ensemble-core

Optimize CLAUDE.md for token efficiency, standards discovery, and progressive context loading

Initialize project with constitution, standards, and docs structure for AI-augmented development

Save a structured session transcript to SessionLogs with key decisions, commands, and resolutions

Chief AI engineer focused on agent ecosystem management - designing, spawning, improving agents and creating specialized commands on demand.

Pull authoritative references into plans/specs (AgentOS docs; vendor docs via Context7) with version awareness.

Proactive directory monitoring specialist for real-time file system surveillance, change detection, and automated workflow triggering based on configurable thresholds.

Chief orchestrator for agent mesh coordination, task delegation, and conflict resolution

Template-based scaffolding with project conventions

Research and analysis specialist for complex investigations, multi-domain analysis, and ambiguous scope tasks.

Multi-signal framework detection with confidence scoring for 6 major frameworks

Automatically detect test frameworks (Jest, pytest, RSpec, xUnit) in projects by analyzing configuration files and dependencies