Neal006

Analyzes existing codebases to understand structure, patterns, and technical debt

Strategies for compressing context to maximize token efficiency

Search-first skill to reduce unnecessary file reads by searching before loading

Monitors context complexity and triggers state dumps before quality degrades

Systematic debugging with persistent state and fresh context advantages

Requires proof before marking work complete — no "trust me, it works"

Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management

Validates plans before execution to catch issues early

Use this skill when you need to scrape a website and generate a structured RAG-optimized knowledge base document for a chatbot. Triggers include: scraping a company website, building a knowledge base, generating a knowledge_base.md, creating RAG documents, or any task involving web scraping followed by document generation for chatbot ingestion.