No Polling for Background Agents
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
System health check (MOT) for skills, agents, hooks, and memory
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation
LLM Tuning Patterns
Implementation agent that executes a single task and creates handoff on completion
Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available
Manage Clorch configuration (Braintrust, API keys, features)
Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup",...
Claude Code CLI commands, flags, headless mode, and automation patterns
Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging
Analyze Claude Code sessions via Braintrust
Background Agent Pings
Spawn Agentica multi-agent patterns
Agentica server + Claude proxy setup - architecture, startup sequence, debugging
Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Reference guide for Agentica multi-agent infrastructure APIs
Guide for integrating Agentica SDK with Claude Code CLI proxy
Agentic Workflow Pattern
Agent Orchestration Rules
Agent Context Isolation
Analyze and optimize database schemas, identify performance issues, and suggest improvements. Use when working with...
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web...
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running...