Search Tool Hierarchy
Get a token-efficient overview of any project using the TLDR stack
Search GitHub code, repositories, issues, and PRs via MCP
Graceful Degradation with Helpful Messages
Query the memory system for relevant learnings from past sessions
Maps questions to the optimal tldr command. Use this to pick the right layer
Modular Code Organization
Research agent for external documentation, best practices, and library APIs via MCP tools
Spawn Agentica multi-agent patterns
Search library documentation and code examples via Nia
Index at Creation Time
Guide to the math cognitive stack - what tools exist and when to use each
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Debug issues by investigating logs, database state, and git history
Async REPL Protocol
Validation agent that validates plan tech choices against current best practices
Scrape web pages and extract content via Firecrawl MCP
Resume work from handoff document with context analysis and validation
LLM Tuning Patterns
Fast codebase search via WarpGrep (20x faster than grep)