{"id":1101,"date":"2026-06-15T18:14:16","date_gmt":"2026-06-15T18:14:16","guid":{"rendered":"https:\/\/convly.ai\/best-ai-agent-frameworks-2026\/"},"modified":"2026-10-22T01:41:02","modified_gmt":"2026-10-22T01:41:02","slug":"best-ai-agent-frameworks-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0637\u0648\u0651\u0631\u064a\u0646"},"content":{"rendered":"<p>\u0642\u0628\u0644 \u0633\u0646\u062a\u064a\u0646\u060c \u0643\u0627\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u00bb \u064a\u0634\u064a\u0631 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0625\u0644\u0649 \u063a\u0644\u0627\u0641 \u0631\u0642\u064a\u0642 \u062d\u0648\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u062d\u0644\u0642\u0629 \u0628\u0633\u064a\u0637\u0629. <code>\u0628\u064a\u0646\u0645\u0627<\/code> \u0641\u064a \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0646\u0636\u062c\u062a \u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0629. \u0648\u0623\u0635\u0628\u062d\u062a \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u062a\u0642\u062f\u0651\u0645 \u062a\u0646\u0641\u064a\u0630\u064b\u0627 \u062f\u0627\u0626\u0645\u064b\u0627\u060c \u0648\u0646\u0642\u0627\u0637 \u062a\u0648\u0642\u0641 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0636\u0645\u0646 \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629 (Sandboxed)\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0643\u0645\u0627 \u062a\u062c\u0627\u0648\u0632\u062a \u0639\u062f\u0629 \u0645\u0646\u0647\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.0\u060c \u0645\u0627 \u064a\u063a\u064a\u0651\u0631 \u0637\u0631\u064a\u0642\u0629 \u062c\u062f\u064a\u0651\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/p>\n<p>\u0648\u0647\u0630\u0627 \u0627\u0644\u0646\u0636\u062c \u064a\u0648\u0644\u0651\u062f \u0645\u0634\u0643\u0644\u0629 \u062c\u062f\u064a\u062f\u0629: \u0643\u062b\u0631\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a. \u0648\u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0623\u0645\u0648\u0631. \u0641\u0642\u062f \u0642\u0645\u0646\u0627 \u0628\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0648\u062d\u0627\u0644\u0629 \u0643\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0630\u0643\u0648\u0631 \u0623\u062f\u0646\u0627\u0647 \u0645\u0642\u0627\u0628\u0644 \u0645\u0633\u062a\u0648\u062f\u0639 PyPI \u0648\u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u062d\u062a\u0649 \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026\u060c \u062b\u0645 \u0631\u062a\u0651\u0628\u0646\u0627\u0647\u0627 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0648\u0628\u0627\u0646\u062a\u0647\u0627\u0621 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0633\u062a\u0639\u0631\u0641 \u0623\u064a \u0625\u0637\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062b\u064a \u0623\u0648\u0644\u064a\u060c \u0648\u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u0635\u0645\u062f \u0623\u0645\u0627\u0645 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u0627\u062f\u0645 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0635\u0628\u0627\u062d\u064b\u0627\u060c \u0648\u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u0645\u0643\u0646 \u0644\u0641\u0631\u064a\u0642\u0643 \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0644\u063a\u0629 .NET \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u0629 \u0643\u0644 \u0634\u064a\u0621 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629<\/h3>\n<ul>\n<li><strong>LangGraph (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.2.5)<\/strong> \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f\u061b \u0625\u0630 \u064a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0648\u062d\u0641\u0638 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0648\u0642\u0641 \u0645\u064a\u0632\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a\u0647\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0625\u0636\u0627\u0641\u0627\u062a \u0644\u0627\u062d\u0642\u0629.<\/li>\n<li><strong>CrewAI (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.14.7)<\/strong> \u0644\u0627 \u064a\u0632\u0627\u0644 \u0623\u0633\u0631\u0639 \u0648\u0633\u064a\u0644\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0641\u0631\u064a\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631\u060c \u0648\u064a\u062a\u0645\u062a\u0651\u0639 \u0628\u0623\u0643\u0628\u0631 \u0645\u062c\u062a\u0645\u0639 \u0628\u064a\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u062d\u062a\u0629\u060c \u062d\u064a\u062b \u0628\u0644\u063a \u0639\u062f\u062f \u0646\u062c\u0648\u0645\u0647 \u0639\u0644\u0649 GitHub 53.6 \u0623\u0644\u0641 \u0646\u062c\u0645.<\/li>\n<li><strong>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.8.1\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0639\u0627\u0645 \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2026)<\/strong> \u062f\u0645\u062c AutoGen \u0648 Semantic Kernel\u061b \u0643\u0644\u0627\u0647\u0645\u0627 \u0627\u0644\u0623\u0633\u0644\u0627\u0641 \u0627\u0644\u0622\u0646 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0645\u0634\u0627\u0631\u064a\u0639 .NET\/Python \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0647\u0646\u0627.