner |
Dedicated Backend Planner: Formulates domain schemas, responsive API contracts, and TDD red-green test plans. |
$backend |
api:, be: |
backend-master |
Backend suite enforcing Karpathy surgical simplicity + TDD loop + responsive contracts. |
$plan-debug |
plan-fix: |
debug-planner |
Dedicated Debug Planner: Formulates symptom, reproduction command, and candidate hypotheses. Code edits gated. |
$debug |
fix: |
debug-master |
Executes diagnostic plan, isolates root cause, and enforces verification before patches. |
$plan-anti-slop |
audit-plan: |
anti-slop-planner |
Dedicated Anti-SOP Planner: Pre-remediation 6-dimension code scanner & itemized repair plan. |
$anti-slop |
gate:, audit: |
anti-ai-sop-agent |
Runs 6-dimension quality gate audit producing a strict PASS / WARN / FAIL scorecard with --fix. |
$architect |
arch:, isolate: |
architecture-master |
Workspace isolation via git worktrees, subagent dispatch, and multi-session task mapping. |
$memory or $plan |
memory: |
memory-master |
User-controlled virtual memory: generates plans/, phases/, and live status dashboard. |
$taste |
kill-slop: |
design-taste-frontend |
Forces the 247-site study art direction: subject-grounded palettes, no stock templates. |
$typography |
type: |
typography-master |
Selects domain font archetype (Swiss, Editorial, Mono, Humanist) and fluid clamp scales. |
$icon |
svg: |
svg-icon-craftsman |
Crafts clean 24×24 grid-snapped vector geometry with uniform 1.5px/2.0px stroke. |
$verify |
test: |
test-verifier |
Enforces evidence before claims: requires raw CLI output before declaring any task complete. |
$git |
git: |
git-master |
Apex Git Orchestrator: Coordinates branch management, multi-commit splitting, and memory phase commit hooks. |
$commit |
commit: |
git-atomic-committer |
Analyzes diffs, splits changes into 2+ atomic commits across domain boundaries, Conventional format with test evidence. |
$branch |
branch: |
git-branch-manager |
Enforces strict kebab taxonomy (feat/, fix/, phase/), clean tree verification, rebase workflow. |
$phase-commit |
phase-commit: |
git-phase-committer |
Automatic Virtual Memory Phase commit hook: sequential 3-step commits with verification proof. |
A critical mandate of Skill Brain is that every UI component and page must adapt dynamically to every screen size — from compact 320px mobile phones to 2560px ultra-wide desktop monitors. We divide this into two specialized layout disciplines, unified by a mathematical clamp engine.
Targeting 320px – 480px viewports with strict touch ergonomics:
100svh and 100dvh. Never 100vh, which clips under mobile address bars.env(safe-area-inset-top) and env(safe-area-inset-bottom) for notches, Dynamic Island, and home bars.overflow-x: hidden and overflow-wrap: break-word prevent text blowouts.Targeting 768px – 2560px+ viewports with spatial hierarchy:
75ch; grids bounded by max-w-7xl (1440px) with auto margins. Zero awkward 4K sprawl.repeat(auto-fill, minmax(min(100%, 320px), 1fr)) allows cards to wrap naturally without fixed column traps.⌘K command palette, Esc dismiss, visible focus rings.Hardcoded pixel widths and arbitrary media query jumps are replaced with continuous fluid clamp mathematics that calculate optimal values across any screen width:
/* Universal Dynamic Responsive Tokens */
:root {
/* Fluid Spacing Scale: 320px -> 1440px */
--space-xs: clamp(0.75rem, 0.7rem + 0.25vw, 0.875rem);
--space-sm: clamp(1rem, 0.9rem + 0.5vw, 1.25rem);
--space-md: clamp(1.5rem, 1.3rem + 1vw, 2rem);
--space-lg: clamp(2rem, 1.7rem + 1.5vw, 3rem);
/* Fluid Typography Scale */
--font-size-base: clamp(0.9375rem, 0.9rem + 0.19vw, 1.0625rem);
--font-size-lg: clamp(1.125rem, 1.05rem + 0.38vw, 1.375rem);
--font-size-hero: clamp(2.25rem, 1.8rem + 2.25vw, 4rem);
}
Responsive design is not merely a CSS concern — it begins at the backend contract layer. Backend engineers and API designers must honor these three contract rules:
width: 1200). Send semantic layout tokens (layout: "single-stack" | "auto-fill")."16/9") and multi-resolution variant arrays to eliminate Cumulative Layout Shift (CLS).Context windows are volatile and ephemeral; files on disk are permanent and auditable. The Virtual Memory Engine ensures complex software builds never drift or lose context across long sessions.
