{"id":30155,"date":"2025-05-20T20:55:54","date_gmt":"2025-05-20T15:55:54","guid":{"rendered":"https:\/\/kmwllc.com\/?p=30155"},"modified":"2025-06-02T20:10:14","modified_gmt":"2025-06-02T15:10:14","slug":"mcp-in-llm-apps-overkill-or-integral","status":"publish","type":"post","link":"https:\/\/kmwllc.com\/index.php\/2025\/05\/20\/mcp-in-llm-apps-overkill-or-integral\/","title":{"rendered":"MCP in LLM Apps: Overkill or Integral?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"30155\" class=\"elementor elementor-30155\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-32ac6492 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"32ac6492\" data-element_type=\"section\" data-e-type=\"section\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-54435b9e\" data-id=\"54435b9e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76946c06 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-post-info\" data-id=\"76946c06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-91a0f52 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>May 20, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c6d161c flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"4c6d161c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"styled-subtitle elementor-heading-title elementor-size-default\">As with any tech decision, the right tool depends on the context. But as LLM development matures, the trend is clear: we\u2019re moving toward simplicity, agility, and tight integration.<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-642d1c6 elementor-author-box--image-valign-top flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-author-box\" data-id=\"642d1c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2025\/01\/KevinBHeadshot2025-300x300.jpeg\" alt=\"Picture of Kevin Butler\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<div class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tKevin Butler\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Search & AI Engineer at KMW Technology<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac60754 elementor-widget-divider--view-line flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-divider\" data-id=\"ac60754\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c913467 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"c913467\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Model Control Protocol (MCP) in LLM Apps: Overkill or Integral?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6cd2ac2e flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"6cd2ac2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As large language models (LLMs) become more central to app development, we\u2019re starting to see a surge in new \u201cstandards\u201d that aim to streamline the way we work with them. One of those is <\/span><b>Model Control Protocol (MCP)<\/b><span style=\"font-weight: 400;\">\u2014a specification that introduces structured patterns for how LLMs can interact with external tools and services.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As LLM use evolves, MCP has the potential to meet a real need: a consistent interface, reusable patterns, well-defined roles for inputs and tools. After trying it in a few real-world projects, I\u2019ve landed on a pretty firm opinion:<\/span><\/p>\n<p><b>MCP is overkill for some self-contained LLM applications.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s break that down.<\/span><\/p>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fe9922c flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"2fe9922c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">WHAT MCP Tries to SOLVE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13af27cb flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"13af27cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">MCP offers a standardized format for:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Defining tools and functions an LLM can use<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Structuring prompts and inputs<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Managing model responses<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Integrating external systems into a unified orchestration layer<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">If you\u2019re building a platform where multiple apps or teams need to access a model with consistent behavior, then yes, MCP can be helpful. It makes your model \u201cdiscoverable\u201d and \u201cprogrammable\u201d in the same way REST and GraphQL made APIs predictable.<\/span><\/p><p><span style=\"font-weight: 400;\">But here\u2019s the catch\u2026<\/span><\/p><p><strong>In self-contained apps, it&#8217;s just extra weight<\/strong><\/p><p><span style=\"font-weight: 400;\">If you\u2019re building an app where <\/span><i><span style=\"font-weight: 400;\">you<\/span><\/i><span style=\"font-weight: 400;\"> own the model, <\/span><i><span style=\"font-weight: 400;\">you<\/span><\/i><span style=\"font-weight: 400;\"> control the tools, and <\/span><i><span style=\"font-weight: 400;\">you<\/span><\/i><span style=\"font-weight: 400;\"> define the prompt context\u2014you don\u2019t need MCP. You already know what the LLM needs. You\u2019ve got the orchestration baked into your app\u2019s API layer.