What files does the Feature Analyzer scan?

It scans for core artifacts like spec.md, ux.md, plan.md, and tasks.md, as well as data models and API contracts.

Why should I use this before starting a task?

It ensures Claude has a complete understanding of the requirements, architecture, and edge cases, significantly reducing errors during the implementation phase.

What happens if core documents are missing?

The skill includes a scanner that outputs a JSON report of missing artifacts and can stop execution to prevent working with incomplete context.

Does it support custom directory structures?

Yes, it accepts a feature directory path and searches for specific documentation patterns within that directory using a prerequisite scanner.

Feature Context Analyzer

Name: Feature Context Analyzer
Author: akhmat-s

byakhmat-s

0•

Productivity & Workflow

Analyzes and ingests comprehensive feature documentation to build a complete mental model for AI-driven development.

Feature Analyzer is a specialized skill for Claude Code designed to synchronize AI understanding with project requirements. It systematically scans directory structures for core artifacts—including specifications, UX flows, architectural plans, and task lists—to ensure the AI agent has the full context before implementation begins. By verifying prerequisite files and parsing technical contracts, it prevents hallucinations and misalignments, creating a solid foundation for generating code, checklists, or complex technical guidance during the development lifecycle.

Key Features

01Comprehensive mental model building for requirements and edge cases

02Priority-based loading of specifications and technical contracts

03Context preparation for downstream implementation and TDD cycles

040 GitHub stars

05Automated artifact scanning for requirements, UX, and architectural plans

06Prerequisite verification with detailed availability reporting

Use Cases

01Loading full project context before starting a new feature implementation

02Validating documentation completeness before beginning a development sprint

03Generating implementation checklists based on analyzed specifications and UX flows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add akhmat-s/bantadthong-vibes feature-analyzer

For use in Claude.ai and ChatGPT

Download Skill