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Human-in-the-loop iterative development. Use when requirements will emerge during implementation, decisions need human approval at each step, or work will span multiple sessions with frequent feedback loops. Creates problem statement, decisions log, runbook, and progress tracking.

REQUIRED Phase 5 of /dev workflow. Orchestrates per-task ralph loops with delegated TDD implementation.

Feynman-style technical inquiry for developers. Understand before you decide. Validate before you build.

| Item | Value |

Colyseus client SDK for React, connection methods, room events, and messaging. Use when connecting to multiplayer server.

Movement prediction with server reconciliation for WASD controls. Use when implementing player movement.

Create frictionless first-day experiences for new team members.

Sprite animations, tweens, animation chains, and timeline sequences

Keyboard, mouse, touch, and gamepad input management for Phaser

Arcade physics velocity, acceleration, collision, and bounds

UI containers, text objects, buttons, and DOM element integration

Run multiple isolated mux dev-server instances (temp MUX_ROOT + free ports)

Manage Next.js dev servers across worktrees. Start, stop, and read logs from dev servers. Agents can access logs from any running session, regardless of who started it.

Publish JavaScript/TypeScript packages to the npm registry with consistent metadata, versioning, and release checks. Use when preparing or executing an npm release.

根据设计补充Dev视角的技术细节（数据库/API/通信协议），帮助Dev快速进入实施。当L1/L2设计缺乏技术细节、或准备向Dev交付前使用。

FIX TypeScript errors, WRITE better types, and CONVERT JavaScript to TypeScript. Use when encountering type errors, improving type safety, or migrating JS files.

FIX conflicting undo/redo implementations with VueUse + Pinia and DESIGN robust patterns for complex applications. Use for both stabilizing existing systems and implementing advanced undo/redo architecture.

Create or harden a devcontainer-based development sandbox so coding agents run inside an isolated container with least privilege and strong guardrails (no destructive host access, controlled network/secrets, reproducible toolchain).

在已有 DevDocs 项目中追加新功能，确保编号延续、文档一致。

CLI tools, SDKs, and developer experience patterns

Flutter SDK for cross-platform development targeting iOS, Android, and Web. Use for widget architecture, state management, platform channels, and multi-platform deployment.

Use when estimating time, effort, or complexity for features or projects - provides structured estimation workflows with breakdowns, risks, and confidence intervals.

Deploy to Cloudflare (Workers, R2, D1), Docker, GCP (Cloud Run, GKE), Kubernetes (kubectl, Helm). Use for serverless, containers, CI/CD, GitOps, security audit.

Undo the last Dex update if something went wrong

Complete DFlow trading protocol SDK - the single source of truth for integrating DFlow on Solana. Covers spot trading, prediction markets, Swap API, Metadata API, WebSocket streaming, and all DFlow tools.

Rails is opinionated software, and that opinion comes from creator David Heinemeier Hansson (DHH) and the Rails core team. Understanding Rails philosophy is essential to working effectively with the f

Use when debates are trapped in false dichotomies, polarized positions need charitable interpretation, tradeoffs are obscured by binary framing, synthesis beyond 'pick one side' is needed, or when users mention steelman arguments, thesis-antithesis-synthesis, Hegelian dialectic, third way solutions, or resolving seemingly opposed principles.

Native HTML dialog patterns for Rails with Turbo and Stimulus. Use when building modals, confirmations, alerts, or any overlay UI. Triggers on modal, dialog, popup, confirmation, alert, or toast patterns.

Assess readiness to transition from one SDLC phase to the next. This composite assessment aggregates component assessments and evaluates overall readiness, generating a recommendation that requires hu

Creates Architecture Decision Records for significant architectural decisions. Use when the user wants to create an ADR, make an ADR, record an architecture decision, document architecture choice, perform formal alternatives analysis, or when formally evaluating multiple alternatives with trade-offs. Appropriate for decisions with system-wide or long-term impact requiring structured alternatives documentation.

Create REF (Reference) documents that provide structured knowledge for lookup and understanding.

Manage persistent tasks in `.dialogue/tasks/`. Each task is stored as a separate YAML file (e.g., `FW-008.yaml`) for merge-friendly multi-user workflows.

Saves session context to a per-user session memo file for continuity across Claude sessions. This implements the TMS externalisation operation.

Create and evaluate documentation using the Diátaxis framework. Use when writing, organizing, or auditing documentation to ensure it serves distinct user needs through four systematic categories (Tutorials, How-to Guides, Reference, Explanation). Ideal for diagnosing documentation problems, separating mixed content, and ensuring each piece serves a single, clear purpose.

Find differentially accessible chromatin regions between conditions using DiffBind or DESeq2. Use when comparing chromatin accessibility between treatment groups, cell types, or developmental stages in ATAC-seq experiments.

Manage digital product sales across Gumroad, Etsy, Shopify. Handle sales tracking, product delivery, and social media automation.

digital-fte-orchestrator

Build a rigorous world model with state, dynamics, uncertainty, and provenance. Use when creating digital twins, constructing system representations, building simulation foundations, or establishing baseline world state.

---name: digital-twin-clinical-agent

Generic DigitalOcean droplet deployment using doctl CLI for any application type (APIs, web servers, background workers). Includes validation, deployment scripts, systemd service management, secret handling, health checks, and deployment tracking. Use when deploying Python/Node.js/any apps to droplets, managing systemd services, handling secrets securely, or when user mentions droplet deployment, doctl, systemd, or server deployment.

Router skill for DiPeO backend ecosystem (server/ and cli/): FastAPI server, CLI tools, database, MCP integration. Use when task mentions CLI commands, server endpoints, database queries, or MCP tools. For simple tasks, handle directly; for complex work, escalate to dipeo-backend agent.

Build AI-powered features in Directus: chat interfaces, content generation, smart suggestions, and copilot functionality

| Atributo | Valor |

Plan backups, failover, and RTO/RPO targets.

Category theory for compositional computing with string diagrams, quantum circuits, and QNLP. Covers monoidal categories, functors, tensor evaluation, and practical applications in quantum natural language processing and diagrammatic reasoning.

discord-bot

Create new channels in Discord guilds/servers via the Discord API. Use this skill when the user wants to create text channels, voice channels, announcement channels, or categories in a Discord server.

Initialize Discord configuration. Use when user wants to set up, configure, or connect their Discord account for the first time.

Use when sending Discord messages or encountering bot permission errors - provides three-tier integration methods with automatic fallback (MCP → REST API → Gateway); prevents wasted time on OAuth scope issues