[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-13689":3,"doc-seo-13689":27},{"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,"file_id":15,"file_url":16,"file_type":17,"file_size":18,"view_count":19,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"table_of_contents":24,"faqs":24,"seo_title":13,"seo_description":14,"update_tm":25,"read_time":26},13689,8796095360427,"Lucas Martin","https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d",8,"Research & Report","Beyond Formal Semantics for Capabilities and Skills: Model Context Protocol in Manufacturing","Capabilities and skills modeling for flexible industrial automation is labor-intensive and often not directly usable by large language models (LLMs). The paper proposes using the Model Context Protocol (MCP) to expose resource functions through a standardized interface that LLM-based agents can query and invoke at runtime. A laboratory-scale manufacturing prototype evaluates multistep planning with constraint handling and MCP-based function calls, enabling flexible automation without explicit semantic models.","cbCaisOSGCkeSL1S","https://ap.wps.com/l/cbCaisOSGCkeSL1S","pdf",222585,13,1,4,"English","en","",1776556276,10,{"code":4,"msg":28,"data":29},"ok",{"site_id":30,"language":23,"slug":31,"title":13,"keywords":24,"description":14,"schema_data":32,"social_meta":66,"head_meta":69,"extra_data":71,"updated_unix":25},105,"beyond-formal-semantics-for-capabilities-and-skills-model-context-protocol-in-manufacturing",{"@graph":33,"@context":65},[34,50],{"@type":35,"itemListElement":36},"BreadcrumbList",[37,41,45,48],{"item":38,"name":39,"@type":40,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":42,"name":43,"@type":40,"position":44},"https://docshare.wps.com/document/","Document",2,{"item":46,"name":12,"@type":40,"position":47},"https://docshare.wps.com/document/research-report/",3,{"item":49,"name":13,"@type":40,"position":21},"https://docshare.wps.com/document/beyond-formal-semantics-for-capabilities-and-skills-model-context-protocol-in-manufacturing/13689/",{"url":49,"name":13,"@type":51,"author":52,"headline":13,"publisher":54,"fileFormat":57,"description":14,"dateModified":58,"datePublished":59,"encodingFormat":57,"isAccessibleForFree":60,"interactionStatistic":61},"DigitalDocument",{"name":9,"@type":53},"Person",{"url":38,"name":55,"@type":56},"DocShare","Organization","application/pdf","2026-06-04","2026-04-18",true,{"@type":62,"interactionType":63,"userInteractionCount":19},"InteractionCounter",{"@type":64},"ViewAction","https://schema.org",{"og:url":67,"og:type":68,"og:title":13,"og:site_name":55,"og:description":14},"https://docshare.wps.com/document/beyond-formal-semantics-for-capabilities-and-skills-model-context-protocol-in-manufacturing/13689","article",{"robots":70,"canonical":67},"index,follow",{"doc_id":7,"site_id":30}]