Run comprehensive worker system benchmarks and performance analysis
Agent skill for swarm-pr - invoke with $agent-swarm-pr
Quantum-resistant, self-learning version control for AI agents with ReasoningBank intelligence and multi-agent coordination
Agent skill for memory-coordinator - invoke with $agent-memory-coordinator
Agent skill for raft-manager - invoke with $agent-raft-manager
Agent skill for specification - invoke with $agent-specification
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.
AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, searching for similar solutions, semantic lookup of past work, learning from previous tasks, sharing knowledge between agents, building knowledge base. Skip when: no learning needed, ephemeral one-off tasks, external data sources available, read-only exploration.
Agent skill for base-template-generator - invoke with $agent-base-template-generator
Agent skill for pseudocode - invoke with $agent-pseudocode
Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer
Agent skill for user-tools - invoke with $agent-user-tools
Agent skill for production-validator - invoke with $agent-production-validator
Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre/post task hooks, session management, Git integration, memory coordination, and neural pattern training for enhanced development workflows.
Agent skill for app-store - invoke with $agent-app-store
Agent skill for collective-intelligence-coordinator - invoke with $agent-collective-intelligence-coordinator
Agent skill for resource-allocator - invoke with $agent-resource-allocator
Agent skill for arch-system-design - invoke with $agent-arch-system-design
Agent skill for docs-api-openapi - invoke with $agent-docs-api-openapi
Agent skill for coordinator-swarm-init - invoke with $agent-coordinator-swarm-init