supergraph

In the author's own words, from each skill's SKILL.md — showing the first 30 of 39 files.

• supergraph

  Meta-orchestrator — dispatches to the right skill for the task. Use before any non-trivial work.

  plugins/supergraph/SKILL.md on GitHub (opens in a new tab)

• analyze

  Risk analysis and approach selection before planning. Use when requirements are ambiguous, approaches vary, or work touches hub/bridge nodes. Skip for typo fixes.

  plugins/supergraph/skills/analyze/SKILL.md on GitHub (opens in a new tab)

• architecture

  Proactive architecture review — explore codebase structure, generate a self-contained HTML report with Mermaid diagrams and candidate improvements, then grill the findings. Use when planning a large refactor, onboarding to an unfamiliar codebase, or before a major architectural change.

  plugins/supergraph/skills/architecture/SKILL.md on GitHub (opens in a new tab)

• caveman

  Persistent token-compression mode (~75% reduction) — now always-on by default. Strips filler while keeping code exact.

  plugins/supergraph/skills/caveman/SKILL.md on GitHub (opens in a new tab)

• database-migrations

  Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate).

  plugins/supergraph/skills/database-migrations/SKILL.md on GitHub (opens in a new tab)

• design-taste-frontend

  Anti-slop frontend skill for landing pages, portfolios, and redesigns. The agent reads the brief, infers the right design direction, and ships interfaces that do not look templated. Real design systems when applicable, audit-first on redesigns, strict pre-flight check.

  plugins/supergraph/skills/design-taste-frontend/SKILL.md on GitHub (opens in a new tab)

• diagnose

  Structured 6-phase debugging. Build feedback loop first, reproduce deterministically, hypothesize with ranked falsifiable theories, instrument one variable at a time, fix with regression test, cleanup. Use when a bug exists, tests fail unexpectedly, or behavior is wrong and cause is unknown.

  plugins/supergraph/skills/diagnose/SKILL.md on GitHub (opens in a new tab)

• execute

  Dispatch and execute implementation plans with TDD and checkpoints. Use when plan is ready. Parallel by default for independent tasks.

  plugins/supergraph/skills/execute/SKILL.md on GitHub (opens in a new tab)

• fix

  Plan-aware auto-fix loop after coding. Runs tests, lint, format, and graph checks. Updates plan task status. Use after execute/tdd.

  plugins/supergraph/skills/fix/SKILL.md on GitHub (opens in a new tab)

• flutter-dart-code-review

  Library-agnostic Flutter/Dart code review checklist covering widget best practices, state management patterns (BLoC, Riverpod, Provider, GetX, MobX, Signals), Dart idioms, performance, accessibility, security, and clean architecture.

  plugins/supergraph/skills/flutter-dart-code-review/SKILL.md on GitHub (opens in a new tab)

• flutter-ui

  Build Flutter UI from Figma MCP or image input. Scans src for design tokens (colors, sizes, text styles), existing components, and naming conventions before writing a single line of code. Never hard-codes values.

  plugins/supergraph/skills/flutter-ui/SKILL.md on GitHub (opens in a new tab)

• frontend-design

  Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

  plugins/supergraph/skills/frontend-design/SKILL.md on GitHub (opens in a new tab)

• gpt-taste

  Elite UX/UI & Advanced GSAP Motion Engineer. Enforces Python-driven true randomization for layout variance, strict AIDA page structure, wide editorial typography (bans 6-line wraps), gapless bento grids, strict GSAP ScrollTriggers (pinning, stacking, scrubbing), inline micro-images, and massive section spacing.

  plugins/supergraph/skills/gpt-taste/SKILL.md on GitHub (opens in a new tab)

• handoff

  Compact current session context into a handoff document for seamless continuation in a new session. Use when context window is exhausted, switching machines, handing work to another agent, or ending a long session mid-task.

  plugins/supergraph/skills/handoff/SKILL.md on GitHub (opens in a new tab)

• image-to-code

  Elite website image-to-code skill for Codex. For visually important web tasks, it must first generate the design image(s) itself, deeply analyze them, then implement the website to match them as closely as possible. In Codex, it must prefer large, readable, section-specific images instead of tiny compressed boards, generate fresh standalone images for sections or detail views instead of cropping…

  plugins/supergraph/skills/image-to-code/SKILL.md on GitHub (opens in a new tab)

