{"repo":"HolobiomicsLab/Mimosa-AI","free":true,"listed":false,"github":"https://github.com/HolobiomicsLab/Mimosa-AI","clone":"git clone https://github.com/HolobiomicsLab/Mimosa-AI.git","description":"Self-evolving AI-Framework for Autonomous Scientific Research (ASR) that writes, runs, and improves its own multi-agent workflows. Powered by MCP tool discovery and Darwinian evolution.","language":"Python","stars":28,"topics":["agentic-framework","ai-agents","ai-research","ai4science","evolutionary-algorithms","multi-agent-systems","workflow-automation","bioinformatics","llm-agents","autonomous-science"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Mimosa-AI 🌼🔬 English     简体中文     繁體中文     日本語     한국어 Self-evolving AI-Framework for Autonomous Scientific Research 🧬 Self-evolving multi-agent workflows  ·  🔍 MCP-based tool auto-discovery  ·  🔁 Darwinian workflow optimization  ·  📦 Full audit trail & reproducibility  ·    --- Demo: Autonomous Paper Reproduction Mimosa-AI reproduced Nothias et al. (2018) end-to-end — from raw .mzML files to molecular network — autonomously, in a single command. https://github.com/user-attachments/assets/dcd04ade-9c43-44a8-b3e3-a999d3dc895d Result: The molecular network below was reproduced autonomously from raw .mzML files, matching the topology reported in Nothias et al. (2018) — including cluster separation and edge weights. --- Benchmark Results Evaluated on ScienceAgentBench (102 tasks, task mode): Mode Success Rate Code-BLEU Score Cost/task ------ ------------- ----------------- ----------- DeepSeek-V3.2 single-agent 38.2% 0.898 $0.05 DeepSeek-V3.2 one-shot multi-agent 32.4% 0.794 $0.38 DeepSeek-V3.2 iterative-learning 43.1% 0.921 $1.7 Iterative learning improves GPT-4o but yields marginal degradation for Claude Haiku 4.5 — see the manuscript for model-dependent behavior analysis. --- What is Mimosa-AI? Mimosa-AI 🌼 — like the mimosa plant that senses, learns, and adapts — is an open-source framework for autonomous scientific research that automatically synthesizes task-specific multi-agent workf","default_branch":null,"files":null,"tree":[],"storefront":"/r/HolobiomicsLab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/HolobiomicsLab/Mimosa-AI/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."}