{"id":3743,"date":"2026-01-09T10:45:44","date_gmt":"2026-01-09T10:45:44","guid":{"rendered":"https:\/\/www.infobip.com\/developers\/?p=3743"},"modified":"2026-01-09T10:45:45","modified_gmt":"2026-01-09T10:45:45","slug":"why-load-testing-mcp-servers-requires-a-different-approach","status":"publish","type":"post","link":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach","title":{"rendered":"Why load testing MCP servers\u00a0requires\u00a0a different approach"},"content":{"rendered":"\n<p>Model Context Protocol (MCP) servers play a pivotal role in&nbsp;facilitating&nbsp;communication between large language&nbsp;models&nbsp;(LLM)&nbsp;and their respective toolchains or workflows. This unique context-driven architecture introduces a set of challenges not typically&nbsp;encountered&nbsp;in standard web service environments.&nbsp;<\/p>\n\n\n\n<p>For starters, MCP servers&nbsp;don&#8217;t&nbsp;have the same traffic patterns as HTTP RESTful services. While REST APIs typically handle stateless, independent requests distributed across many clients, MCP servers&nbsp;maintain&nbsp;persistent connections with AI agents that generate traffic in bursts during reasoning chains.&nbsp;<\/p>\n\n\n\n<p>Given their&nbsp;central importance&nbsp;and the volatility of the workloads they process, load testing MCP servers becomes essential. Effective load testing helps us understand how these systems perform under varying levels of demand,&nbsp;identify&nbsp;potential bottlenecks or failures, and ensure reliability and responsiveness even during sudden spikes in usage.&nbsp;<\/p>\n\n\n\n<p>By simulating real-world scenarios, we can better prepare MCP infrastructure to support seamless, robust, and scalable conversational AI experiences.&nbsp;<\/p>\n\n\n\n<p>To ensure stable MCP services, we needed to answer these questions:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How does your MCP server behave under heavy load?\u00a0<\/li>\n\n\n\n<li>What scale of resources do you need to survive larger MCP traffic?\u00a0<\/li>\n\n\n\n<li>What is your baseline? How many MCP calls do you support as-is?\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Understanding MCP traffic patterns<\/strong>\u00a0<\/h2>\n\n\n\n<p>Before designing any load test, we need to analyse which traffic patterns we expect so we can emulate real-world usage as accurately as possible. LLMs generate different traffic than regular web users and HTTP RESTful service clients.&nbsp;<\/p>\n\n\n\n<p>Because our interactions with chat agents differ significantly from those with traditional web services, we can\u00a0identify\u00a0distinct patterns for each approach\u00a0(see the images below).\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"380\" src=\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/mcp-servers-activity-graph.png\" alt=\"mcp servers activity graph\" class=\"wp-image-3745\" srcset=\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/mcp-servers-activity-graph.png 692w, https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/mcp-servers-activity-graph-300x165.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">MCP Servers Activity Graph<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"380\" src=\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/http-restful-services-traffic-graph.png\" alt=\"http restful services traffic graph\" class=\"wp-image-3746\" srcset=\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/http-restful-services-traffic-graph.png 692w, https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/http-restful-services-traffic-graph-300x165.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">HTTP RESTful Services Traffic Graph<\/figcaption><\/figure>\n\n\n\n<p><strong>HTTP RESTful traffic<\/strong>&nbsp;tends to be distributed and predictable&nbsp;with&nbsp;steady&nbsp;streams of independent requests spread across time.&nbsp;<\/p>\n\n\n\n<p><strong>MCP traffic,<\/strong>&nbsp;on the other hand,&nbsp;is bursty and&nbsp;inference driven. Expect larger idle gaps followed by sudden spikes in activity.&nbsp;<\/p>\n\n\n\n<p>This distinction matters to testers because real MCP workloads often shift suddenly from inactivity to bursts of activity. Accurately simulating these patterns in tests is vital to reveal performance issues that might only appear during such spikes. Additionally, since MCP tool workflows chain calls in quick succession, replicating these conditions ensures servers&nbsp;remain&nbsp;robust under&nbsp;real conversational&nbsp;loads.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Defining functional requirements<\/strong>\u00a0<\/h2>\n\n\n\n<p>Building on what&nbsp;we&#8217;ve&nbsp;learned about MCP traffic, we can define functional requirements for our load test:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ability to introduce random variable idle gaps<\/li>\n\n\n\n<li>Ability to create spike traffic<\/li>\n\n\n\n<li>Emulate multiple LLM agents<\/li>\n\n\n\n<li>Control which tools we call and in which order\u00a0<\/li>\n\n\n\n<li>Identify\u00a0key performance metrics\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Choosing the right metrics<\/strong><\/h2>\n\n\n\n<p>With a clear understanding of the functional requirements,&nbsp;it&#8217;s&nbsp;crucial to prioritise the metrics that truly reflect real-world performance and reliability.