Multi-Agent CLI Orchestration Tools Compared: Agent-Manager, Pane, and Golutra in 2026

Official Sources#

You are running three Claude Code sessions across different projects, a Codex agent working on a feature branch, and an OpenCode session exploring a legacy codebase. Each in its own terminal tab. You spend more time alt-tabbing between panes than reviewing the work they produce. You are not alone - this is the dominant workflow pain for anyone running multiple AI coding agents.

A new category of tools has emerged to solve exactly this: multi-agent CLI orchestration managers. These are not agent frameworks or SDKs. They are workspace managers that let you run, monitor, and coordinate multiple CLI coding agents side by side, without the terminal chaos. Three tools lead the category: Agent-Manager, Pane, and Golutra. Each takes a different architectural approach, and the differences matter.

The category: what these tools solve#

Every AI coding agent ships as a CLI - Claude Code, Codex, Aider, OpenCode, Gemini CLI, Grok Build. They work well in isolation. But running multiple agents in parallel - the standard workflow for anyone shipping real work - creates a coordination problem. Which agent is doing what? Which one is stuck waiting for your input? Who changed what file? Which session just finished?

The answer has been tmux, terminal tabs, and a lot of mental overhead. These three tools replace that with a unified interface: one window, all agents visible, live status, and workspace-level orchestration.

Head-to-head comparison#

Agent-Manager: tmux-native TUI#

Agent-Manager is the lightest entry in the category. Written in Go, it wraps tmux sessions with a Bubble Tea TUI that gives you a single tree view of every running agent session. Each session runs inside its own tmux session (namespaced am_*), so agents survive the manager quitting entirely.

The killer feature is the diff review: press ctrl+r and you get a full-screen, syntax-highlighted diff of what the selected agent changed, with line comments that pipe back into the agent's pane. The quick prompt (space bar) lets you answer any session without attaching. Sessions self-name via an agent-manager rename command the agent calls on startup, so your tree reads "fix-auth-bug" instead of "claude-a1b2."

Supported tools: Claude Code, Codex, OpenCode, Grok Build out of the box. Any CLI works with a config block. Status detection uses both Claude Code hook events and pane-scraping regex rules, with a 2-second poll interval. The resource gauges in the header show CPU, RAM, swap, disk, and network for every live agent's process tree.

Install is brew install yoanwai/tap/agent-manager or go install. macOS and Linux only, Windows via WSL2.

Best for: Developers who already live in tmux and want a lightweight session manager without leaving the terminal. The diff review feature alone justifies the install for anyone reviewing agent changes regularly.

Pane: cross-platform desktop app#

Pane calls itself "Vim for agent management" and it is the most ambitious tool in the category. It is a full Electron desktop app that manages agents through git worktrees - each pane gets its own worktree, port range, and secrets copy automatically. You never type git worktree again.

The workflow difference is significant. Create a pane with a prompt and an agent, and Pane creates the worktree, starts the agent, and isolates it from every other session. Delete the pane and the worktree cleans up. The built-in diff viewer, file explorer, and git commit/push/rebase/merge operations all work from keyboard shortcuts.

Pane's agent-agnostic design is its strongest architectural decision. If it runs in a terminal, it runs in Pane - no plugins, no SDK, no waiting for support. The runpane CLI lets agents themselves manage the workspace: runpane panes create --repo active --name issue-252 --agent codex --prompt "fix this bug" works from inside an agent session.

Remote Pane is the feature that sets it apart for team use. Self-host a daemon on a VM, home server, or Mac mini, then connect from your laptop or phone via a pane-remote:// connection code. The phone app at runpane.com/app gives you full agent monitoring and control from a mobile browser.

Supported on macOS, Windows, and Linux as first-class citizens. The README explicitly calls out that "Windows has roughly 70% of the developer desktop market" and that most AI coding tools ignore it. Pane does not.

Best for: Developers who want a desktop-grade experience, work across multiple OS platforms, need git worktree isolation, or want remote access to their agent fleet from a phone. The 339 GitHub stars understate its maturity - 911 commits, active development.

Golutra: Tauri desktop app with CLI ecosystem#

Golutra is the newest and most rapidly growing entry (3.8k stars). Built with Tauri (Rust backend, Vue 3 frontend), it is lighter than Electron while still offering a desktop GUI. Its tagline captures the ambition: "One person. One AI squad."

The architecture is a multi-agent workspace that wraps existing CLIs into a unified collaboration hub. You keep your familiar CLI commands - golutra runs them in parallel panes with automatic result handoff, status tracking, and context sharing. The stealth terminal lets you inject prompts directly into any agent's terminal stream without leaving the visual interface.

