{"id":12522,"date":"2026-08-10T10:46:52","date_gmt":"2026-08-10T10:46:52","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-rag-mcp-ai-agents-production-ready-retrieval-systems-2025-6\/"},"modified":"2026-08-10T10:46:52","modified_gmt":"2026-08-10T10:46:52","slug":"udemy-rag-mcp-ai-agents-production-ready-retrieval-systems-2025-6","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-rag-mcp-ai-agents-production-ready-retrieval-systems-2025-6\/","title":{"rendered":"Udemy \u2013 RAG, MCP, AI Agents: Production-Ready Retrieval Systems 2025-6"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">RAG, MCP, AI Agents: Production-Ready Retrieval Systems. This course teaches participants how to build advanced retrieval systems (RAG) for AI agents to be deployed in real-world operational environments. The course serves as a comprehensive guide to mastering retrieval technology that powers AI applications. In a practical, step-by-step approach, learning begins with the fundamental concepts of vector databases and provides a clear understanding of how to efficiently store, index, and retrieve data. Participants then learn how to choose the most appropriate vector database for their project, including practical guidance for hosting it internally on Weaviate. The course covers building robust RAG implementations in code and automating pipelines using n8n. As the course progresses, more advanced topics such as image-based retrieval, visual comparisons with AI, and deploying a group of Codenavis AI agents that use web-based knowledge are covered. In addition, advanced optimization techniques including query expansion, synonym expansion, prompt caching, index optimization, textual reordering, and multi-signal result reordering are also explored to ensure that the systems built are highly efficient and accurate.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Implementing end-to-end RAG pipelines in Python.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Deployment and fine-tuning of vector databases such as Weaviate.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Using advanced recovery techniques.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Multi-agent RAG workflow coordination.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Design custom strategies for re-ranking.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Software developers and engineers.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data scientists and ML (machine learning) specialists.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">AI enthusiasts and technical supervisors.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Product managers and architects.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Anyone who is curious to educate themselves about future technology.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course Description RAG, MCP, AI Agents: Production-Ready Retrieval Systems<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/rag-mcp-ai-agents-production-ready-retrieval-systems\/?couponCode=LETSLEARNNOW\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/rushabh-modi\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Rushabh Modi<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 4 hours and 10 minutes<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Number of lessons: 23<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010683 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/RAG-MCP-AI-Agents-Production-Ready-Retrieval-Systems-1.png\" alt=\"RAG MCP AI Agents: Production-Ready Retrieval Systems\" width=\"884\" height=\"674\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">RAG MCP AI Agents: Production-Ready Retrieval Systems Course Prerequisites<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Basic Python proficiency<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Familiarity with REST APIs and JSON payloads (Optional)<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Comfort with command-line tools (Optional)<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">An eagerness to learn by doing<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010684 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/RAG-MCP-AI-Agents-Production-Ready-Retrieval-Systems.png\" alt=\"RAG MCP AI Agents: Production-Ready Retrieval Systems\" width=\"876\" height=\"412\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-178467-1\"><video class=\"wp-video-shortcode\" id=\"video-178467-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_Downloadly.ir.mp4?nocache=1786172946845\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part1_Downloadly.ir.rar?nocache=1786172945\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part2_Downloadly.ir.rar?nocache=1786172945\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part3_Downloadly.ir.rar?nocache=1786172945\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 3 \u2013 644 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/c4605acb35be0bf74e9eaab52692368b\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part1_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/2c533c5b556d015b7738c71923b37c8c\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/8cb4aa524c764da8dbcd20280605d980\/Udemy_RAG_MCP_AI_Agents_Production-Ready_Retrieval_Systems_2025-6.part3_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 3 \u2013 644 MB<\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">2.6 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description RAG, MCP, AI Agents: Production-Ready Retrieval Systems. This course teaches participants how to build advanced retrieval systems (RAG) for AI agent<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[103265,103266,103267,103268,103269,74127],"class_list":["post-12522","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-rag-mcp-ai-agents-production-ready-retrieval-systems","dgi_tag-download-course-rag-mcp-ai-agents-production-ready-retrieval-systems","dgi_tag-download-rag-mcp-ai-agents-production-ready-retrieval-systems","dgi_tag-free-download-rag-mcp-ai-agents-production-ready-retrieval-systems","dgi_tag-free-rag-mcp-ai-agents-production-ready-retrieval-systems","dgi_tag-rushabh-modi"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12522\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12522"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12522"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}