&nbsp;<\/p>\n\n\n\n<p>We want to support as many concurrent agents as we can without performance degradation or errors. The most common measures in load testing are latency (duration of processing), success-to-error ratio (the proportion of successful responses to failures), and throughput (how many requests are handled for a given period). While all are useful, not all carry the same weight.&nbsp;<\/p>\n\n\n\n<p><strong>Latency is important but secondary.<\/strong>&nbsp;If a tool call takes 400ms or less,&nbsp;it&#8217;s&nbsp;generally within&nbsp;an acceptable range. If a user is waiting for an MCP response within a conversational cycle of 10 seconds, a 1-second response time for a single step is negligible.&nbsp;<\/p>\n\n\n\n<p><strong>Reliability is critical because of token usage and&nbsp;subsequent&nbsp;cost.<\/strong>&nbsp;If an MCP tool call fails, it leads to:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Wasted tokens:<\/strong>\u00a0The cost of the prompt and the\u00a0initial\u00a0agent reasoning leading to the failed call is lost.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Increased latency and cost from\u00a0retries:<\/strong>\u00a0If the LLM agent is configured to retry the MCP call, it adds multiple seconds to the user&#8217;s wait time and consumes even more tokens for the retry logic.\u00a0<\/li>\n<\/ul>\n\n\n\n<p>By focusing on the metrics that directly&nbsp;impact&nbsp;user experience and operational costs, we ensure our testing efforts drive meaningful improvements to MCP service quality.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Choosing\u00a0the right tool<\/strong>\u00a0<\/h2>\n\n\n\n<p>Many tools can load test different protocols and enable some degree of control, but in&nbsp;the case of&nbsp;our&nbsp;Infobip MCP servers, the requirements were:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Total control of traffic patterns\u00a0<\/li>\n\n\n\n<li>Easy to use and compatible with our existing observability tooling\u00a0<\/li>\n\n\n\n<li>Extendable\u00a0<\/li>\n\n\n\n<li>Open source\u00a0<\/li>\n<\/ul>\n\n\n\n<p>The tool that met most of these requirements was&nbsp;<a href=\"https:\/\/k6.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">Grafana&#8217;s k6<\/a>.&nbsp;In addition to our&nbsp;initial&nbsp;requirements, it has also enabled us to use Go and JavaScript programming languages to add MCP protocol support with existing&nbsp;<a href=\"https:\/\/github.com\/modelcontextprotocol\/go-sdk\" target=\"_blank\" rel=\"noreferrer noopener\">SDKs<\/a>.&nbsp;<\/p>\n\n\n\n<p>Furthermore, k6 has in-built multiple&nbsp;<a href=\"https:\/\/grafana.com\/docs\/k6\/latest\/using-k6\/scenarios\/\" target=\"_blank\" rel=\"noreferrer noopener\">scenarios<\/a>&nbsp;for virtual users (VU), each scenario has its own executor, one of them is &#8220;ramping-vus&#8221;.&nbsp;&nbsp;The ramping VUs executor in k6 is designed to simulate a gradually increasing or decreasing load. Instead of hitting our MCP server with a fixed, immediate load, it allows you to define&nbsp;different&nbsp;<strong>stages<\/strong>&nbsp;where the number of Virtual Users (VUs) changes over time.&nbsp;<\/p>\n\n\n\n<p>Everything&nbsp;that\u2019s&nbsp;mentioned here is defined in JavaScript, which made it the perfect tool for us to implement our&nbsp;particular scenario&nbsp;and have fine control over its execution.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>To Sum Up<\/strong><\/h2>\n\n\n\n<p>Load testing MCP servers&nbsp;isn&#8217;t&nbsp;just a scaled-up version of traditional API testing but rather requires a fundamentally different mindset. The key points to remember are the following:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Traffic patterns differ<\/strong>: MCP traffic is bursty and inference-driven, with idle gaps followed by sudden spikes. Traditional steady-state load testing\u00a0won&#8217;t\u00a0reveal the issues that matter.\u00a0To reflect actual usage, load tests must simulate real agent\u00a0behaviour.\u00a0<\/li>\n\n\n\n<li><strong>Reliability trumps latency<\/strong>: Failed MCP calls waste tokens and trigger expensive retries. Optimise for success rates first, response times second.\u00a0<\/li>\n\n\n\n<li><strong>Choose extensible tooling<\/strong>: MCP is a young protocol.\u00a0You&#8217;ll\u00a0likely need\u00a0to extend your testing tools to support it properly\u00a0in the long run.\u00a0<\/li>\n<\/ul>\n\n\n\n<p>With this&nbsp;methodology&nbsp;in place,&nbsp;you&#8217;re&nbsp;ready to move from theory to practice.&nbsp;To help you get started, we&#8217;ve open-sourced our k6 MCP extension at&nbsp;<a href=\"https:\/\/github.com\/infobip\/xk6-infobip-mcp\" target=\"_blank\" rel=\"noreferrer noopener\">xk6-infobip-mcp<\/a>.&nbsp;<\/p>\n\n\n\n<p>In the next post,\u00a0we&#8217;ll\u00a0walk through the practical implementation: setting up virtual users, simulating random idle times, and analysing the results that helped us\u00a0identify\u00a0real stability improvements.