ultracode opens Python workflows for multi-agent AI tasks
ultracode is an Python tool that creates a workflow where several AI agents split up a task. When “ultracode” is added to a prompt with the desired job, the model designs the steps and saves them as a reusable . The workflow is stored on disk, so it can be run again instead of being created from scratch each time.
Several subagents can work at the same time, with a limit on how many run in parallel. Their work is checked against each other and then merged into one final result. Progress can be watched in a live two-pane monitor.
The tool rebuilds Claude Code’s dynamic workflow feature in Python and is part of ClawCodex, a from-scratch rebuild of Claude Code. It works with Python 3.10 or newer, is not tied to one AI provider, and is released under the .
Key points
- Typing “ultracode” can create a for a task.
- The workflow is saved as a reusable , not just run once.
- Subagents divide the work, compare results, and combine the final answer.
- limits how many agents run at the same time.
- It is Python, supports multiple AI providers, and uses the .