<\/span><\/p><p><span style=\"font-weight: 400;\">Let\u2019s take a typical modern setup:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A <\/span><b>Next.js<\/b><span style=\"font-weight: 400;\"> app with built-in API routes<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A <\/span><b>custom orchestrator<\/b><span style=\"font-weight: 400;\"> to manage model calls and tool routing<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Locally hosted context (embeddings, history, memory)<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Internal tools for summarization, tagging, or database lookup<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">In this environment, introducing MCP means:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Creating new wrappers around tools<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Translating your existing structure into a generic spec<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Debugging new abstraction layers<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Maintaining protocol compliance on top of your working logic<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">All of which gives you\u2026 what? A clear contract between the LLM and the MCP service?\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">That\u2019s not simplification. That\u2019s ceremony.<\/span><\/p>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eee00 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"eee00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Where MCP Does Make Sense<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e0f483d flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"3e0f483d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">MCP shines when you\u2019re not the only one calling the model. For example:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Multi-tenant LLM services<\/b><span style=\"font-weight: 400;\"> that need a consistent interface for different consumers<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Third-party apps<\/b><span style=\"font-weight: 400;\"> that interact with a centralized orchestration layer<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Teams with shared infrastructure<\/b><span style=\"font-weight: 400;\">, where models and tools are exposed through a shared gateway<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">In those cases, it\u2019s worth it. Standardization reduces friction. It enables reuse. It helps with governance, monitoring, and security. MCP becomes a contract between producers and consumers of LLM capability.<\/span><\/p><p><span style=\"font-weight: 400;\">But most apps aren\u2019t there. Most LLM-enabled apps today are still early, experimental, and owned end-to-end by a single team. In those scenarios, MCP\u2019s benefits are marginal.<\/span><\/p>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31257f2b flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"31257f2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">The Real Game-Changer: Function Calling<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-326cfd76 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"326cfd76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">What\u2019s actually changing the landscape isn\u2019t protocol\u2014it\u2019s capability.<\/span><\/p><p><span style=\"font-weight: 400;\">LLMs are getting much better at <\/span><b>tool calling<\/b><span style=\"font-weight: 400;\"> (aka function calling). With structured outputs, schema validation, and multi-step reasoning, we\u2019re approaching the point where your model can:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Choose the right tool on its own<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Execute functions with arguments<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Chain results intelligently<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ask follow-up questions when needed<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">That\u2019s the future. And it&#8217;s pretty easy to imagine a world where a new generation of LLMs are trained and tuned for MCP based tool use, making this protocol even more powerful.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">We are already seeing existing application providers looking to expose their data and services via MCP to hook into AI applications more easily. There are certainly benefits to adopting early in order to play nice in a wider AI ecosystem. <\/span><\/p>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c5f24d2 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"1c5f24d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Final Thought<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c75cd6d flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"2c75cd6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Is MCP overkill or integral? As with any tech decision, it depends. As LLM development matures, we\u2019re moving toward simplicity, agility, and tight integration and each layer of protocol is going to need to justify its own weight. At the same time, we are now seeing the next wave of LLM applications where external integration and tool calling are absolutely essential. At KMW, we are watching MCP closely and experimenting with more complex tools while keeping a close eye on industry adoption of the standard. These are exciting times in AI development and we\u2019ll have more to come soon<\/span><\/p>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c927ed3 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"2c927ed3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">TL;DR<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73aa854f flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"73aa854f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\r\n\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>MCP is useful<\/b><span style=\"font-weight: 400;\"> when you\u2019re exposing models to external consumers or services and need a standardized interface.