{"id":3904,"date":"2025-11-25T11:50:05","date_gmt":"2025-11-25T09:50:05","guid":{"rendered":"https:\/\/www.puurdata.nl\/?p=3904"},"modified":"2025-12-08T11:20:50","modified_gmt":"2025-12-08T09:20:50","slug":"how-an-mcp-server-works-and-why-its-so-much-faster","status":"publish","type":"post","link":"https:\/\/puurdata.nl\/uk\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\/","title":{"rendered":"How MCP works and why it is so much faster"},"content":{"rendered":"<div id=\"fws_6a6e9f56115c4\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row full-width-section headerBox\"  style=\"padding-top: 0px; padding-bottom: 0px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer using-image\" ><div class=\"row-bg viewport-desktop using-image\"  style=\"background-image: url(https:\/\/puurdata.nl\/wp-content\/uploads\/2019\/07\/header.png); background-position: center bottom; background-repeat: no-repeat; \"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div id=\"fws_6a6e9f5611ce5\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row vc_row-o-equal-height vc_row-flex vc_row-o-content-middle\"  style=\"padding-top: 10%; padding-bottom: 20%; \"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column padding-2-percent inherit_tablet inherit_phone\"   data-padding-pos=\"right\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h1 style=\"text-align: left\" class=\"vc_custom_heading vc_do_custom_heading headerText\" >How MCP works and why it is so much faster<\/h1>\n<div class=\"wpb_text_column wpb_content_element  headerText\" >\n\t<div class=\"wpb_wrapper\">\n\t\t\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column padding-2-percent inherit_tablet inherit_phone\"   data-padding-pos=\"left\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"fws_6a6e9f5612a35\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row\"  style=\"padding-top: 100px; padding-bottom: 100px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop\"  style=\"\"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col padding-5-percent inherit_tablet inherit_phone\"  data-padding-pos=\"right\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div id=\"fws_6a6e9f5612e16\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"padding-top: 20px; padding-bottom: 20px; \"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<p><strong>Organisations are increasingly collecting data, but as soon as a specific question arises, it turns out to be surprisingly difficult to quickly get the right insights. A simple question often leads to hassle: someone has to write a DSL or SQL query, it has to be tested, adjusted again... and before you know it, an hour has passed.<\/strong><\/p>\n<p>An MCP server breaks that pattern. MCP stands for Model Context Protocol: a way for AI to talk to your systems safely and in a structured manner. Instead of writing queries, you simply ask a question in plain language. The MCP server interprets what you mean, automatically converts it to the correct queries, and gives you a clear answer immediately.<\/p>\n<p>With the PuurData MCP server, you can bring this technology into your organisation: fully offline, secure and up to tens of times faster than traditional data access.<\/p>\n<h3>From question to insight: what happens behind the scenes<\/h3>\n<p>It seems simple: you ask a question, you get an answer. But behind the scenes, MCP takes over the work that normally takes time.<\/p>\n<p>First, the AI interprets your question. What exactly do you mean, what data belongs with it, and what operations are needed? The MCP server then automatically translates that interpretation into the correct queries for Elastic, ClickHouse, or other linked data sources. No DSL, no SQL, everything happens in seconds.<\/p>\n<p>Afterwards, the systems execute the queries and the results are sent back to the AI. This converts the raw data into a clear answer: an explanation, a table, or a brief summary. Exactly what you need, without you having to write a single line of code yourself.<\/p>\n<h3>Why it goes so much faster<\/h3>\n<p>The secret isn't in one step, but in the combination:<\/p>\n<ul>\n<li><strong>You're skipping all the technical procedures.<\/strong><br \/>\nNo writing queries, no solving puzzles, no iterations via an analyst. One question is enough.<\/li>\n<li><strong>Iteration happens automatically.<\/strong><br \/>\nDo you want to filter, sort, or drill down? You simply ask a follow-up question. MCP generates new queries and provides updated answers immediately.