• integration

  Run integration and e2e tests after unit tests pass. Use after /supergraph:fix when unit tests are green.

  plugins/supergraph/skills/integration/SKILL.md on GitHub (opens in a new tab)

• plan

  Create graph-informed implementation plans before writing code. Use before any non-trivial task. Skip for small changes (≤2 files, <20 lines, no hub/bridge).

  plugins/supergraph/skills/plan/SKILL.md on GitHub (opens in a new tab)

• prd

  Convert current conversation context into a structured Product Requirements Document (PRD) and optionally post it to GitHub Issues. Use before /supergraph:plan when requirements came from a conversation, user story, or feature discussion rather than a formal spec.

  plugins/supergraph/skills/prd/SKILL.md on GitHub (opens in a new tab)

• prototype

  Build throwaway code to validate an uncertain approach before committing to a plan. Two branches — Logic (terminal state machine) or UI (multiple designs on one route with URL-param switcher). No persistence, no tests, single-command start. Use between analyze and plan when the approach itself is uncertain.

  plugins/supergraph/skills/prototype/SKILL.md on GitHub (opens in a new tab)

• redesign-existing-projects

  Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

  plugins/supergraph/skills/redesign-existing-projects/SKILL.md on GitHub (opens in a new tab)

• review

  Plan-aware graph-enhanced code review before merge. CRITICAL issues block merge. Use after fix/verify.

  plugins/supergraph/skills/review/SKILL.md on GitHub (opens in a new tab)

• scan

  Scan project once per session. Run first — all other skills depend on this.

  plugins/supergraph/skills/scan/SKILL.md on GitHub (opens in a new tab)

• sdd

  Create a Software Design Document (SDD) defining component architecture, data contracts, API schemas, and platform compatibility before planning. Use in Tier 3 (Full Pipeline) or when modifying interfaces, hooks, databases, or multi-platform contracts.

  plugins/supergraph/skills/sdd/SKILL.md on GitHub (opens in a new tab)

• serena

  Serena code intelligence — LSP-powered symbol navigation, diagnostics, and targeted code surgery. Activate before complex refactors, cross-file analysis, or when graph tools need symbol-level depth.

  plugins/supergraph/skills/serena/SKILL.md on GitHub (opens in a new tab)

• tdd

  Strict test-driven development for behavior changes. Requires verified RED before production code, minimal GREEN, and refactor only after passing tests.

  plugins/supergraph/skills/tdd/SKILL.md on GitHub (opens in a new tab)

• threejs-animation

  Three.js animation - keyframe animation, skeletal animation, morph targets, animation mixing. Use when animating objects, playing GLTF animations, creating procedural motion, or blending animations.

  plugins/supergraph/skills/threejs-animation/SKILL.md on GitHub (opens in a new tab)

• threejs-fundamentals

  Three.js scene setup, cameras, renderer, Object3D hierarchy, coordinate systems. Use when setting up 3D scenes, creating cameras, configuring renderers, managing object hierarchies, or working with transforms.

  plugins/supergraph/skills/threejs-fundamentals/SKILL.md on GitHub (opens in a new tab)

• threejs-geometry

  Three.js geometry creation - built-in shapes, BufferGeometry, custom geometry, instancing. Use when creating 3D shapes, working with vertices, building custom meshes, or optimizing with instanced rendering.

  plugins/supergraph/skills/threejs-geometry/SKILL.md on GitHub (opens in a new tab)

• threejs-interaction

  Three.js interaction - raycasting, controls, mouse/touch input, object selection. Use when handling user input, implementing click detection, adding camera controls, or creating interactive 3D experiences.

  plugins/supergraph/skills/threejs-interaction/SKILL.md on GitHub (opens in a new tab)

• threejs-lighting

  Three.js lighting - light types, shadows, environment lighting. Use when adding lights, configuring shadows, setting up IBL, or optimizing lighting performance.

  plugins/supergraph/skills/threejs-lighting/SKILL.md on GitHub (opens in a new tab)

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