Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines -...
MCP Script Rules
Scrape web pages and extract content via Firecrawl MCP
Search GitHub code, repositories, issues, and PRs via MCP
No Polling for Background Agents
Explicit Identity Across Boundaries
Query the memory system for relevant learnings from past sessions
Store a learning, pattern, or decision in the memory system for future recall
Fast codebase search via WarpGrep (20x faster than grep)
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual...
Choose the right search tool for each query type
Comprehensive code review workflow - parallel specialized reviews β synthesis
Code refactoring workflow - analyze β plan β implement β review β validate
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
Create or update continuity ledger for state preservation across clears
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation
Release preparation workflow - security audit β E2E tests β review β changelog β docs
Migration workflow - research β analyze β plan β implement β review
Goal-based workflow orchestration - routes tasks to specialist agents based on user goals
Validation agent that validates plan tech choices against current best practices