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This study unveils an innovative retrieval framework that consists of a Large Language Model (LLM)-powered frontend and an open-source library discovery platform in the backend and integrates both of them through the Model Context Protocol (MCP). In this framework, VuFind is used as the backend library discovery system, which can accumulate metadata from different data sources like Koha ILS, Greenstone, Omeka Classic, and DSpace and integrate it with Claude Desktop, which is an LLMbased natural language assistant, via a locally deployed MCP server. This integration improves user experience and search accuracy through the implementation of context-aware, multilingual, and natural language information retrieval. The performance of this integrating framework was analyzed by using a set of retrieval scenarios and demonstrated its capabilities to perform the semantic queries and deliver more relevant search results. Although some limitations were identified in structured queries such as call number retrieval. The conclusion of this study highlights how this MCP-based framework has the potential to transform the library discovery services from keywordbased interfaces toward more user-friendly, NLP-based conversational systems. 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"parsedDate": "2025-10", "numChildren": 0 }, "data": { "key": "WCPE9D8R", "version": 98, "itemType": "journalArticle", "title": "OmniFind: Development of a Single Search Platform\nfor Locally Stored Resources using VuFind® in a\nClosed Network Environment", "creators": [ { "creatorType": "author", "firstName": "Rehana", "lastName": "Ummer" }, { "creatorType": "author", "firstName": "Iqbalahmad U.", "lastName": "Rajgoli" } ], "abstractNote": "", "publicationTitle": "Journal of Information and Knowledge", "publisher": "", "place": "", "date": "October 2025", "volume": "62", "issue": "5", "section": "", "partNumber": "", "partTitle": "", "pages": "303-311", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.17821/srels/2025/v62i5/171877", "citationKey": "", "url": "https://www.srels.org/index.php/sjim/article/view/171877", "accessDate": "2025-10-07", "PMID": "", "PMCID": "", "ISSN": "2583-9314", "archive": "", "archiveLocation": "", "shortTitle": "", 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"parsedDate": "2012-01-01", "numChildren": 0 }, "data": { "key": "46JAVZI3", "version": 57, "itemType": "bookSection", "title": "VuFind: Open Source ILS", "creators": [ { "creatorType": "author", "firstName": "Cheryl Ann", "lastName": "Peltier-Davis" } ], "abstractNote": "", "bookTitle": "Cybrarian's WebAn A-Z Guide to Free Web 2. 0 and Other Resources on the Internet", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "2012-01-01", "publisher": "Information Today, Inc", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "pages": "379-382", "ISBN": "978-1-57387-427-4", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2016-11-22T18:09:27Z", "dateModified": "2016-11-22T18:22:56Z" } }, 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VuFind is an open- source product that has been adopted and adapted by all the state universities and colleges in the state of Georgia. For approximately ten years, Georgia libraries have used Voyager as their catalogue, and it remains available to users as the \"classic\" search option. This report examines the local VuFind implementation compared to the more traditional Voyager implementation, emphasizing the differences in the searching capabilities of each. [PUBLICATION ABSTRACT]", "publicationTitle": "Library Trends", "publisher": "", "place": "", "date": "Summer 2012", "volume": "61", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "208-217", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "http://search.proquest.com/docview/1045689834?pq-origsite=summon", "accessDate": "2016-11-22T18:18:05Z", "PMID": "", "PMCID": "", "ISSN": "00242594", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "ProQuest", "callNumber": "", "rights": "Copyright Johns Hopkins University Press Summer 2012", "extra": "", "tags": [ { "tag": "Academic libraries", "type": 1 }, { "tag": "Colleges & universities", "type": 1 }, { "tag": "Library And Information Sciences", "type": 1 }, { "tag": "Library resources", "type": 1 }, { "tag": "Search engines", "type": 1 }, { "tag": "Technological change", "type": 1 }, { "tag": "Web sites", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2016-11-22T18:18:37Z", "dateModified": "2016-11-22T18:18:37Z" } }, { "key": "DRB8P293", "version": 49, "library": { "type": "group", "id": 137173, "name": "VuFind®", "links": { "alternate": { "href": "https://www.zotero.org/groups/vufind", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/137173/items/DRB8P293", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/vufind/items/DRB8P293", "type": "text/html" } }, "meta": { "createdByUser": { "id": 603379, "username": "jbrink", "name": "Judy", "links": { "alternate": { "href": "https://www.zotero.org/jbrink", "type": "text/html" } } }, "creatorSummary": "Sendze and Court", "parsedDate": "2013-09-01", "numChildren": 1 }, "data": { "key": "DRB8P293", "version": 49, "itemType": "journalArticle", "title": "Own Your Own Ebook Lending Service", "creators": [ { "creatorType": "author", "firstName": "Monique", "lastName": "Sendze" }, { "creatorType": "author", "firstName": "Laurie Van", "lastName": "Court" } ], "abstractNote": "", "publicationTitle": "Computers in