ClawTeam
"ClawTeam: Agent Swarm Intelligence" (One Command → Full Automation)
ClawTeam is an agent skill that enables AI agents to orchestrate swarms of collaborative sub-agents through simple CLI commands. It allows a leader agent to spawn specialized worker agents, each isolated in their own git worktree and tmux window, then coordinate them through task management, inter-agent messaging, and dependency tracking. The skill works with any CLI-based AI agent including Claude Code, Codex, OpenClaw, and nanobot. Agents use injected coordination prompts to autonomously check tasks, report status, and message teammates—transforming complex multi-module projects into self-organizing agent teams.
Key Features
Use Cases
- 01Autonomous ML research: spawn 8 agents across GPUs to run thousands of experiments and optimize hyperparameters
- 02Full-stack development: coordinate frontend, backend, database, and testing agents with dependency chains
- 03AI hedge fund: launch 7-agent investment teams with Buffett-style, growth, technical, fundamentals, and sentiment analysts
- 04Multi-module software projects: break large tasks into parallel work streams with automatic coordination
- 05Research automation: self-improving model architectures with hypothesis generation and validation
- 06Custom domain teams: create TOML templates for DevOps, data science, content production, or business operations
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ClawTeam — FAQ
What is ClawTeam?+
ClawTeam is an agent skill that gives AI agents the ability to spawn and coordinate teams of specialized sub-agents through CLI commands. It enables swarm intelligence by letting agents self-organize, delegate tasks, share insights, and converge on solutions autonomously.
How do I install ClawTeam?+
Install via pip install clawteam (requires Python 3.10+, tmux, and a CLI agent like claude or codex). The installer auto-detects and installs the bundled skill into Claude Code, Codex, and other supported agent config directories. Alternatively, use scripts/install_clawteam.sh for isolated installation into ~/.clawteam/.venv.
Which AI agents does ClawTeam work with?+
ClawTeam works with Claude Code, Codex, OpenClaw, nanobot, Kimi CLI, and any custom CLI agent. Cursor support is experimental. The skill is automatically installed for detected clients during setup.
Do I need API keys or special prerequisites?+
You need a working installation of tmux and at least one CLI AI agent (e.g., claude, codex, nanobot) already available on your PATH. API keys depend on which agent you use. Optional P2P transport requires installing the [p2p] extra.
Is ClawTeam free to use?+
Yes, ClawTeam is open source under the MIT License and free to use, modify, and distribute. You pay only for the underlying AI provider API calls made by the agents you spawn.
Can I create custom agent teams?+
Yes, you define team archetypes in TOML files with roles, tasks, and prompts, then launch complete teams with one command: clawteam launch <template> --team <name> --goal "objective". Built-in templates include an AI hedge fund; you can create templates for any domain.
How do I install ClawTeam?+
Open the source repository on GitHub and follow its README. ClawTeam is a skill — MCP Agents Market links you directly to the official repo.
Is ClawTeam free?+
ClawTeam is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.