feature-creep-audit

Audit app features against the core loop and classify them as core, optional, or removable.

Updated Apr 1, 2026
One-click install
npx skills add https://github.com/thingperson/pileofshame --skill feature-creep-audit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: feature-creep-audit
Source: https://github.com/thingperson/pileofshame/tree/main/.claude/skills/feature-creep-audit
Command: npx skills add https://github.com/thingperson/pileofshame --skill feature-creep-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Audit the app against its core value proposition. Identify features that dilute focus, add bloat, or distract from the main loop. Run periodically or before big pushes.

Core Features & Use Cases

  • Feature Inventory: List every user-facing feature and assess its alignment with the core loop.
  • UI Surface Area Check: Quantify interface complexity and cognitive load.
  • Core Loop Friction Test: Identify friction points for new users and returning users.
  • Feature Justification: Evaluate whether features deliver delight, retention, or monetization without clutter.
  • Bloat Signals: Flag excessive settings, overlapping features, or unnecessary complexity.

Quick Start

Run a monthly feature audit following the steps above and prepare a structured report.

Frequently Asked Questions about feature-creep-audit

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit app features to remove bloat and align with the core loop?

A feature audit identifies bloat by listing all user-facing features and evaluating their alignment with the core value proposition. It categorizes features as core, optional, or removable to reduce UI complexity and cognitive load.

What is the best way to prune a product backlog and reduce UI complexity?

Backlog pruning and UI complexity reduction are achieved by applying a structured methodology with clear criteria. You flag overlapping features and excessive settings as bloat signals to ensure they deliver retention without cluttering the interface.

How do I identify friction points in my product's onboarding and discovery flows?

You identify friction points in onboarding and discovery flows by running a core loop friction test. This test evaluates the interface surface area and cognitive load for new users versus returning users to ensure features align with the core value proposition.

When do I need to run a feature audit for product management?

You need to run a feature audit periodically or before big product pushes to prevent feature bloat. It evaluates whether features deliver delight, retention, or monetization without distracting from the main loop or adding unnecessary complexity.

How do I evaluate if a feature delivers retention without cluttering the app?

You evaluate retention versus clutter through feature justification, assessing if a feature delivers delight or monetization without adding interface surface area. A robust guardrail against overreach ensures features are marked correctly as core, optional, or removable.