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>It\u2019s overkill<\/b><span style=\"font-weight: 400;\"> for internal, self-contained apps where you already manage the model\u2019s full context and environment.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Function calling and tool use<\/b><span style=\"font-weight: 400;\"> are the real potential for MCP, and they are only going to gain in importance and capability going forward.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Assess<\/b><span> whether the complexity is warranted, and if your use case actually requires it. Your LLM doesn\u2019t need a passport to move around in its own country.<\/span><\/li><\/ul>\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-3462b917\" data-id=\"3462b917\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-64815aef\" data-id=\"64815aef\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a3537a6 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"a3537a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"title-h6 elementor-heading-title elementor-size-small\">Share Post<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-230214f5 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-thegem-social-sharing\" data-id=\"230214f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"thegem-social-sharing.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n        <div id=\"thegem-custom-69e44183ad8693852\" class=\"thegem-te-socials-sharing socials-sharing--left 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<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8889261 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"8889261\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"title-h6 elementor-heading-title elementor-size-small\">More From the KMW Blog<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5654e116 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-thegem-bloglist\" data-id=\"5654e116\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;thegem_elementor_preset&quot;:&quot;compact-tiny-2&quot;,&quot;source&quot;:[&quot;posts&quot;],&quot;exclude_blog_posts_type&quot;:&quot;current&quot;,&quot;order_by&quot;:&quot;date&quot;,&quot;query_type&quot;:&quot;post&quot;,&quot;order&quot;:&quot;default&quot;,&quot;items_per_page&quot;:8}\" data-widget_type=\"thegem-bloglist.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"bloglist blog clearfix  blog-style-compact-tiny-2   \" data-page=\"1\" data-paged=\"1\" data-next-page=\"2\" data-pages-count=\"3\" data-load-more-action=\"thegem_bloglist_load_more\">\n\t\t\t\r\n<article id=\"post-30279\" class=\"post-item clearfix post-30279 post type-post status-publish format-standard has-post-thumbnail category-elasticsearch category-lucene category-performance\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div 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gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Henry Caldwell<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">January 10, 2026<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-30279 -->\r\n\r\n<article id=\"post-30125\" class=\"post-item clearfix post-30125 post type-post status-publish format-standard has-post-thumbnail category-ai category-performance category-relevancy category-search category-uncategorized\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2025\/10\/04\/whats-the-best-way-to-do-entity-extraction-for-search\/\"><img width=\"144\" height=\"144\" 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2025<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-30125 -->\r\n\r\n<article id=\"post-29895\" class=\"post-item clearfix post-29895 post type-post status-publish format-standard has-post-thumbnail category-ai category-opensearch category-relevancy category-search category-solr category-vector-search\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2024\/06\/23\/rag-question-answering-system-for-solr-and-opensearch\/\"><img width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/06\/blog_rag-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_rag\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2024\/06\/23\/rag-question-answering-system-for-solr-and-opensearch\/\" rel=\"bookmark\">RAG Question Answering System for Solr and OpenSearch\u00a0<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Akul Sethi<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">June 23, 2024<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-29895 -->\r\n\r\n<article id=\"post-29639\" class=\"post-item clearfix post-29639 post type-post status-publish format-standard has-post-thumbnail category-lucene category-opensearch category-performance category-search\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2024\/05\/30\/duplicate-terms-aggregation-plug-in-for-opensearch\/\"><img loading=\"lazy\" width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/05\/blog_opensearch-agg1200x900-min-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_opensearch-agg1200x900-min\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2024\/05\/30\/duplicate-terms-aggregation-plug-in-for-opensearch\/\" rel=\"bookmark\">Duplicate Terms Aggregation Plug-in for OpenSearch<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Abijit Rangesh<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">May 30, 2024<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-29639 -->\r\n\r\n<article id=\"post-28464\" class=\"post-item clearfix post-28464 post type-post status-publish format-standard has-post-thumbnail category-ai category-opensearch category-search category-vector-search\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2023\/03\/29\/building-vector-search-on-opensearch\/\"><img