Agent skill

nf

Conduct in-depth feature discovery interview to explore, challenge, and document a new feature. Use when asked to 'detail a feature', 'explore a new feature', 'feature discovery', 'interview about feature', or 'spec out a feature'. NOT for quick brainstorming (use /brainstorm), NOT for PRD/JTBD docs (use /product), NOT for implementation tasks (use /ct).

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Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/other/other/nf

SKILL.md

New Feature Discovery

Objective

Conduct a comprehensive interview to fully understand and document a new feature using collaborative brainstorming, then create a formal specification.

Guidelines

  • Invoke design-exploration skill first for discovery and exploration
  • Use AskUserQuestion tool for ALL clarifications - provides interactive options for user to choose from
  • Never assume behavior: if any behavior is unclear/ambiguous (UX flow, edge cases, error handling, states), you MUST ask the user to define expected behavior (preferred via AskUserQuestion).
  • Ask non-obvious and thought-provoking questions
  • Actively challenge assumptions; do not be a yes-boy. Grill.
  • Offer alternatives, shortcuts, and "go deeper" paths
  • Continue until the feature is fully understood
  • Document everything in the specification file

Workflow

Mobile-app Skill Gate (MANDATORY when feature touches mobile-app/)

Trigger: If the feature will create or modify any code under mobile-app/ (new screens/components, animations, lists, navigation, Expo APIs).

MANDATORY steps (do BEFORE writing recommendations/implementation details in the discovery/spec):

  • Read the skill docs:
    • .claude/skills/react-native-expo-mobile/SKILL.md
    • .claude/skills/react-native-expo-mobile/AGENTS.md
  • Explicitly state in the discovery/spec that the skill was read and will be applied in implementation.
  • Extract the relevant rules for this feature area (minimum: Core Rendering; plus Animation/List Performance/React Compiler/UI as applicable) and record them under a short section like: "Skill Compliance: react-native-expo-mobile".

Step 1: Codebase Exploration

Launch 1-3 parallel Explore agents (with Sonnet) based on feature complexity. Use Task tool in single message.

Agents:

  1. Code & patterns in backend/
  2. Data models, schemas, APIs (if 2+ agents)
  3. Docs, ADRs, tests (if 3 agents)

Synthesize findings, then proceed to design exploration.

Step 2: External Research (If Needed)

When you need current information, best practices, or technical research:

  • Quick lookups: Use Exa MCP tools (get_code_context_exa, web_search_exa) directly
  • In-depth research: Spawn comprehensive-researcher subagent via Task tool for complex topics requiring multiple sources and cross-verification

Topics to research:

  • Industry best practices for the feature type
  • Competitor implementations and patterns
  • API/library capabilities and limitations
  • Security considerations and compliance requirements

Step 3: Design Exploration Phase

Invoke the design-exploration skill with gathered context:

  • Ask questions to refine the idea (batch related questions)
  • Propose 2-3 different approaches with trade-offs
  • Present design incrementally (200-300 word sections) for validation

Step 4: "Grill Me" Challenge Round

After initial design exploration, run a structured challenge:

  • Identify assumptions and question each one
  • Suggest 2-3 alternative approaches (including a "lean/shortcut" path), if applicable and worth it
  • Flag potential risks, hidden costs, or complexity traps
  • Recommend where to cut scope vs where to deepen investment

Step 5: Deep-Dive Questions

After design exploration, ask additional non-obvious questions if needed:

Technical Implementation:

  • Edge cases and failure scenarios
  • Performance implications at scale
  • Integration points with existing systems
  • Security and privacy implications

UI/UX:

  • User mental models and expectations
  • Error states and recovery flows
  • Accessibility considerations

Business & Product:

  • Success metrics and how to measure them
  • MVP vs future scope boundaries
  • Potential abuse scenarios

Tradeoffs:

  • Complexity vs flexibility
  • Development speed vs technical debt
  • Short-term wins vs long-term maintainability

Step 6: Specification Writing

After design exploration and interview completion:

  1. Read template: Read docs/product-docs/templates/discovery-template.md to load the structure
  2. Create task directory: tasks/task-YYYY-MM-DD-[feature-name]/
  3. Write specification following the template structure
    • Output file: discovery-[feature-name].md
  4. Present summary to user for confirmation

If design exploration reveals the feature is not viable: Document the reasons in a brief discovery-[feature-name]-rejected.md with rationale, and stop here.

Step 7: Codex Validation

After discovery document is created, invoke /codex-cli skill for cross-AI validation.

Verification focus: Discovery document review as senior product analyst

  • Completeness, consistency, clarity, feasibility, scope definition
  • No conflicts with existing codebase architecture and patterns
  • No critical gaps or missing considerations

Process feedback: Update discovery if needed, add "Cross-AI Validation: PASSED" when approved.

If validation fails: Present the issues to the user via AskUserQuestion with options: "Revise discovery doc", "Override and proceed", "Abandon feature".

Output

tasks/task-YYYY-MM-DD-[feature-name]/discovery-[feature-name].md

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