.agents/memory/
├── plans/
│ └── main-plan.md ← Active master plan
├── phases/
│ ├── phase-01-scaffold.md
│ ├── phase-02-core-logic.md
│ └── phase-03-ui-polish.md
├── archive/ ← Completed & verified
│ └── 2026-11-02-auth/
└── decisions/ ← Permanent ADRs
└── ADR-001-jwt.md
Unlike fragile auto-memory tools that dump conversational noise to disk, Skill Brain memory is 100% user-controlled:
$memory or $plan.When virtual memory is active, work is divided into bite-sized phases. Every single phase proceeds through four rigorous stages:
| Stage | Action | Standard & Expected Output |
|---|---|---|
| [APPLY] | Skill Pre-Selection | The agent loads the 2–3 specialized skills specified in the phase file and announces them in chat. |
| [EXECUTE] | Surgical Build | Executes step-by-step instructions. Implements tests first (TDD) or builds layout from subject inventory. |
| [VERIFY] | Evidence Validation | Runs test suites, linters, or visual inspectors. Pastes actual CLI terminal output into the chat. |
| [FINISH] | Status Checkpoint | Marks phase as finished in memory. Renders updated status dashboard and prompts for user confirmation. |
During active phased execution, the agent must prepend this live status widget at the very top of every single response, giving you complete clarity on project state:
When the final phase passes all verification criteria:
main-plan.md and all phase-*.md files are moved to .agents/memory/archive/[Date]-[TaskName]/..agents/memory/phases/ folder is completely cleared.The frontend subsystem is engineered around one core benchmark: award-grade craft with zero AI tells and universal dynamic responsiveness. It combines the 247-site empirical study from Taste Kill v2 with modern typography, precision vector drafting, and 16.6ms frame-budget animation.
| Skill Name | Primary Trigger / Command | Core Capability & Engineering Benefit |
|---|---|---|
frontend-planner |
$plan-frontend, plan-ui: |
Pre-Build UI Blueprint: Subject inventory, fluid tokens, phone & desktop layouts, and anti-slop check before code. |
phone-layout-master |
phone:, mobile-ui: |
Mobile phone perfection (320px–480px, 100svh, 44px touch targets, safe-area insets, bottom sheets, zero horizontal scroll). |
desktop-ui-architect |
desktop:, workstation: |
Desktop application UI (768px–2560px, multi-pane split views, container queries @container, max-w-7xl bounds). |
dynamic-ui-engine |
dynamic-ui:, responsive: |
Master responsive sizing engine. Fluid CSS clamp math, aspect-ratio stability, zero cumulative layout shift. |
design-taste-frontend |
$taste, kill-slop: |
The complete Taste Kill v2 engine. Replaces template defaults with subject-matter inventory, researched composition directions, and an inspect-and-fix loop. |
ui-taste-enforcer |
taste:, art-direct: |
Anti-slop art direction: forbids generic defaults, conducts 8–12 point client subject inventory, enforces the "competitor test" on visual concepts. |
ui-design-principles |
design-plan: |
Two-pass design workflow: compact token plan → brief uniqueness review → surgical build → screenshot critique. |
typography-master |
$typography, type: |
Domain font archetypes (Swiss, Editorial, Mono, Humanist), mathematical scale ratios, optical tracking compensation, and tabular figures. |
svg-icon-craftsman |
$icon, svg: |
Hand-crafted SVG icons. Strict 24×24 grid, 1.5px/2.0px stroke, integral pixel snapping, currentColor decoupling. No AI bezier curve distortion. |
design-engineering |
polish:, emil: |
Emil Kowalski polish philosophy: 9 interactive states (default, hover, active, focus, disabled, loading, error, success, empty), micro-interactions. |
animation-builder |
animate: |
Builds purposeful web animations from scratch with proper easing curves, spring physics, and reduced-motion fallbacks. |
animation-performance |
jank:, fps: |
Maintains 16.6ms frame budget (60fps). Restricts animation to composite-only GPU properties (transform, opacity). Eliminates layout thrashing. |
The Anti-AI SOP suite acts as a ruthless filter across all text, code, vectors, and UI layouts:
The backend subsystem is built on Andrej Karpathy's core observation: LLMs tend to overcomplicate code by adding speculative flexibility, unnecessary abstractions, and defensive bloat. Skill Brain enforces minimal blast radius and strict test-driven development.
