Compare
Claude Code orchestration and workflow tools, compared
“Orchestration” covers three different jobs: running many agents, building an agent, and keeping one agent on a procedure. This table puts seven tools on the same columns so the difference is visible. Every cell about another product comes from that product's own documentation, checked on 2026-08-29; where a fact could not be verified it says so.
| Tool | Kind | How it attaches to your agent | Workflow definition | Human gates | Verifies agent output | Hosting | License |
|---|---|---|---|---|---|---|---|
| CodyCody | Rails | Behind your agent, over MCP | Visual designer; packages | Yes — halts; asked through your agent | Exit-code contract; output hashed to file | Self-hosted binary, offline license | Commercial; Starter free |
| Conductor (Microsoft) | Orchestrator | In front — a CLI calling agent SDKs | YAML + Jinja2 | Yes — dashboard or TUI | Script steps route on exit code | Where the CLI runs | MIT |
| Claude Squad | Session manager | Around — wraps sessions in tmux + worktrees | None — sessions, not workflows | Review before checkout; auto-accept mode | Not documented | Local terminal | AGPL-3.0 |
| Conductor (Melty Labs) | Session manager | Around — Mac app with isolated workspaces | None — sessions, not workflows | Review and merge | Not documented | macOS app | See its pricing page |
| LangGraph | General engine | You build the agent on it | Python graph | Interrupts | Whatever your code checks | Library; LangSmith or your own | Open source |
| n8n | General engine | You build the automation on it | Visual canvas + code | Approval nodes | Whatever your flow checks | Self-hosted or cloud | Sustainable Use License |
| Claude Code native workflows | Native | Not external — lives in the agent's own context or runtime | CLAUDE.md, skills, subagent prompts; dynamic workflows are scripts Claude writes per task | Not documented — no mid-run gate; a hook can block one call | Not documented — no shell-output-hash contract | Runs inside Claude Code itself | Included with Claude Code |
In depth
One page per comparison
Conductor, by Microsoft
Two ways to take the plan away from the model
Both run agents deterministically. Conductor is a CLI that orchestrates agents from YAML; CodyCody is an engine your existing agent calls over MCP. Which fits.
Claude Squad, and Conductor by Melty Labs
More agents is not the same as a more reliable agent
Claude Squad and Mac worktree apps run many Claude Code sessions at once. CodyCody makes one session follow a verified procedure. Different jobs; they compose.
LangGraph, by LangChain, and n8n
A coding agent is not a business workflow with a model in it
LangGraph and n8n are engines for building agents and automations. CodyCody governs the coding agent you already run. When each fits, and why.
Claude Code's native workflows (Anthropic)
CLAUDE.md is advice. An engine is not.
CLAUDE.md and skills are context Claude can deviate from. Hooks block one call; dynamic workflows add script-level control. Where CodyCody's engine differs.