{"repo":"mx-Liu123/AgentCommander","free":true,"listed":false,"github":"https://github.com/mx-Liu123/AgentCommander","clone":"git clone https://github.com/mx-Liu123/AgentCommander.git","description":"An open-source, graph-based workflow engine for Gemini/OpenCode/Claude Code/Qwen CLI. Automate ML experiments and scientific discovery.","language":"HTML","stars":40,"topics":["gemini","gemini-cli","llm-agent","machine-learning","python","research-tool","workflow-automation","claude-code","opencode","qwen-cli"],"license":"Apache-2.0","category":"workflow-automation","readme_excerpt":"AgentCommander Orchestrating AI Agents for Iterative Scientific Research. 📧 Contact: miaoxin.liu@u.nus.edu 📖 Documentation: Read Online --- Motivation Born from the complex computational needs of scientific research, AgentCommander addresses a critical bottleneck in machine learning: the exhaustive cost of manual trial-and-error. I attempted to iterate and optimize machine learning code using various existing tools, but found them lacking in flexibility. Cursor Agent excels at code completion but cannot design long-term evolutionary paths. OpenEvolve/AlphaEvolve offers powerful population-based evolution but focuses on group behavior rather than deep, customized single-agent optimization. AgentCommander fills this gap. It is built on the belief that repetitive iteration is a task for machines, not humans. By automating the debugging and refinement cycle with a highly customizable graph-based workflow, AgentCommander empowers researchers to focus on high-level creative pursuits and systemic design. What is AgentCommander? AgentCommander was born from the actual demands of scientific research. Refined through rigorous practical application, it is a graph-based workflow engine designed to orchestrate AI Agents for complex, iterative tasks. Built to leverage the diverse ecosystem of LLM CLIs (Gemini, Qwen, Claude, OpenCode, etc.), it enables Machine Learning engineers to construct highly customizable, infinite-loop workflows. Unlike \"black-box\" agents, AgentCommander prioritize","default_branch":null,"files":null,"tree":[],"storefront":"/r/mx-Liu123","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mx-Liu123/AgentCommander/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}