Claude Code Workflow Orchestration

Claude Code Workflow Orchestration System

A hook-based framework for Claude Code that enforces task delegation to specialized agents, enabling structured workflows and expert-level task handling through intelligent orchestration.

See the delegation system in action:

🆕 What's New

⚡ Soft Enforcement & Lean Startup — Replaces hard-blocking enforcement with adaptive per-turn nudges (silent → hint → warning → strong reminder). SessionStart injection trimmed ~6.6K tokens: stub orchestrator (~1.1KB) injected on startup, full orchestrator loaded only on first delegation. Output style loaded natively from plugin.json (no injection). Net result: lean sessions with automatic escalation when delegation is needed.

🤝 Agent Teams Integration — Native dual-mode execution: workflows automatically select between isolated subagents and collaborative Agent Teams (via TeamCreate + Agent(team_name=...) + SendMessage) based on tool availability. Teammates communicate in real-time, share task lists, and self-coordinate. Enable with CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1.

Overview

This system uses Claude Code's hook mechanism to create a delegation-enforced workflow architecture that routes tasks to specialized agents for expert-level execution.

Key Features

- Soft Enforcement via Adaptive Nudges - No hard blocks. PreToolUse hook emits per-turn escalating stderr reminders (silent → hint → warning → strong) when main agent bypasses /workflow-orchestrator:delegate. Subagents immune. Nudge counter resets each turn and zeros when delegation runs.
- Lean SessionStart Injection - Consolidated 3 hooks into 1 Python script. Stub orchestrator (~1.1KB) on startup + optional token-efficient CLI guide, full orchestrator (~7.5KB) loaded on-demand. Output style loaded natively from plugin.json…