[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-83279-en":3,"doc-seo-83279-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":21,"is_downloadable":21,"audit_status":21,"page_count":22,"language":23,"language_code":24,"site_id":25,"html_lang":24,"table_of_contents":26,"faqs":27,"seo_title":13,"seo_description":14,"update_tm":28,"read_time":29},83279,1374391974564,"Clementine","https://ap-avatar.wpscdn.com/avatar/14000253aa45c000a9e?x-image-process=image/resize,m_fixed,w_180,h_180&k=1779874745381141002",8,"Research & Report","SkillCenter A Large-Scale Source-Grounded Skill Library for Autonomous AI Agents","Autonomous AI agents can complete complex tasks with limited supervision, but they often lack grounded operational knowledge needed for outputs to be correct, secure, and maintainable. SkillCenter provides a large open skill library containing 216,938 structured skills across 24 domain bundles. A multi-source pipeline yields 114,565 peer-reviewed, arXiv, and technical-source grounded skills via an LLM quality gate (SkillGate), plus 102,373 community skills from GitHub and ClawHub. Each claim is traceable to exact source quotations and published as offline-searchable SQLite FTS5 bundles.","arXiv :2607 .07676v 1 [ cs .AI] 8 Jul 2026  \nSkillCenter: A Large-Scale Source-Grounded Skill Library for Autonomous AI Agents  \nTianming Sha 1 Yue Zhao2 Lichao Sun3 Yushun Dong4,†  \n1 Stony Brook University 2 University of Southern California  \n3 Lehigh University 4 Florida State University  \n[tianming.sha@stonybrook.edu](tianming.sha@stonybrook.edu) [yzhao010@usc.edu](yzhao010@usc.edu) [lis221@lehigh.edu](lis221@lehigh.edu) [yd24f@fsu.edu](yd24f@fsu.edu)  \n† Corresponding author  \nAbstract  \nAutonomous AI agents can execute complex tasks with limited human review, yet they often lack the grounded operational knowledge to make their outputs not just executable but correct, secure, and maintainable. We introduce SkillCenter, to our knowledge the largest open skill library for agents by total count: 216,938 structured skills across 24 domain bundles. A SkillGatefiltered pipeline contributes 114,565 source-grounded skills from peer-reviewed journals, ArXiv, and over 24,000 technical sources, integrated with 102,373 community skills from GitHub and the ClawHub marketplace. We present the end-to-end framework that builds the pipeline subset: multi-source acquisition, an LLM-based quality gate (SkillGate), template-driven generation, iterative source-grounding, and quality-controlled publishing. Source grounding is atraceability guarantee: each retained claim maps to an exact quotation in its source. All skills ship as offline-searchable SQLite FTS5 bundles.  \nGitHub: [https://github.com/LabRAI/SkillCenter](https://github.com/LabRAI/SkillCenter)  \nHugging Face: [https://huggingface.co/datasets/Tommysha/skillcenter-bundles](https://huggingface.co/datasets/Tommysha/skillcenter-bundles)  \n1 Introduction  \nWhen a developer asks an AI agent to “implement the authentication module,” the agent can usually produce a result that runs. Whether that result is correct, secure, and maintainable is a separate matter. As large language models (LLMs) and autonomous agents take over tasks that practitioners once performed by hand, a quality gap emerges: agents gain autonomy faster than they gain the operational judgment that human expertise once supplied. We argue that skills, defined as structured, retrievable, source-grounded units of operational knowledge, can serve as infrastructure for narrowing this gap. This paper introduces SkillCenter, a library of 216,938 such skills across 24 domain bundles, together with an automated framework for producing, validating, and distributing them at scale.  \n1.1 Vibe Coding and Vibe Research  \nIn February 2025, Andrej Karpathy coined the term vibe coding [1] for a workflow in which a developer states intent in natural language, an LLM writes the code, and the developer accepts or rejects the output based on whether the program appears to work, without line-by-line review. Code-generation tools such as GitHub Copilot had existed for years; the term named a newer disposition, the willingness to stop reading the generated code. It gained currency because it described a practice that was already widespread.  \nThe idea migrated quickly. OpenAI researchers Jakub Pachocki and Mark Chen applied the same logic to scientific inquiry under the label vibe research [2]: let AI agents handle literature review, data analysis, and even preliminary drafting while the human researcher steers. The researcher stops being the person who pipettes the reagent and becomes the person who decides which reagent to pipette.  \nThese methodologies are also drawing scholarly attention; the VibeX 2026 workshop at EASE 2026 is one venue dedicated to studying them [3] . Industry is moving in parallel: a collaboration between OpenAI and Ginkgo Bioworks paired a GPT-5 model with an autonomous laboratory to design and run biological experiments at scale [4] .  \nIn effect, the human role is shifting from executing tasks to directing them.  \n1.2 The Autonomy Spectrum  \nThe transition to agent-executed work has not happened in a single leap. We de","cbCairW1xAfQ681d","https://ap.wps.com/l/cbCairW1xAfQ681d","pdf",2556430,2,1,47,"English","en",105,"# Introduction\n## Vibe Coding and Vibe Research\n## The Autonomy Spectrum\n## Execution Versus Correctness","[{\"question\":\"What problem does SkillCenter address for autonomous AI agents?\",\"answer\":\"Autonomous agents can execute tasks but may not produce outputs that are correct, secure, and maintainable because they lack grounded operational knowledge. SkillCenter aims to close this quality gap by providing structured, source-grounded skills.\"},{\"question\":\"How many skills and domain bundles does SkillCenter include?\",\"answer\":\"SkillCenter contains 216,938 structured skills across 24 domain bundles, integrating both source-grounded skills and community-contributed skills.\"},{\"question\":\"What does “source grounding” mean in SkillCenter?\",\"answer\":\"Source grounding is a traceability guarantee: each retained claim is mapped to an exact quotation in its source, enabling verification and quality control.\"}]",1784186468,118,{"code":4,"msg":31,"data":32},"ok",{"site_id":25,"language":24,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":86,"head_meta":88,"extra_data":90,"updated_unix":28},"skillcenter-a-large-scale-source-grounded-skill-library-for-autonomous-ai-agents","",{"@graph":36,"@context":85},[37,53,68],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,47,50],{"item":41,"name":42,"@type":43,"position":21},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":20},"https://docshare.wps.com/document/","Document",{"item":48,"name":12,"@type":43,"position":49},"https://docshare.wps.com/document/research-report/",3,{"item":51,"name":13,"@type":43,"position":52},"https://docshare.wps.com/document/skillcenter-a-large-scale-source-grounded-skill-library-for-autonomous-ai-agents/83279/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":24,"description":14,"dateModified":61,"datePublished":62,"encodingFormat":60,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":41,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-07-25","2026-07-16",true,{"@type":65,"interactionType":66,"userInteractionCount":20},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What problem does SkillCenter address for autonomous AI agents?","Question",{"text":75,"@type":76},"Autonomous agents can execute tasks but may not produce outputs that are correct, secure, and maintainable because they lack grounded operational knowledge. SkillCenter aims to close this quality gap by providing structured, source-grounded skills.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How many skills and domain bundles does SkillCenter include?",{"text":80,"@type":76},"SkillCenter contains 216,938 structured skills across 24 domain bundles, integrating both source-grounded skills and community-contributed skills.",{"name":82,"@type":73,"acceptedAnswer":83},"What does “source grounding” mean in SkillCenter?",{"text":84,"@type":76},"Source grounding is a traceability guarantee: each retained claim is mapped to an exact quotation in its source, enabling verification and quality control.","https://schema.org",{"og:url":51,"og:type":87,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":89,"canonical":51},"index,follow",{"doc_id":7,"site_id":25},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,120,123,128,131,135],{"id":21,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":20,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"Technology",50,"technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":106,"slug":138},19,"General","general"]