{"repo":"ma-compbio-lab/SkillFoundry","free":true,"listed":false,"github":"https://github.com/ma-compbio-lab/SkillFoundry","clone":"git clone https://github.com/ma-compbio-lab/SkillFoundry.git","description":"A framework for discovering, compiling, and validating reusable skills for scientific agents.","language":"HTML","stars":36,"topics":["agent-skills","ai-for-science","automation","computational-biology","genomics","llm-agents","scientific-agents"],"license":"Apache-2.0","category":"workflow-automation","readme_excerpt":"SkillFoundry Building Self-Evolving Agent Skill Libraries from Heterogeneous Scientific Resources Shuaike Shen\\ , Wenduo Cheng\\ , Mingqian Ma, Alistair Turcan, Martin Jinye Zhang, Jian Ma† Ray & Stephanie Lane Computational Biology Department, School of Computer Science, Carnegie Mellon University [\\ Equal contribution · †Correspondence: jianma@cs.cmu.edu]       --- Overview Modern scientific ecosystems are rich in procedural knowledge — repositories, APIs, scripts, notebooks, documentation, databases, and papers — yet much of this knowledge remains fragmented and difficult for agents to operationalize. SkillFoundry bridges this gap with a self-evolving framework that converts heterogeneous scientific resources into validated, reusable agent skills. Figure 1. SkillFoundry framework overview: from domain knowledge tree to validated skill library. Key Results :--- :--- 267+ skills mined across 28 scientific domains and 254 subdomains 71.1% novelty vs. existing skill libraries (SkillHub, SkillSMP) 5/6 datasets improved on MoSciBench benchmark Genomics boost substantial gains on two challenging genomics tasks --- How It Works SkillFoundry uses a domain knowledge tree as both a search prior and the evolving structure being updated, turning open-ended skill collection into a closed-loop acquisition process: Step Stage Description :---: :--- :--- 1 Tree Construction Build a rooted tree where internal nodes are domains/subdomains and leaves are act","default_branch":null,"files":null,"tree":[],"storefront":"/r/ma-compbio-lab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ma-compbio-lab/SkillFoundry/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."}