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Soup: Fine-tune LLMs from one YAML. It is listed under Development & Code on AI Registry as a free tool.
The tools below are approved listings in the same category, ordered by how closely their tags match Soup. This is an automatic list. We have not written a researched verdict for Soup yet, so treat it as a shortlist and check each vendor's pricing page before switching.
Built from each tool's listing. Vendors can update their own listing after claiming it.
Atomic Agent is a local-first AI agent.
Atomic Agent is an open source, local first AI operator that runs on the user's own machine and drives real tools: the browser, the file system, the shell and git. It runs a local model through llama.cpp, so there is no cloud account, no API key and no token bill, and every session is stored on the user's own disk. It ...
A framework for agentic tool use training with reinforcement learning
ToolBrain is a lightweight open source framework for training tool using AI agents with reinforcement learning. It targets agents that are unreliable at using their tools and aims to make RL practical through a simple API, rather than requiring users to build the training loop themselves. A Brain class wraps an existi...
The fastest developer workflow for every AI coding agent.
Agent Manager is a terminal user interface, written in Go and running on top of tmux, that lets a developer run many AI coding agents side by side and control them from a single list. Each row is a real tmux session running the developer's own installed command line agent, with its existing login, configuration and MCP...
Manage multiple Claude Code, OpenCode agents from either TUI or Web for easy access on mobile.
Agent of Empires is a session manager for AI coding agents, written in Rust and powered by tmux. It launches agents such as Claude Code, Codex, OpenCode, Gemini CLI and Mistral Vibe, each in its own session, and gives a single control surface for watching and driving all of them, either from a keyboard driven terminal ...
Local-first, governed AI agent runtime for Python — embed it in your app, or run it as a CLI or ACP server.
Agentao is an embeddable agent runtime for Python. A developer imports it into an application and gets a stateful, tool using assistant running in process, and the same runtime can also run as a command line tool or as an Agent Client Protocol server, so hosts written in other languages can drive it without reimplement...
Open source agentic SAST.
AgentGG is an agentic static application security testing platform that runs AI security agents on every repository and pull request. Instead of matching text patterns like traditional SAST, its agents read the surrounding code, follow imports and confirm a problem is real before flagging it, aiming to reduce false pos...