Token-efficient code analysis via 5-layer stack (AST, Call Graph, CFG, DFG, PDG). 95% token savings.

Graceful Degradation with Helpful Messages

Router-First Architecture

Analyze Claude Code sessions via Braintrust

Agent Orchestration Rules

Implement technical plans from thoughts/shared/plans with verification

Implementation agent that executes a single task and creates handoff on completion

Index at Creation Time

QLTY During Development

Implement technical plans from thoughts/shared/plans with verification

Async REPL Protocol

Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic

Completion Check: Verify Infrastructure Is Wired

Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging

Generate comprehensive PR descriptions following repository templates

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

Get a token-efficient overview of any project using the TLDR stack

Guide for integrating Agentica SDK with Claude Code CLI proxy

System health check (MOT) for skills, agents, hooks, and memory

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