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Model Context Protocol (MCP) servers play a pivotal role [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":3756,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[50,28,249],"tags":[41,309],"coauthors":[315],"class_list":["post-3743","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-blog-post","category-devops-and-security","tag-developer-practices","tag-mcp-servers"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub\" \/>\n<meta property=\"og:description\" content=\"Model Context Protocol (MCP) servers play a pivotal role [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\" \/>\n<meta property=\"og:site_name\" content=\"Infobip Developers Hub\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/infobip\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-09T10:45:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-09T10:45:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"896\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hrvoje Milkovi\u0107\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@InfobipDev\" \/>\n<meta name=\"twitter:site\" content=\"@InfobipDev\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hrvoje Milkovi\u0107\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\"},\"author\":{\"name\":\"Hrvoje Milkovi\u0107\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/2618df180a6784da37c091d629cb1a04\"},\"headline\":\"Why load testing MCP servers\u00a0requires\u00a0a different approach\",\"datePublished\":\"2026-01-09T10:45:44+00:00\",\"dateModified\":\"2026-01-09T10:45:45+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\"},\"wordCount\":1083,\"publisher\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg\",\"keywords\":[\"developer practices\",\"MCP servers\"],\"articleSection\":[\"AI\",\"Blog Post\",\"DevOps and Security\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\",\"url\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\",\"name\":\"Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub\",\"isPartOf\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg\",\"datePublished\":\"2026-01-09T10:45:44+00:00\",\"dateModified\":\"2026-01-09T10:45:45+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage\",\"url\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg\",\"contentUrl\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg\",\"width\":1600,\"height\":896,\"caption\":\"load testing software mcp servers\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.infobip.com\/developers\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why load testing MCP servers\u00a0requires\u00a0a different approach\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#website\",\"url\":\"https:\/\/www.infobip.com\/developers\/\",\"name\":\"Infobip Developers Hub\",\"description\":\"Build meaningful customer relationships across any channel\",\"publisher\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.infobip.com\/developers\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#organization\",\"name\":\"Infobip Developers Hub\",\"url\":\"https:\/\/www.infobip.com\/developers\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2023\/03\/Infobip_logo_favicon.png\",\"contentUrl\":\"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2023\/03\/Infobip_logo_favicon.png\",\"width\":696,\"height\":696,\"caption\":\"Infobip Developers Hub\"},\"image\":{\"@id\":\"https:\/\/www.infobip.com\/developers\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/infobip\/\",\"https:\/\/x.com\/InfobipDev\",\"https:\/\/www.youtube.com\/channel\/UCUPSTy53VecI5GIir3J3ZbQ\",\"https:\/\/github.com\/infobip-community\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/2618df180a6784da37c091d629cb1a04\",\"name\":\"Hrvoje Milkovi\u0107\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/image\/aa7c21382920213cad9b6c0efe758cbe\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c2871f2f7ba2204aff785e6842f00c5edb97662f64dc17fed99b421fd40a875e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c2871f2f7ba2204aff785e6842f00c5edb97662f64dc17fed99b421fd40a875e?s=96&d=mm&r=g\",\"caption\":\"Hrvoje Milkovi\u0107\"},\"description\":\"Hrvoje is a Senior Software Engineer at Infobip, specializing in IaaS, automation, and reliability. He focuses on engineering secure, resilient systems designed to scale without friction.