loading=\"lazy\" width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/05\/blog_vectorSearch_1200x900-min-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_vectorSearch_1200x900-min\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2023\/03\/29\/building-vector-search-on-opensearch\/\" rel=\"bookmark\">Building A Vector Search Application on OpenSearch<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Jake Horban<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">March 29, 2023<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-28464 -->\r\n\r\n<article id=\"post-28075\" class=\"post-item clearfix post-28075 post type-post status-publish format-standard has-post-thumbnail category-elasticsearch category-search category-solr\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2022\/12\/17\/ingesting-solr-logs-with-the-elk-stack\/\"><img loading=\"lazy\" width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/12\/blog_LogAnalysisElk_min-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_LogAnalysisElk_min\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2022\/12\/17\/ingesting-solr-logs-with-the-elk-stack\/\" rel=\"bookmark\">Ingesting Solr Logs with the ELK Stack<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Kira Traynor<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">December 17, 2022<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-28075 -->\r\n\r\n<article id=\"post-27467\" class=\"post-item clearfix post-27467 post type-post status-publish format-standard has-post-thumbnail category-search category-solr\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\"><img loading=\"lazy\" width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/11\/blog_QEC1200x900-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_QEC1200x900\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\" rel=\"bookmark\">Solr&#8217;s query elevation component now supports filter exclusions<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Rudi Seitz<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">November 17, 2022<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-27467 -->\r\n\r\n<article id=\"post-26659\" class=\"post-item clearfix post-26659 post type-post status-publish format-standard has-post-thumbnail category-search\">\r\n\t\t\t<div class=\"gem-compact-tiny-left\">\r\n\t\t\t<div class=\"gem-news-item-image\">\r\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2022\/09\/30\/the-kmw-search-audit\/\"><img loading=\"lazy\" width=\"144\" height=\"144\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/09\/blog_KMWSearchAudit1200x900-thegem-news-carousel.png\" class=\"img-responsive wp-post-image\" alt=\"blog_KMWSearchAudit1200x900\" \/><\/a>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\r\n\t<div class=\"gem-compact-tiny-right\">\r\n\t\t<div class=\"gem-compact-item-content\">\r\n\t\t\t<div class=\"tiny-post-title gem-news-item-title text-body-tiny\"><a class=\"reverse-link-color \" href=\"https:\/\/kmwllc.com\/index.php\/2022\/09\/30\/the-kmw-search-audit\/\" rel=\"bookmark\">The KMW Search Audit<\/a><\/div>\t\t<\/div>\r\n\t\t<div class=\"post-meta\">\r\n\t\t\t<div class=\"entry-meta clearfix text-body-tiny\">\r\n\t\t\t\t<div class=\"post-meta-left gem-news-item-date\">\r\n\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-author tiny-post-author\">By Brian Nauheimer<\/span><br>\t\t\t\t\t<span\r\n\t\t\t\t\t\t\tclass=\"post-meta-date tiny-post-date\">September 30, 2022<\/span>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"post-meta-right\">\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t<\/div><!-- .entry-meta -->\r\n\t\t<\/div>\r\n\r\n\t<\/div>\r\n<\/article><!-- #post-26659 -->\r\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-202d62cb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"202d62cb\" data-element_type=\"section\" data-e-type=\"section\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e684937\" data-id=\"4e684937\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-643587a0 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-post-navigation\" data-id=\"643587a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-navigation.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation\" role=\"navigation\" aria-label=\"Post Navigation\">\n\t\t\t<div class=\"elementor-post-navigation__prev elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2022\/07\/02\/search-engine-upgrade\/\" rel=\"prev\"><span class=\"elementor-post-navigation__link__prev\"><span class=\"post-navigation__prev--label\">Previous Post<\/span><span class=\"post-navigation__prev--title\">Search Engine Upgrade<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-post-navigation__next elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\" rel=\"next\"><span class=\"elementor-post-navigation__link__next\"><span class=\"post-navigation__next--label\">Next Post<\/span><span class=\"post-navigation__next--title\">Solr&#8217;s query elevation component now supports filter exclusions<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As with any tech decision, the right tool depends on the context. But as LLM development matures, the trend is clear: we\u2019re moving toward simplicity, agility, and tight 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Control Protocol (MCP) in LLM Apps: Overkill or Integral?