Migration workflow - research β analyze β plan β implement β review
find ~/namesreallyblank/ -name "*.skill"
Agent Context Isolation
Fast file editing via Morph Apply API (10,500 tokens/sec, 98% accuracy)
Explicit Identity Across Boundaries
System health check (MOT) for skills, agents, hooks, and memory
Async REPL Protocol
No Polling for Background Agents
Scrape web pages and extract content via Firecrawl MCP
Observe Before Editing
Reference guide for Agentica multi-agent infrastructure APIs
OPC Architecture Understanding
UI/UX visual design, styling, and aesthetic validation
Parallel Agent Type Contracts
Analyze Claude Code sessions via Braintrust
Search GitHub code, repositories, issues, and PRs via MCP
Automated accessibility testing via Playwright MCP and axe-core
Agent Orchestration Rules
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging
Graceful Degradation with Helpful Messages