<\/li>\n<li><strong>Everyone can work with it.<\/strong><br \/>\nNo training is required and users don't need to know anything about search syntax. Business users, product managers, support teams, new employees\u2026 everyone can now work data-driven without technical barriers.<\/li>\n<li><strong>Everything is going offline.<\/strong><br \/>\nBecause MCP runs fully self-hosted, there is no dependency on external APIs. This makes it fast, secure, and reliable.<\/li>\n<\/ul>\n<p>The result: what normally takes 20 to 60 minutes is now done in five. And half-day analyses become half an hour's work.<\/p>\n<h3>What this means for organisations<\/h3>\n<p>Organisations working with MCP quickly notice that the entire data process changes. Decisions are made faster because answers are immediately available. More people can work with data independently, without relying on specialists. And data and engineering teams are visibly relieved because ad-hoc questions no longer reach them.<\/p>\n<p>This means that data is no longer a bottleneck but a direct source of insight, exactly as data-driven work is intended to be.<\/p>\n<h3>Why MCP makes the difference<\/h3>\n<p>MCP automates what normally takes time and expertise: interpreting questions, writing queries, checking, and improving them. You get the same quality of answers as from an experienced analyst, but at the pace of a conversation.<\/p>\n<p>This makes AI-driven data access not just smart, but above all practical: faster, safer, and accessible to everyone.<\/p>\n<h3>Want to know more about the role of MCP in AI agents?<\/h3>\n<p>In our previous Smart with AI blog, you can read how MCP servers form the basis for smarter, autonomous workflows:.<\/p>\n<p>Read the Smart with AI blog: <a href=\"https:\/\/puurdata.nl\/uk\/smart-met-ai-mcp-servers-de-toekomst-van-ai-agente\/\">MCP-servers: the future of AI agents<\/a><\/p>\n<p><strong><a href=\"https:\/\/puurdata.nl\/uk\/contact\/\">Plan a short demo<\/a> and see how MCP solves your data questions in minutes.<\/strong><\/p>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_6a6e9f5613478\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row  vc_custom_1563971679673\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column padding-4-percent inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h4 style=\"text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >Want to know more?<\/h4>\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<p>Would you like to know more or do you have questions about the possibilities? Call us on <a href=\"tel:+31887887328\">+31 (0)88-7887328<\/a>, visit our <a href=\"\/uk\/contact\/\">Contact page<\/a>, fill in the form below!<\/p>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 sidebarcards wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<h4 style=\"color: #e9812e;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >Recent news reports<\/h4>\n    <div class=\"row blog-recent columns-1\" data-style=\"default\" data-color-scheme=\"light\" data-remove-post-date=\"\" data-remove-post-author=\"1\" data-remove-post-comment-number=\"1\" data-remove-post-nectar-love=\"1\">\n\n      \n      <div class=\"col span_12 post-4505 post type-post status-publish format-standard has-post-thumbnail category-headlines\" >\n\n        <a href=\"https:\/\/puurdata.nl\/uk\/save-the-date-elasticon-amsterdam-2026\/\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"403\" src=\"https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/06\/photo-elasticon-2026-attendees-600x403.jpg\" class=\"attachment-portfolio-thumb size-portfolio-thumb wp-post-image\" alt=\"\" title=\"\" srcset=\"https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/06\/photo-elasticon-2026-attendees-600x403.jpg 600w, https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/06\/photo-elasticon-2026-attendees-18x12.jpg 18w, https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/06\/photo-elasticon-2026-attendees-400x269.jpg 400w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a>\n            <div class=\"post-header\">\n              <h3 class=\"title\"><a href=\"https:\/\/puurdata.nl\/uk\/save-the-date-elasticon-amsterdam-2026\/\">Save the Date: 20 October 2026 \u2013 ElasticON Amsterdam<\/a><\/h3>\n              <span class=\"meta-author\"><a href=\"https:\/\/puurdata.nl\/uk\/author\/astegpuurdata-nl\/\" rel=\"author\">Alex Steg<\/a> <\/span> <span class=\"meta-category\"> | <a href=\"https:\/\/puurdata.nl\/uk\/category\/headlines\/\">Headlines<\/a> <\/span> <span class=\"meta-comment-count\"> | <a href=\"https:\/\/puurdata.nl\/uk\/save-the-date-elasticon-amsterdam-2026\/#respond\">\n              No comments<\/a> <\/span>\n            <\/div>\n\n            <div class=\"excerpt\">On 20 October, Elastic users, experts, and innovators will meet during ElasticON Amsterdam. We will be there. Will you? The world of data, search, observability, security, and AI is developing at breakneck speed. During\u2026<\/div>\n      <\/div><!