| Skill Name | Primary Trigger / Command | Core Capability & Engineering Benefit |
|---|---|---|
backend-planner |
$plan-backend, plan-api: |
Pre-Build Backend Blueprint: Entity models, responsive API contracts, tracer-bullet ticket graph, and TDD plan. |
responsive-contract-enforcer |
contract:, api-layout: |
Mandatory Backend UI Contract: Eliminates hardcoded pixel widths in API responses; requires aspect ratios & srcsets. |
karpathy-coder |
surgical:, simple: |
Minimal blast radius. No unrequested features, no single-use abstractions, no premature configurability. Standard library first. |
tdd-implementer |
tdd:, test-first: |
Red-Green-Refactor loop. Write failing test first, witness failure, write minimal code to pass, refactor cleanly. |
spec-writer |
to-spec: |
Synthesizes conversation into a formal technical spec: problem, scope, functional requirements, and error states. |
ticket-breaker |
to-tickets: |
Deconstructs specs into dependency-ordered tracer-bullet tickets with explicit acceptance criteria. |
codebase-designer |
deep-module: |
John Ousterhout deep module design: simple interfaces hiding complex implementations. Minimizes caller cognitive load. |
architecture-improver |
audit-arch: |
Scans repository for circular dependencies, god modules, and leaking abstractions; generates visual improvement plan. |
swift-writer |
swift: |
Modern Swift 6: compile-time data race safety, @MainActor, value-type modeling, Swift Testing framework. |
mcp-builder |
mcp: |
Designs Model Context Protocol tool servers (FastMCP / TypeScript SDK) with clean schemas and deterministic outputs. |
Debugging in Skill Brain follows an uncompromising Iron Law: You are strictly forbidden from modifying code until the root cause is isolated with verifiable evidence.
| Skill Name | Primary Trigger / Command | Core Capability & Engineering Benefit |
|---|---|---|
debug-planner |
$plan-debug, plan-fix: |
Pre-Investigation Blueprint: Gathers symptom, deterministic reproduction command, and candidate hypotheses before code touch. |
root-cause-debugger |
$debug, debug: |
Finds root cause FIRST. Symptom fixes are banned. Gathers evidence, forms ONE falsifiable hypothesis, proves or disproves it. |
bug-diagnoser |
diagnose: |
Systematic diagnosis for hard bugs and regressions: git bisect automation, temporary targeted logging, minimal reproductions. |
test-verifier |
$verify, verify: |
Evidence before assertions. Runs actual test commands and pastes raw CLI stdout/stderr. "It should work" is rejected as proof. |
code-reviewer |
review: |
Dual-axis review: Standards compliance (repo rules, clean code) vs. Spec compliance (did we actually build what was requested?). |
A core foundation of Skill Brain is that Git history is a first-class engineering deliverable. Monolithic, ambiguous, or AI-sloppy commits ("update files", "misc improvements") are strictly prohibited. The Git subsystem enforces automated multi-commit splitting based on domain blast radius, strict branch naming hygiene, and automatic Virtual Memory phase synchronization.