\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"6cd2ac2e\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><span style=\\\"font-weight: 400;\\\">As large language models (LLMs) become more central to app development, we\\u2019re starting to see a surge in new \\u201cstandards\\u201d that aim to streamline the way we work with them. One of those is <\\\/span><b>Model Control Protocol (MCP)<\\\/b><span style=\\\"font-weight: 400;\\\">\\u2014a specification that introduces structured patterns for how LLMs can interact with external tools and services.<\\\/span><\\\/p>\\n<p><span style=\\\"font-weight: 400;\\\">As LLM use evolves, MCP has the potential to meet a real need: a consistent interface, reusable patterns, well-defined roles for inputs and tools. After trying it in a few real-world projects, I\\u2019ve landed on a pretty firm opinion:<\\\/span><\\\/p>\\n<p><b>MCP is overkill for some self-contained LLM applications.<\\\/b><\\\/p>\\n<p><span style=\\\"font-weight: 400;\\\">Let\\u2019s break that down.<\\\/span><\\\/p>\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"2fe9922c\",\"elType\":\"widget\",\"settings\":{\"title\":\"WHAT MCP Tries to SOLVE\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"13af27cb\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><span style=\\\"font-weight: 400;\\\">MCP offers a standardized format for:<\\\/span><\\\/p><ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Defining tools and functions an LLM can use<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Structuring prompts and inputs<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Managing model responses<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Integrating external systems into a unified orchestration layer<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><\\\/ul><p><span style=\\\"font-weight: 400;\\\">If you\\u2019re building a platform where multiple apps or teams need to access a model with consistent behavior, then yes, MCP can be helpful. It makes your model \\u201cdiscoverable\\u201d and \\u201cprogrammable\\u201d in the same way REST and GraphQL made APIs predictable.<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">But here\\u2019s the catch\\u2026<\\\/span><\\\/p><p><strong>In self-contained apps, it's just extra weight<\\\/strong><\\\/p><p><span style=\\\"font-weight: 400;\\\">If you\\u2019re building an app where <\\\/span><i><span style=\\\"font-weight: 400;\\\">you<\\\/span><\\\/i><span style=\\\"font-weight: 400;\\\"> own the model, <\\\/span><i><span style=\\\"font-weight: 400;\\\">you<\\\/span><\\\/i><span style=\\\"font-weight: 400;\\\"> control the tools, and <\\\/span><i><span style=\\\"font-weight: 400;\\\">you<\\\/span><\\\/i><span style=\\\"font-weight: 400;\\\"> define the prompt context\\u2014you don\\u2019t need MCP. You already know what the LLM needs. You\\u2019ve got the orchestration baked into your app\\u2019s API layer.<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">Let\\u2019s take a typical modern setup:<\\\/span><\\\/p><ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">A <\\\/span><b>Next.js<\\\/b><span style=\\\"font-weight: 400;\\\"> app with built-in API routes<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">A <\\\/span><b>custom orchestrator<\\\/b><span style=\\\"font-weight: 400;\\\"> to manage model calls and tool routing<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Locally hosted context (embeddings, history, memory)<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Internal tools for summarization, tagging, or database lookup<\\\/span><p>\\u00a0<\\\/p><\\\/li><\\\/ul><p><span style=\\\"font-weight: 400;\\\">In this environment, introducing MCP means:<\\\/span><\\\/p><ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Creating new wrappers around tools<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Translating your existing structure into a generic spec<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Debugging new abstraction layers<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Maintaining protocol compliance on top of your working logic<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><\\\/ul><p><span style=\\\"font-weight: 400;\\\">All of which gives you\\u2026 what? A clear contract between the LLM and the MCP service?\\u00a0<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">That\\u2019s not simplification. That\\u2019s ceremony.<\\\/span><\\\/p>\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"eee00\",\"elType\":\"widget\",\"settings\":{\"title\":\"Where MCP Does Make Sense\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"3e0f483d\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><span style=\\\"font-weight: 400;\\\">MCP shines when you\\u2019re not the only one calling the model. For example:<\\\/span><\\\/p><ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>Multi-tenant LLM services<\\\/b><span style=\\\"font-weight: 400;\\\"> that need a consistent interface for different consumers<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>Third-party apps<\\\/b><span style=\\\"font-weight: 400;\\\"> that interact with a centralized orchestration layer<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>Teams with shared infrastructure<\\\/b><span style=\\\"font-weight: 400;\\\">, where models and tools are exposed through a shared gateway<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><\\\/ul><p><span style=\\\"font-weight: 400;\\\">In those cases, it\\u2019s worth it. Standardization reduces friction. It enables reuse. It helps with governance, monitoring, and security. MCP becomes a contract between producers and consumers of LLM capability.<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">But most apps aren\\u2019t there. Most LLM-enabled apps today are still early, experimental, and owned end-to-end by a single team. In those scenarios, MCP\\u2019s benefits are marginal.