feature-dev
Guided feature development with codebase understanding and architecture focus. Use when implementing new features to follow a systematic discovery, exploration, design, and implementation workflow.
What this skill does
# Feature Development Systematic approach to implementing new features: understand the codebase deeply, identify and ask about all underspecified details, design elegant architectures, then implement. ## Core Principles - **Ask clarifying questions**: Identify all ambiguities, edge cases, and underspecified behaviours. Ask specific, concrete questions rather than making assumptions. Wait for user answers before proceeding. - **Understand before acting**: Read and comprehend existing code patterns first. - **Simple and elegant**: Prioritise readable, maintainable, architecturally sound code. - **Track progress**: Use TodoWrite throughout. ## Phase 1: Discovery **Goal**: Understand what needs to be built. 1. Create todo list with all phases 2. If feature unclear, ask user for: what problem they're solving, what the feature should do, any constraints or requirements 3. Summarise understanding and confirm with user ## Phase 2: Codebase Exploration **Goal**: Understand relevant existing code and patterns at both high and low levels. 1. Launch 2-3 code-explorer agents in parallel, each targeting a different aspect: - Similar features and their implementation - Architecture and abstractions for the feature area - UI patterns, testing approaches, or extension points - Each agent should return a list of 5-10 key files to read 2. Read all files identified by agents to build deep understanding 3. Present comprehensive summary of findings and patterns ## Phase 3: Clarifying Questions **Goal**: Fill in gaps and resolve all ambiguities before designing. **CRITICAL**: Do not skip this phase. 1. Review codebase findings and original feature request 2. Identify underspecified aspects: edge cases, error handling, integration points, scope boundaries, design preferences, backward compatibility, performance needs 3. Present all questions in a clear, organised list 4. Wait for answers before proceeding ## Phase 4: Architecture Design **Goal**: Design implementation approaches with different trade-offs. 1. Launch 2-3 code-architect agents with different focuses: minimal changes, clean architecture, or pragmatic balance 2. Review approaches and form opinion on best fit 3. Present: brief summary of each approach, trade-offs comparison, your recommendation with reasoning 4. Ask user which approach they prefer ## Phase 5: Implementation **Goal**: Build the feature. **Do not start without user approval.** 1. Wait for explicit user approval 2. Read all relevant files identified in previous phases 3. Implement following chosen architecture 4. Follow codebase conventions strictly 5. Update todos as you progress ## Phase 6: Quality Review **Goal**: Ensure code is simple, DRY, elegant, easy to read, and functionally correct. 1. Launch code-reviewer agents with different focuses: simplicity/DRY/elegance, bugs/functional correctness, project conventions/abstractions 2. Consolidate findings and identify highest severity issues 3. Present findings and ask what user wants to do (fix now, fix later, or proceed as-is) 4. Address issues based on user decision ## Phase 7: Summary **Goal**: Document what was accomplished. 1. Mark all todos complete 2. Summarise: what was built, key decisions made, files modified, suggested next steps ## Agent Types Full agent specifications are in the `agents/` folder. Summary: - **code-explorer** — Traces execution paths, maps architecture layers, documents dependencies. See `agents/code-explorer.md` - **code-architect** — Designs feature architectures with implementation blueprints. See `agents/code-architect.md` - **code-reviewer** — Reviews code with confidence-based filtering (>= 80). See `agents/code-reviewer.md`
Related in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.