Every commit generated by Skill Brain follows strict structural guidelines:
<type>(<scope>): <imperative summary> (≤ 72 characters, lowercase verb).feat, fix, refactor, perf, test, style, docs, chore, phase.Verified: pytest passed (14 tests)).All feature work must take place on dedicated branches with kebab-case taxonomy:
feat/<feature-name> — User-facing capabilities and modules.fix/<issue-name> — Bug fixes, crashes, and regression patches.phase/<N>-<name> — Direct correlation with a memory phase.refactor/<target> — Architectural improvements without feature changes.git pull --rebase origin main for linear history.When changes span multiple domains or exceed change size thresholds, Skill Brain automatically splits the changeset into 2 or more cohesive atomic commits:
Whenever a phase finishes in .agents/memory/phases/, the agent triggers git-phase-committer before proceeding. It commits application code, test fixtures, and memory markdown files in a structured 3-step sequence, embedding the exact CLI verification evidence into the git record.
| Skill | Command / Trigger | Operational Role |
|---|---|---|
git-master |
$git, git: |
Apex Git orchestrator: Coordinates atomic commit generation, branch management, and phase commit gates. |
git-atomic-committer |
$commit, commit: |
Inspects diffs, enforces multi-commit splitting across domain boundaries, writes Conventional Commit messages. |
git-branch-manager |
$branch, branch: |
Enforces strict kebab branch taxonomy, stashes dirty trees, conducts rebase syncs, and prunes merged branches. |
git-phase-committer |
$phase-commit |
Automatic Virtual Memory Phase commit hook: stages and commits phase code, tests, and memory status sequentially. |
User Prompt: /plan-frontend build a responsive analytics dashboard and metrics stream.
$plan-frontend → activates frontend-planner.phone-layout-master specifies single metric cards, bottom action sheet for filter drawers, and 100svh viewport bounding.desktop-ui-architect specifies 3-pane workstation with container queries (@container) and sticky tabular data streams.typography-master).User Prompt: /debug our checkout endpoint intermittently throws 504 Gateway Timeout under moderate load.
debug-planner and does NOT modify database connection pools or query timeouts.src/db/pool.ts), and candidate hypotheses (N+1 query vs. unreleased transaction lock).karpathy-coder).test-verifier), pasting stdout showing 50 concurrent checkouts completing in 140ms with 0 timeouts.User Prompt: /memory we need to build an OAuth2 Google and GitHub authentication system with role-based permissions.
memory/phase-planner creates .agents/memory/plans/main-plan.md.phase-01-oauth-providers.md (Skills: backend/spec-writer + backend/tdd-implementer)phase-02-rbac-schema.md (Skills: backend/domain-modeler + backend/codebase-designer)phase-03-session-middleware.md (Skills: backend/karpathy-coder + debugging/test-verifier)[APPLY] -> [EXECUTE] -> [VERIFY] -> [FINISH] with user confirmation at each checkpoint..agents/memory/archive/2026-11-02-oauth2/ and cleans active phases.| Category | Skill Name | File System Location |
|---|---|---|
| Orchestrators & Planners | supreme-orchestratorfrontend-masterfrontend-plannerbackend-masterbackend-plannerdebug-masterdebug-planneranti-slop-plannerarchitecture-mastermemory-mastergit-mastergit-atomic-committer |
.agents/skills/orchestrators/supreme-orchestrator/SKILL.md.agents/skills/orchestrators/frontend-master/SKILL.md.agents/skills/frontend/frontend-planner/SKILL.md.agents/skills/orchestrators/backend-master/SKILL.md.agents/skills/backend/backend-planner/SKILL.md.agents/skills/orchestrators/debug-master/SKILL.md.agents/skills/debugging/debug-planner/SKILL.md.agents/skills/anti-ai-sop/anti-slop-planner/SKILL.md.agents/skills/orchestrators/architecture-master/SKILL.md.agents/skills/orchestrators/memory-master/SKILL.md.agents/skills/orchestrators/git-master/SKILL.md.agents/skills/git/git-atomic-committer/SKILL.md |