--\/col-->\n\n      \n      <div class=\"col span_12 post-4408 post type-post status-publish format-standard has-post-thumbnail category-headlines tag-nis2 tag-observability tag-security\" >\n\n        <a href=\"https:\/\/puurdata.nl\/uk\/puurdata-in-fd-special-over-nis2-en-cybersecurity\/\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"403\" src=\"https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/05\/cybersecurity-paper-600x403.png\" class=\"attachment-portfolio-thumb size-portfolio-thumb wp-post-image\" alt=\"\" title=\"\" srcset=\"https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/05\/cybersecurity-paper-600x403.png 600w, https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/05\/cybersecurity-paper-18x12.png 18w, https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/05\/cybersecurity-paper-900x604.png 900w, https:\/\/puurdata.nl\/wp-content\/uploads\/2026\/05\/cybersecurity-paper-400x269.png 400w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a>\n            <div class=\"post-header\">\n              <h3 class=\"title\"><a href=\"https:\/\/puurdata.nl\/uk\/puurdata-in-fd-special-over-nis2-en-cybersecurity\/\">PuurData featured in an FD special on NIS2 and cybersecurity<\/a><\/h3>\n              <span class=\"meta-author\"><a href=\"https:\/\/puurdata.nl\/uk\/author\/astegpuurdata-nl\/\" rel=\"author\">Alex Steg<\/a> <\/span> <span class=\"meta-category\"> | <a href=\"https:\/\/puurdata.nl\/uk\/category\/headlines\/\">Headlines<\/a> <\/span> <span class=\"meta-comment-count\"> | <a href=\"https:\/\/puurdata.nl\/uk\/puurdata-in-fd-special-over-nis2-en-cybersecurity\/#respond\">\n              No comments<\/a> <\/span>\n            <\/div>\n\n            <div class=\"excerpt\">In the *Financieele Dagblad*\u2019s cybersecurity special, PuurData shares its views on how organisations can demonstrably remain in control under NIS2.<\/div>\n      <\/div><!--\/col-->\n\n      \n    <\/div><!--\/blog-recent-->\n\n  \n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Organisaties verzamelen steeds meer data, maar zodra er een concrete vraag ontstaat, blijkt het verrassend lastig om snel het juiste inzicht boven tafel te krijgen. Een eenvoudige vraag leidt vaak tot gedoe. Een MCP-server doorbreekt dat patroon.<\/p>","protected":false},"author":5,"featured_media":3908,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[5],"tags":[17,32,16,43,22,36],"class_list":["post-3904","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog","tag-ai","tag-datastrategie","tag-elastic","tag-mcp-servers","tag-search","tag-search-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Hoe MCP werkt en waarom het zoveel sneller is - PuurData<\/title>\n<meta name=\"description\" content=\"Met de PuurData MCP-server haal je deze technologie in huis: volledig offline, veilig en veel sneller dan traditionele data-toegang.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/puurdata.nl\/uk\/how-an-mcp-server-works-and-why-its-so-much-faster\/\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alex Steg\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/\"},\"author\":{\"name\":\"Alex Steg\",\"@id\":\"https:\\\/\\\/puurdata.nl\\\/#\\\/schema\\\/person\\\/c80607e541824f30c2e5e26e94f1dd2e\"},\"headline\":\"Hoe MCP werkt en waarom het zoveel sneller is\",\"datePublished\":\"2025-11-25T09:50:05+00:00\",\"dateModified\":\"2025-12-08T09:20:50+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/\"},\"wordCount\":1708,\"image\":{\"@id\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/puurdata.nl\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/shutterstock_2426323991-scaled.jpg\",\"keywords\":[\"AI\",\"datastrategie\",\"elastic\",\"mcp servers\",\"search\",\"search ai\"],\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/\",\"url\":\"https:\\\/\\\/puurdata.nl\\\/hoe-mcp-server-werkt-en-waarom-het-zoveel-sneller-is\\\/\",\"name\":\"Hoe MCP werkt en waarom het zoveel sneller is - 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