<\/li>\n<li><strong>OpenAI Agents SDK (v0.17.5)<\/strong> \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u062d\u064a\u0627\u062f\u064a\u0629 \u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646 \u0639\u0628\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0623\u0636\u0627\u0641\u062a \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0648\u0627\u0644\u062f\u0639\u0645 \u0637\u0648\u064a\u0644 \u0627\u0644\u0623\u0641\u0642 \u0641\u064a \u0639\u0627\u0645 2026.<\/li>\n<li><strong>smolagents (v1.26.0)<\/strong> \u0648 <strong>Pydantic AI (v1.107.0)<\/strong> \u062a\u0646\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0627\u0644\u0645\u062a\u0642\u0627\u0628\u0644\u0629: \u062d\u062f \u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 1000 \u0633\u0637\u0631 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0635\u0627\u0631\u0645 \u0627\u0644\u0622\u0645\u0646 \u0644\u0644\u0623\u0646\u0648\u0627\u0639.<\/li>\n<li>\u0644\u0627 \u062a\u0648\u062c\u062f \u062e\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \"\u0627\u0644\u0623\u0641\u0636\u0644\" \u2014 \u0627\u062e\u062a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u062f\u0641 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0644\u063a\u0629 \u0648\u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u062d\u062a\u0627\u062c\u0647 \u0641\u0639\u0644\u0627\u064b.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6ae762895fa2b\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6ae762895fa2b\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#What_an_agent_framework_actually_buys_you\" >\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0634\u062a\u0631\u064a\u0647 \u0644\u0643 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0627\u0645\u0644 \u0641\u0639\u0644\u0627\u064b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#LangGraph_the_production_default\" >LangGraph: \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0625\u0646\u062a\u0627\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#CrewAI_roles_and_crews_fast\" >CrewAI: \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0648\u0627\u0644\u0641\u0631\u0642 \u0628\u0633\u0631\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Microsoft_Agent_Framework_the_AutoGen_successor\" >Microsoft Agent Framework: \u062e\u0644\u064a\u0641\u0629 AutoGen<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#OpenAI_Agents_SDK_lightweight_and_provider-agnostic\" >OpenAI Agents SDK: \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u062d\u064a\u0627\u062f\u064a\u0629 \u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#smolagents_minimalism_that_writes_code\" >smolagents: \u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0628 \u0627\u0644\u0643\u0648\u062f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#The_rest_of_the_field_worth_knowing\" >\u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062d\u0642 \u0645\u0639\u0631\u0641\u062a\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#At_a_glance_the_2026_comparison\" >\u0644\u0645\u062d\u0629 \u0639\u0627\u0645\u0629: \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0639\u0627\u0645 2026<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Recommendations_by_use_case\" >\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Verify_these_figures_at_the_source\" >\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u062f\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_an_agent_framework_actually_buys_you\"><\/span>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0634\u062a\u0631\u064a\u0647 \u0644\u0643 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0627\u0645\u0644 \u0641\u0639\u0644\u0627\u064b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0630\u0627 \u0623\u0632\u0644\u0646\u0627 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0641\u0625\u0646 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0627\u0645\u0644 \u064a\u0642\u0648\u0645 \u0628\u062b\u0644\u0627\u062b \u0648\u0638\u0627\u0626\u0641: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0644\u0642\u0629 (\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0648\u062a\u0634\u063a\u064a\u0644 \u0623\u062f\u0627\u0629 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0646\u062a\u064a\u062c\u0629)\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0639\u0628\u0631 \u062a\u0644\u0643 \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0639\u0646\u062f \u062a\u0648\u0631\u0637 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0639\u0627\u0645\u0644 \u0648\u0627\u062d\u062f. \u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631 \u2014 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062d\u0648\u0627\u062c\u0632 \u0627\u0644\u0648\u0642\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u062a\u062a\u0628\u0639 \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a\u0629 \u2014 \u0647\u064a \u0645\u064a\u0632\u0629 \u0641\u0648\u0642 \u062a\u0644\u0643 \u0627\u0644\u062b\u0644\u0627\u062b.