| Frontend | phone-layout-masterdesktop-ui-architectdynamic-ui-enginedesign-taste-frontendui-taste-enforcerui-design-principlestypography-mastersvg-icon-craftsmananimation-builderanimation-revieweranimation-auditoranimation-performanceanimation-opportunitiesapple-feelmobile-native-feelui-stress-testerui-library-pickerui-prototyperdesign-engineeringcanvas-arttheme-systemweb-artifact-builderwebapp-tester |
.agents/skills/frontend/phone-layout-master/SKILL.md.agents/skills/frontend/desktop-ui-architect/SKILL.md.agents/skills/frontend/dynamic-ui-engine/SKILL.md.agents/skills/frontend/design-taste-frontend/SKILL.md.agents/skills/frontend/ui-taste-enforcer/SKILL.md.agents/skills/frontend/ui-design-principles/SKILL.md.agents/skills/frontend/typography-master/SKILL.md.agents/skills/frontend/svg-icon-craftsman/SKILL.md.agents/skills/frontend/animation-builder/SKILL.md.agents/skills/frontend/animation-reviewer/SKILL.md.agents/skills/frontend/animation-auditor/SKILL.md.agents/skills/frontend/animation-performance/SKILL.md.agents/skills/frontend/animation-opportunities/SKILL.md.agents/skills/frontend/apple-feel/SKILL.md.agents/skills/frontend/mobile-native-feel/SKILL.md.agents/skills/frontend/ui-stress-tester/SKILL.md.agents/skills/frontend/ui-library-picker/SKILL.md.agents/skills/frontend/ui-prototyper/SKILL.md.agents/skills/frontend/design-engineering/SKILL.md.agents/skills/frontend/canvas-art/SKILL.md.agents/skills/frontend/theme-system/SKILL.md.agents/skills/frontend/web-artifact-builder/SKILL.md.agents/skills/frontend/webapp-tester/SKILL.md |
| Backend | responsive-contract-enforcerkarpathy-codertdd-implementerimplementation-plannerspec-writerticket-breakerspec-implementerdomain-modelercodebase-designerarchitecture-improverswift-writerpr-writermcp-builder |
.agents/skills/backend/responsive-contract-enforcer/SKILL.md.agents/skills/backend/karpathy-coder/SKILL.md.agents/skills/backend/tdd-implementer/SKILL.md.agents/skills/backend/implementation-planner/SKILL.md.agents/skills/backend/spec-writer/SKILL.md.agents/skills/backend/ticket-breaker/SKILL.md.agents/skills/backend/spec-implementer/SKILL.md.agents/skills/backend/domain-modeler/SKILL.md.agents/skills/backend/codebase-designer/SKILL.md.agents/skills/backend/architecture-improver/SKILL.md.agents/skills/backend/swift-writer/SKILL.md.agents/skills/backend/pr-writer/SKILL.md.agents/skills/backend/mcp-builder/SKILL.md |
| Debugging | root-cause-debuggerbug-diagnosertest-verifiercode-reviewerissue-triager |
.agents/skills/debugging/root-cause-debugger/SKILL.md.agents/skills/debugging/bug-diagnoser/SKILL.md.agents/skills/debugging/test-verifier/SKILL.md.agents/skills/debugging/code-reviewer/SKILL.md.agents/skills/debugging/issue-triager/SKILL.md |
| Architecture | subagent-executorgit-isolatorlarge-task-mapperresearch-agentsetup-wizardskill-creator |
.agents/skills/architecture/subagent-executor/SKILL.md.agents/skills/architecture/git-isolator/SKILL.md.agents/skills/architecture/large-task-mapper/SKILL.md.agents/skills/architecture/research-agent/SKILL.md.agents/skills/architecture/setup-wizard/SKILL.md.agents/skills/architecture/skill-creator/SKILL.md |
| Memory | phase-plannersession-continuitycontext-handoff |
.agents/skills/memory/phase-planner/SKILL.md.agents/skills/memory/session-continuity/SKILL.md.agents/skills/memory/context-handoff/SKILL.md |
| Anti-AI SOP | anti-slop-enforcertext-tone-enforcerui-tells-eliminatoranti-ai-sop-agent |
.agents/skills/anti-ai-sop/anti-slop-enforcer/SKILL.md.agents/skills/anti-ai-sop/text-tone-enforcer/SKILL.md.agents/skills/anti-ai-sop/ui-tells-eliminator/SKILL.md.agents/agents/anti-ai-sop-agent/SKILL.md |
| Git | git-mastergit-atomic-committergit-branch-managergit-phase-committer |
.agents/skills/orchestrators/git-master/SKILL.md.agents/skills/git/git-atomic-committer/SKILL.md.agents/skills/git/git-branch-manager/SKILL.md.agents/skills/git/git-phase-committer/SKILL.md |