\",\"url\":\"https:\/\/www.infobip.com\/developers\/blog\/author\/hrvoje-milkovic\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach","og_locale":"en_US","og_type":"article","og_title":"Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub","og_description":"Model Context Protocol (MCP) servers play a pivotal role [&hellip;]","og_url":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach","og_site_name":"Infobip Developers Hub","article_publisher":"https:\/\/www.facebook.com\/infobip\/","article_published_time":"2026-01-09T10:45:44+00:00","article_modified_time":"2026-01-09T10:45:45+00:00","og_image":[{"width":1600,"height":896,"url":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg","type":"image\/jpeg"}],"author":"Hrvoje Milkovi\u0107","twitter_card":"summary_large_image","twitter_creator":"@InfobipDev","twitter_site":"@InfobipDev","twitter_misc":{"Written by":"Hrvoje Milkovi\u0107","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#article","isPartOf":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach"},"author":{"name":"Hrvoje Milkovi\u0107","@id":"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/2618df180a6784da37c091d629cb1a04"},"headline":"Why load testing MCP servers\u00a0requires\u00a0a different approach","datePublished":"2026-01-09T10:45:44+00:00","dateModified":"2026-01-09T10:45:45+00:00","mainEntityOfPage":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach"},"wordCount":1083,"publisher":{"@id":"https:\/\/www.infobip.com\/developers\/#organization"},"image":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage"},"thumbnailUrl":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg","keywords":["developer practices","MCP servers"],"articleSection":["AI","Blog Post","DevOps and Security"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach","url":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach","name":"Why load testing MCP servers\u00a0requires\u00a0a different approach - Infobip Developers Hub","isPartOf":{"@id":"https:\/\/www.infobip.com\/developers\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage"},"image":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage"},"thumbnailUrl":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg","datePublished":"2026-01-09T10:45:44+00:00","dateModified":"2026-01-09T10:45:45+00:00","breadcrumb":{"@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#primaryimage","url":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg","contentUrl":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2026\/01\/load-testing-software-mcp-servers.jpg","width":1600,"height":896,"caption":"load testing software mcp servers"},{"@type":"BreadcrumbList","@id":"https:\/\/www.infobip.com\/developers\/blog\/why-load-testing-mcp-servers-requires-a-different-approach#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.infobip.com\/developers\/"},{"@type":"ListItem","position":2,"name":"Why load testing MCP servers\u00a0requires\u00a0a different approach"}]},{"@type":"WebSite","@id":"https:\/\/www.infobip.com\/developers\/#website","url":"https:\/\/www.infobip.com\/developers\/","name":"Infobip Developers Hub","description":"Build meaningful customer relationships across any channel","publisher":{"@id":"https:\/\/www.infobip.com\/developers\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.infobip.com\/developers\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.infobip.com\/developers\/#organization","name":"Infobip Developers Hub","url":"https:\/\/www.infobip.com\/developers\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.infobip.com\/developers\/#\/schema\/logo\/image\/","url":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2023\/03\/Infobip_logo_favicon.png","contentUrl":"https:\/\/www.infobip.com\/developers\/wp-content\/uploads\/2023\/03\/Infobip_logo_favicon.png","width":696,"height":696,"caption":"Infobip Developers Hub"},"image":{"@id":"https:\/\/www.infobip.com\/developers\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/infobip\/","https:\/\/x.com\/InfobipDev","https:\/\/www.youtube.com\/channel\/UCUPSTy53VecI5GIir3J3ZbQ","https:\/\/github.com\/infobip-community"]},{"@type":"Person","@id":"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/2618df180a6784da37c091d629cb1a04","name":"Hrvoje Milkovi\u0107","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.infobip.com\/developers\/#\/schema\/person\/image\/aa7c21382920213cad9b6c0efe758cbe","url":"https:\/\/secure.gravatar.com\/avatar\/c2871f2f7ba2204aff785e6842f00c5edb97662f64dc17fed99b421fd40a875e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c2871f2f7ba2204aff785e6842f00c5edb97662f64dc17fed99b421fd40a875e?s=96&d=mm&r=g","caption":"Hrvoje Milkovi\u0107"},"description":"Hrvoje is a Senior Software Engineer at Infobip, specializing in IaaS, automation, and reliability. He focuses on engineering secure, resilient systems designed to scale without friction.","url":"https:\/\/www.infobip.com\/developers\/blog\/author\/hrvoje-milkovic"}]}},"_links":{"self":[{"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/posts\/3743","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/users\/78"}],"replies":[{"embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/comments?post=3743"}],"version-history":[{"count":6,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/posts\/3743\/revisions"}],"predecessor-version":[{"id":3755,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/posts\/3743\/revisions\/3755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/media\/3756"}],"wp:attachment":[{"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/media?parent=3743"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/categories?post=3743"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/tags?post=3743"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.infobip.com\/developers\/wp-json\/wp\/v2\/coauthors?post=3743"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}