Libraries", "publisher": "", "place": "", "date": "2013-09-01", "volume": "33", "issue": "7", "section": "", "partNumber": "", "partTitle": "", "pages": "16", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "1041-7915", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2016-11-22T18:17:34Z", "dateModified": "2016-11-22T18:17:34Z" } }, { "key": "VIQA6G9G", "version": 48, "library": { "type": "group", "id": 137173, "name": "VuFind®", "links": { "alternate": { "href": "https://www.zotero.org/groups/vufind", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/137173/items/VIQA6G9G", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/vufind/items/VIQA6G9G", "type": "text/html" } }, "meta": { "createdByUser": { "id": 603379, "username": "jbrink", "name": "Judy", "links": { "alternate": { "href": "https://www.zotero.org/jbrink", "type": "text/html" } } }, "creatorSummary": "Polanka", "parsedDate": "2012-08", "numChildren": 0 }, "data": { "key": "VIQA6G9G", "version": 48, "itemType": "journalArticle", "title": "Trailblazers: Moving the Library Upstream in the Digital Distribution Process", "creators": [ { "creatorType": "author", "firstName": "Sue", "lastName": "Polanka" } ], "abstractNote": "Douglas County Libraries (DCL) is located 20 miles southwest of Denver. It has seven branches, more than 300 employees, and a $21 million budget. In 2011, it circulated 8.25 million items. While 20% of the patrons prefer ebooks, they represent only 2% of the library's holdings and circulation. Like many public libraries, DCL began to acquire ebooks with OverDrive, Inc and now offers approximately 7,000 items in this collection. DCL is an early adopter of the 3M Cloud Library service as well, but it is not yet online. Through its trailblazing efforts, it now owns the ebook files and hosts another 7,000 titles on its Adobe Content Server. These 7,000 titles have been acquired directly from publisher contacts, with a discount. Like many libraries today, Douglas County Libraries found itself in a difficult situation when purchasing ebooks. 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For libraries, VuFind can be applied over an ILS, discovery system, or even discrete holdings such as e-books, digital repositories, and other specialized collections. Beyond what might be considered a traditional academic, public, or consortial implementation, commercial, state, and government entities, as well as museums and archives, have also leveraged VuFind’s powerful Apache Solr search platform in order to showcase paintings, objects, sheet music, photographs, historical documents, and other types of graphic records. Since 2008, VuFind has enjoyed global implementation and currently supports 25 languages. 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In this article the authors discuss this trend and their experience working on a test server with the open source discovery layer VuFind. Developed by Demian Katz of Villanova University, VuFind’s potential to index not only the library’s catalog but also proprietary databases through the integration of application program interfaces (APIs) offers public libraries the opportunity to develop a seamless website-to-catalog experience, thereby building a true virtual branch for their patrons.", "publicationTitle": "Public Library Quarterly", "publisher": "", "place": "", "date": "January 2, 2014", "volume": "33", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "76-82", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1080/01616846.2014.877718", "citationKey": "", "url": "http://dx.doi.org/10.1080/01616846.2014.877718", "accessDate": "2016-11-03T16:57:44Z", "PMID": "", "PMCID": "", "ISSN": "0161-6846", "archive": "", "archiveLocation": "", "shortTitle": "Implementing VuFind", "language": "", "libraryCatalog": "Taylor and Francis+NEJM", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "VuFind", "type": 1 }, { "tag": "Web-scale discovery services", "type": 1 }, { "tag": "discovery layers", "type": 1 }, { "tag": "open source", "type": 1 }, { "tag": "virtual branch", "type": 1 }, { "tag": "website development", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2016-11-03T16:58:01Z", "dateModified": "2016-11-03T16:58:01Z" } }, { "key": "43PKKGNM", "version": 14, "library": { "type": "group", "id": 137173, "name": "VuFind®", "links": { "alternate": { "href": "https://www.zotero.org/groups/vufind", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/137173/items/43PKKGNM", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/vufind/items/43PKKGNM", "type": "text/html" } }, "meta": { "createdByUser": { "id": 572859, "username": "laurabang", "name": "Laura Bang", "links": { "alternate": { "href": "https://www.zotero.org/laurabang", "type": "text/html" } } }, "creatorSummary": "Breeding", "parsedDate": "2015-02", "numChildren": 0 }, "data": { "key": "43PKKGNM", "version": 14, "itemType": "report", "title": "The Future of Library Resource Discovery", "creators": [ { "creatorType": "author", "firstName": "Marshall", "lastName": "Breeding" } ], "abstractNote": "", "reportNumber": "", "reportType": "", "institution": "NISO", "place": "Baltimore, MD", "date": "February 2015", "seriesTitle": "", "seriesNumber": "", "pages": "", "DOI": "", "ISBN": "", "citationKey": "", "url": "http://www.niso.org/apps/group_public/download.php/14487/future_library_resource_discovery.pdf", "accessDate": "2015-03-20", "ISSN": "", "archive": "NISO", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2015-03-20T15:44:13Z", "dateModified": "2015-03-20T15:49:34Z" } } ]