<\\\/span><\\\/p>\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"31257f2b\",\"elType\":\"widget\",\"settings\":{\"title\":\"The Real Game-Changer: Function Calling\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"326cfd76\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><span style=\\\"font-weight: 400;\\\">What\\u2019s actually changing the landscape isn\\u2019t protocol\\u2014it\\u2019s capability.<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">LLMs are getting much better at <\\\/span><b>tool calling<\\\/b><span style=\\\"font-weight: 400;\\\"> (aka function calling). With structured outputs, schema validation, and multi-step reasoning, we\\u2019re approaching the point where your model can:<\\\/span><\\\/p><ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Choose the right tool on its own<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Execute functions with arguments<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Chain results intelligently<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><span style=\\\"font-weight: 400;\\\">Ask follow-up questions when needed<\\\/span><span style=\\\"font-weight: 400;\\\"><br \\\/><\\\/span><\\\/li><\\\/ul><p><span style=\\\"font-weight: 400;\\\">That\\u2019s the future. And it's pretty easy to imagine a world where a new generation of LLMs are trained and tuned for MCP based tool use, making this protocol even more powerful.\\u00a0<\\\/span><\\\/p><p><span style=\\\"font-weight: 400;\\\">We are already seeing existing application providers looking to expose their data and services via MCP to hook into AI applications more easily. There are certainly benefits to adopting early in order to play nice in a wider AI ecosystem. <\\\/span><\\\/p>\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"1c5f24d2\",\"elType\":\"widget\",\"settings\":{\"title\":\"Final Thought\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"2c75cd6d\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p><span style=\\\"font-weight: 400;\\\">Is MCP overkill or integral? As with any tech decision, it depends. As LLM development matures, we\\u2019re moving toward simplicity, agility, and tight integration and each layer of protocol is going to need to justify its own weight. At the same time, we are now seeing the next wave of LLM applications where external integration and tool calling are absolutely essential. At KMW, we are watching MCP closely and experimenting with more complex tools while keeping a close eye on industry adoption of the standard. These are exciting times in AI development and we\\u2019ll have more to come soon<\\\/span><\\\/p>\"},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"2c927ed3\",\"elType\":\"widget\",\"settings\":{\"title\":\"TL;DR\",\"size\":\"large\"},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"73aa854f\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<ul><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>MCP is useful<\\\/b><span style=\\\"font-weight: 400;\\\"> when you\\u2019re exposing models to external consumers or services and need a standardized interface.<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>It\\u2019s overkill<\\\/b><span style=\\\"font-weight: 400;\\\"> for internal, self-contained apps where you already manage the model\\u2019s full context and environment.<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>Function calling and tool use<\\\/b><span style=\\\"font-weight: 400;\\\"> are the real potential for MCP, and they are only going to gain in importance and capability going forward.<\\\/span><\\\/li><li style=\\\"font-weight: 400;\\\" aria-level=\\\"1\\\"><b>Assess<\\\/b><span> whether the complexity is warranted, and if your use case actually requires it. 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class=\\\"elementor-element elementor-element-eee00 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\\\" data-id=\\\"eee00\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-large\\\">Where MCP Does Make Sense<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" 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class=\\\"elementor-element elementor-element-31257f2b flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\\\" data-id=\\\"31257f2b\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-large\\\">The Real Game-Changer: Function Calling<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" 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class=\\\"elementor-element elementor-element-1c5f24d2 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\\\" data-id=\\\"1c5f24d2\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-large\\\">Final Thought<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" 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data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"title-h6 elementor-heading-title elementor-size-small\\\">Share Post<\\\/div>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" data=\\\"eyJpZCI6IjIzMDIxNGY1IiwiZWxUeXBlIjoid2lkZ2V0Iiwic2V0dGluZ3MiOnsicGludGVyZXN0IjoiIiwidHVtYmxyIjoiIiwidGVsZWdyYW0iOiIiLCJ3aGF0c2FwcCI6IiIsInZpYmVyIjoiIiwieGluZyI6IiIsImljb25zX2NvbG9yIjoiIzAwREVGRiJ9LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJ0aGVnZW0tc29jaWFsLXNoYXJpbmcifQ==\\\"]\\t\\t<div class=\\\"elementor-element elementor-element-8889261 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\\\" data-id=\\\"8889261\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"title-h6 elementor-heading-title elementor-size-small\\\">More From the KMW Blog<\\\/div>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" 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