DeFi

Expert in building MCP servers using the Official Python MCP SDK. Use this when defining tools, resources, and prompts that allow AI agents to manage application state.

Validates output-style persona definitions, behavior specifications, and keep-coding-instructions decisions. Use when reviewing, auditing, or improving output-styles, checking persona clarity, validating behavior concreteness, assessing coding-instructions appropriateness, or verifying scope alignment (user vs project). Also triggers when user asks about output-style best practices, wants to improve style effectiveness, or needs help with persona definition.

Apply functional and compositional architecture patterns when designing systems, modules, and components. Use when creating architecture definitions, designing system boundaries, defining interfaces, or building modular systems.

Generates interactive p5.js algorithmic art artifacts. Requires defining an Algorithmic Philosophy before coding. Enforces seeded randomness.

Follow the project's Python-based tech stack using uv, FastMCP, Claude Agent SDK, Pydantic v2, SQLite with SQLModel, and pytest with ruff. Use this skill when writing Python code for the MCP Task Aggregator. When using FastMCP to create MCP servers or tools. When working with Claude Agent SDK for AI agents. When defining Pydantic models or using pydantic-settings for configuration. When writing SQLModel queries or database operations. When using loguru for logging. When integrating with Jira (jira-python), GitHub (pygithub), or Linear (linear-sdk). When running pytest tests or ruff linting. When configuring GitHub Actions CI/CD.

Create and maintain GitHub Pages documentation for administrative guides, ubiquitous language definitions, and domain-driven design artifacts. Use when writing or updating documentation for admin procedures, domain terminology, DDD concepts, or user guides that will be published to GitHub Pages.

Design reusable, composable UI components with clear interfaces and proper encapsulation. Use this skill when creating or modifying React, Vue, or Svelte components. When working on files in components/, ui/, or any component library. When defining component props, managing local vs lifted state, or implementing composition patterns. When splitting large components or documenting component APIs.

Product marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch playbooks, competitive battlecards, and international market entry guides. Use when developing positioning, planning product launches, creating messaging, analyzing competitors, entering new markets, enabling sales, or when user mentions product marketing, positioning, GTM, go-to-market, competitive analysis, market entry, or sales enablement.

Role definition for software engineer agents. Defines responsibilities, principles, required skills, and success criteria. Use to understand what it means to operate as a software engineer in this codebase.

Design software concepts using Daniel Jackson's methodology. This skill should be used when analyzing existing applications to identify concepts, designing new concepts for features or systems, defining concept structure (purpose, operational principles, state, actions), or composing multiple concepts together. Handles queries like "design a concept for X", "what concepts does this app have", "help me model this feature as a concept".

Constitutional compliance validator. Enforces all 5 Constitutional Articles to ensure AI trading decisions comply with human-defined rules. Works as second line of defense alongside Risk Agent.

Use when working with Luban game configuration tool - covers schema definition, Excel data filling, code generation, polymorphic types, validators, localization, and roblox-ts integration. Provides indexed reference to complete Luban documentation by topic

REQUIRED before implementing any game feature, scoring logic, state transition, or decision-making. ALL business logic lives in PostgreSQL - frontend is presentation only. Load this to understand where code belongs: database function vs component. Covers RPC patterns, SECURITY DEFINER, and anti-patterns.

Develop, test, and register PMC workflows.Workflows are JSON state machines for Claude CLI, shell, sub-workflows.WORKFLOW:1. DEFINE - Create workflow JSON with states, transitions2. VALIDATE - pmc validate <workflow.json>3. MOCK - Create mock scripts for each state4. TEST MOCK - pmc run --mock to test transitions5. TEST REAL - pmc run with real data6. REGISTER - Add to registry.jsonUse when:- User says "create workflow", "new workflow", "automate"- Automating repetitive multi-step processes- Building CI/CD or development pipelines

Generate comprehensive Product Requirements Documents for web and mobile apps using lean startup methodology. Perfect for solo entrepreneurs and new product concepts. Creates hypothesis-driven PRDs with MVP focus, user stories, and technical specifications. Exports to multiple formats including Markdown, HTML, and DOCX. Use when planning new products, defining MVPs, or documenting product vision for AI coding assistants.

Define animations with @keyframes within @theme directive, use animate-{name} utilities, and implement entry animations with starting: variant. Use when creating custom animations or entry effects.

Model business domains with entities, relationships, business rules, and permissions. Use when: (1) creating entity definitions, (2) defining business rules (BR-XXX), (3) designing permission structures, (4) analyzing domain impact, (5) maintaining domain documentation.

Define SLIs, SLOs, and implement burn-rate alerting

Design and implement RESTful API endpoints following REST principles with proper HTTP methods, status codes, resource-based URLs, and rate limiting. Use this skill when creating or modifying API endpoints, route handlers, controllers, or any backend API layer code. Apply when working on files that define API routes (routes/*.ts, controllers/*.ts, api/*.ts, *Controller.cs), implement request/response handlers, establish API versioning, or configure endpoint middleware. Use when building Bun/Express APIs, ASP.NET Core Web APIs, or Next.js API routes. This skill ensures RESTful design with clear resource-based URLs, consistent lowercase hyphenated naming, appropriate HTTP methods (GET, POST, PUT, PATCH, DELETE), proper status codes (200, 201, 400, 404, 500), plural nouns for resources (/users, /products), limited nesting depth (2-3 levels max), query parameters for filtering/sorting/pagination, API versioning strategies, and rate limiting headers in responses.

Complete Behavior-Driven Development workflow coordinating SCENARIO → STEP DEFINITIONS → IMPLEMENT → REFACTOR cycle with Given/When/Then scenarios. Use when writing BDD tests or implementing features from user stories.