Validation agent that validates plan tech choices against current best practices

Create or update continuity ledger for state preservation across clears

Resume work from handoff document with context analysis and validation

Guide to the math cognitive stack - what tools exist and when to use each

Search library documentation and code examples via Nia

Choose the right search tool for each query type

Modular Code Organization

Agent Orchestration Rules

Fast codebase search via WarpGrep (20x faster than grep)

Search GitHub code, repositories, issues, and PRs via MCP

Research agent for external documentation, best practices, and library APIs via MCP tools

QLTY During Development

Graceful Degradation with Helpful Messages

Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation

Full 5-layer analysis of a specific function. Use when debugging or deeply understanding code.

Environment Triage

AST-based code search and refactoring via ast-grep MCP

Store a learning, pattern, or decision in the memory system for future recall

Scrape web pages and extract content via Firecrawl MCP

Code quality checks, formatting, and metrics via qlty CLI