Golutra supports Claude Code, Gemini CLI, Codex CLI, OpenCode, Qwen Code, and OpenClaw out of the box. Like Pane, any CLI tool works. The workflow system supports custom templates with one-click import/export, and the roadmap includes a CEO Agent layer for long-running autonomous operation.

The BSL 1.1 license is worth noting: free to use, code and deliverables belong to you, but modified deployments have licensing considerations. The project is actively developed with a transparent roadmap that includes mobile remote control, self-evolving agents, and cross-environment migration.

Best for: Developers who want a GUI without Electron's resource footprint, need broad CLI agent support including Gemini and Qwen, or are interested in the long-running autonomous agent vision. The 3.8k stars reflect genuine community interest.

The monitoring companion: abtop#

No comparison of multi-agent tools is complete without mentioning abtop (3.4k stars). It is not a manager - it is a read-only monitor, like htop for your coding agents. Written in Rust, it discovers running Claude Code, Codex CLI, and OpenCode sessions from local process state and shows token usage, context window percentage, rate limits, child processes, and open ports in a real-time TUI.

abtop is complementary to all three managers above. Run Agent-Manager or Pane to orchestrate agents, and run abtop in another terminal to watch resource usage across the fleet. No API keys, no auth - it reads local files only.

How to choose#

Start with Agent-Manager if you already use tmux daily, want the leanest possible tool, and primarily need session oversight plus diff review. It is the fastest path from zero to productive.

Start with Pane if you want a desktop app, need cross-platform support (especially Windows), value git worktree isolation, or want the Remote Pane phone access. It is the most complete product today.

Start with Golutra if you want a lightweight desktop GUI on Tauri, need support for Gemini CLI and Qwen Code alongside the usual agents, or are interested in the long-running autonomous orchestration roadmap. The community momentum (3.8k stars) suggests rapid improvement ahead.

Add abtop to any setup for real-time resource monitoring. It works alongside all three managers and costs nothing to run.

FAQ#

What is a multi-agent CLI orchestration tool?#

A workspace manager that lets you run, monitor, and coordinate multiple AI coding agent sessions (Claude Code, Codex, Aider, etc.) from a single interface. It replaces juggling terminal tabs with a unified view of all active agents.

How is this different from Claude Code's subagents or Codex's Ultra mode?#

Claude Code subagents and Codex Ultra mode handle parallelism within a single tool - one agent spawning child workers. Multi-agent orchestration tools manage separate, independent agent sessions across different tools, projects, and workflows. They solve different problems and complement each other.

Do I need to stop using Claude Code or Codex to use these tools?#

No. All three tools are wrappers around existing CLIs. Your Claude Code skills, Codex plugins, and AGENTS.md/CLAUDE.md files all work as before. The manager just gives you a better way to see and control multiple sessions.

Are these tools free?#

All three are free and open source. Agent-Manager is MIT, Pane is AGPL-3.0, and Golutra is BSL 1.1. abtop is MIT.

Which tool supports Windows?#

Pane is the only one with native Windows support (Electron app). Agent-Manager works via WSL2. Golutra supports Windows through its Tauri build.

Continue Reading#

• Claude Code Subagents vs Agent Teams vs Workflows - How Claude Code's built-in parallelism compares
• AI Coding Agent Security Models Compared 2026 - Permissions and sandboxing across tools
• Headless AI Coding Agents for CI Compared - Running agents in pipelines
• AI Coding Agent Firewalls Compared 2026 - Safety layers for agent operations
• Managed Agents vs LangGraph vs DIY - Architectural decisions for agent systems

Sources#

• Agent-Manager: github.com/YoanWai/agent-manager - Go TUI for tmux-based multi-agent session management. Retrieved July 30, 2026.
• Pane: github.com/dcouple/Pane - Cross-platform Electron desktop app for multi-agent worktree management. Retrieved July 30, 2026.
• Golutra: github.com/golutra/golutra - Tauri-based multi-agent orchestration platform. Retrieved July 30, 2026.
• abtop: github.com/graykode/abtop - Real-time monitoring TUI for AI coding agents. Retrieved July 30, 2026.
• Multi-Agent-Shogun: github.com/yohey-w/multi-agent-shogun - Shell-script tmux orchestration with feudal hierarchy pattern. Retrieved July 30, 2026.
• Hacker News: Agent-Manager discussion - Community reaction to the multi-agent TUI category. Retrieved July 30, 2026.