Open-source AI agent teams you can actually inspect. Debug every prompt, tool call, memory change, and agent interaction. Control permissions, edit context, and choose the model for each agent. Self-host for free. Stop guessing what your agents are doing.
We ve been running agent workflows for years, long enough to know exactly how they break. One agent makes a wrong assumption, another takes it as fact, the notes absorb it, and the error compounds. More instructions don t fix that. Seeing what actually happened does. So we built guilds.run: agent teams you can understand, debug and control.
Get started in a few minutes
Run it on your machine: git clone <https://github.com/CigaleAI/guil...> && cd guilds && ./setup.sh && docker compose up --detach --wait
Open http://127.0.0.1:8080, connect your LLM provider, and set up a guild of agents, each with its own task and model.
Give them a real task and inspect what happens: the exact prompt, every tool call and result, every memory change, and the group chat between agents.
When something goes wrong, ask Studio why. It reads the runs, finds the cause and drafts a fix. Nothing changes until you publish.