<\/p>\n<p>\u062a\u0646\u0642\u0633\u0645 \u0627\u0644\u0623\u0637\u0631 \u0625\u0644\u0649 \u0641\u0644\u0633\u0641\u062a\u064a\u0646. <strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644<\/strong> (LangGraph \u0648 Google ADK \u0648 LlamaIndex Workflows) \u062a\u062c\u0639\u0644\u0643 \u062a\u0635\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0643\u0639\u0642\u062f \u0648\u062d\u0648\u0627\u0641 \u0635\u0631\u064a\u062d\u0629. \u0625\u0646\u0647\u0627 \u0623\u0643\u062b\u0631 \u0625\u0633\u0647\u0627\u0628\u0627\u064b \u0644\u0643\u0646 \u062d\u062a\u0645\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0635\u062d\u064a\u062d. <strong>\u0627\u0644\u062a\u062c\u0631\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u0644\u0644\u0639\u0627\u0645\u0644<\/strong> (CrewAI \u0648 OpenAI Agents SDK \u0648 smolagents) \u062a\u062e\u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 \u062e\u0644\u0641 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0623\u0648 \u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0644\u0630\u0627 \u062a\u0643\u062a\u0628 \u0643\u0648\u062f\u0627\u064b \u0623\u0642\u0644 \u0644\u0643\u0646\u0643 \u062a\u062a\u062e\u0644\u0649 \u0639\u0646 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u0643\u0645. \u0645\u0639\u0631\u0641\u0629 \u0623\u064a \u0645\u0639\u0633\u0643\u0631 \u062a\u0631\u064a\u062f\u0647 \u062a\u0636\u064a\u0642 \u0627\u0644\u0645\u062c\u0627\u0644 \u0628\u0633\u0631\u0639\u0629.<\/p>\n<p>\u0643\u0644\u0645\u0629 \u0639\u0645\u0627 \u0641\u0639\u0644\u0646\u0627\u0647 <em>\u0644\u064a\u0633<\/em> \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631: \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0645. \u064a\u0633\u064a\u0637\u0631 \u0639\u0644\u064a\u0647\u0627 \u0632\u0645\u0646 \u0627\u0644\u0643\u0645\u0648\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0623\u062f\u0648\u0627\u062a\u0643\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u0625\u0637\u0627\u0631. \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u062e\u0637\u0623. \u0627\u062e\u062a\u0631 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0646\u0634\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LangGraph_the_production_default\"><\/span>LangGraph: \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0625\u0646\u062a\u0627\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LangGraph \u0648\u0635\u0644 <strong>v1.2.5 (\u0635\u062f\u0631 \u0641\u064a 12 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong> \u0648\u0623\u0635\u0628\u062d \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0630\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0647\u062f\u0648\u0621. \u0625\u0646\u0647\u0627 \u0645\u0643\u062a\u0628\u0629 \u062a\u0646\u0633\u064a\u0642 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 LangChain Inc \u0627\u0644\u062a\u064a \u062a\u0635\u0645\u0645 \u0648\u0643\u064a\u0644\u0643 \u0643\u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0630\u064a \u062d\u0627\u0644\u0629. \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0647\u064a \u0627\u0644\u0645\u062a\u0627\u0646\u0629: \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0627\u0644\u0630\u064a \u064a\u0646\u062c\u0648 \u0645\u0646 \u0627\u0644\u0623\u0639\u0637\u0627\u0644 \u0648\u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0641\u062a\u064a\u0634\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0641\u064a \u0623\u064a \u0639\u0642\u062f\u0629 \u0645\u0636\u0645\u0646\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0648\u0635\u0641\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639.<\/p>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0629 \u0644\u0647\u0627 \u062b\u0645\u0646. LangGraph \u0644\u0647\u0627 \u0623\u0634\u062f \u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u062c\u0645\u064a\u0639. \u062a\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0639\u0642\u062f \u0648\u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0648\u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0627 \u062a\u0628\u0639\u062f \u0637\u0644\u0628\u0627\u062a\u0643 \u0623\u0648 \u0645\u0639\u0645\u0627\u0631\u0643 \u2014 \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0646\u0642\u0637\u0629. \u0627\u062c\u0645\u0639\u0647\u0627 \u0645\u0639 LangSmith \u0648\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0631\u0624\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0639\u0645\u064a\u0642\u0629 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h4>\n<ul>\n<li>\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0648\u0627\u0644\u0645\u062a\u064a\u0646 \u0630\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0648\u0644<\/li>\n<li>\u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0645\u0646 \u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0648\u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0641\u062a\u064a\u0634\u064a\u0629<\/li>\n<li>\u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0645\u064a\u0642\u0629 \u0639\u0628\u0631 LangSmith<\/li>\n<li>34.8k \u0646\u062c\u0645 \u0648\u062a\u0628\u0646\u064a \u0625\u0646\u062a\u0627\u062c\u064a \u062b\u0642\u064a\u0644<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a<\/h4>\n<ul>\n<li>\u0623\u0634\u062f \u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0647\u0646\u0627<\/li>\n<li>\u0645\u0633\u0647\u0628 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0628\u0633\u0637\u0627\u0621<\/li>\n<li>\u0623\u0642\u0648\u0649 \u0627\u0646\u0633\u062d\u0627\u0628 \u0625\u0644\u0649 \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u0629 LangChain<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><strong>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/strong> \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u064a\u0646 \u0627\u0644\u0637\u0648\u064a\u0644\u064a \u0627\u0644\u0645\u062f\u0649 \u0648\u0627\u0644\u0645\u062a\u0633\u0645\u0648\u0646 \u0628\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u0623\u0646\u0641\u0648\u0627 \u0628\u0646\u0638\u0627\u0641\u0629 \u0628\u0639\u062f \u0627\u0644\u0641\u0634\u0644. <strong>\u0627\u0644\u0644\u063a\u0629:<\/strong> Python (3.10+)\u060c \u0645\u0639 \u0646\u0638\u064a\u0631 JS\/TS.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"CrewAI_roles_and_crews_fast\"><\/span>CrewAI: \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0648\u0627\u0644\u0641\u0631\u0642 \u0628\u0633\u0631\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0635\u0644\u062a CrewAI \u0625\u0644\u0649 <strong>v1.14.7 (11 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong> \u0648 \u0641\u064a <strong>53.6k \u0646\u062c\u0645 GitHub<\/strong>\u060c \u0644\u062f\u064a\u0647\u0627 \u0623\u0643\u0628\u0631 \u0645\u062c\u062a\u0645\u0639 \u0645\u0646 \u0623\u064a \u0645\u0643\u062a\u0628\u0629 \u0639\u0627\u0645\u0644 \u0645\u062e\u0635\u0635\u0629 \u0647\u0646\u0627. \u0627\u0633\u062a\u0639\u0627\u0631\u062a\u0647\u0627 \u0647\u064a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a: \u064a\u062d\u0635\u0644 \u0643\u0644 \u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u062f\u0648\u0631 \u0648\u0647\u062f\u0641 \u0648\u062e\u0644\u0641\u064a\u0629\u061b \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u062f\u0627\u062e\u0644 \"\u0641\u0631\u064a\u0642\". \u064a\u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0648\u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u0648\u0627\u0641\u0642\u064a\u0629\u060c \u0648\u0647\u0648 \u063a\u064a\u0631 \u0645\u062d\u0627\u064a\u062f \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0628\u0631 OpenAI \u0648 Anthropic \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0628\u0631 Ollama.<\/p>\n<p>\u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0647\u0648 \u0641\u0639\u0644\u0627\u064b \u0623\u0633\u0631\u0639 \u0646\u0645\u0648\u0630\u062c \u0639\u0642\u0644\u064a \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0627\u0646\u062a\u0634\u0627\u0631 CrewAI \u0628\u0633\u0631\u0639\u0629. \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0633\u0644\u0628\u064a: \u0646\u0641\u0633 \u0627\u0644\u062a\u062c\u0631\u064a\u062f \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0627\u0644\u0637\u0627\u0642\u0645 \u0627\u0644\u0628\u0633\u064a\u0637 \u0633\u0647\u0644\u0627\u064b \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u0627\u062a\u0644\u0643 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u062f\u0642\u064a\u0642 \u0648\u062d\u062a\u0645\u064a \u0639\u0644\u0649 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0646\u0641\u064a\u0630. \u0644\u0630\u0644\u0643\u060c \u062a\u0635\u0644 \u0627\u0644\u0641\u0631\u0642 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643.<\/p>\n<p><strong>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/strong> \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u0645\u0633\u0627\u0639\u062f\u0648 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0641\u0631\u064a\u0642 \u0635\u063a\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0628\u0646\u0642\u0644 \u0627\u0644\u0639\u0645\u0644 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u0631. <strong>\u0627\u0644\u0644\u063a\u0629:<\/strong> Python (3.10\u20133.13). <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u0644\u0637\u064a\u0641.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Microsoft_Agent_Framework_the_AutoGen_successor\"><\/span>Microsoft Agent Framework: \u062e\u0644\u064a\u0641\u0629 AutoGen<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0623\u0647\u0645 \u062a\u0648\u062d\u064a\u062f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0639\u0627\u0645. \u0628\u0639\u062f \u0633\u0646\u062a\u064a\u0646 \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a \u0639\u0628\u0631 \u0645\u0633\u062a\u0648\u062f\u0639\u064a\u0646 \u064a\u0636\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 50000 \u0646\u062c\u0645 \u0645\u062c\u0645\u0639\u060c \u062f\u0645\u062c\u062a Microsoft <strong>AutoGen<\/strong> \u0648 <strong>Semantic Kernel<\/strong> \u0641\u064a <strong>Microsoft Agent Framework<\/strong>\u060c \u0648\u0627\u0644\u0630\u064a \u0634\u062d\u0646 <strong>1.0 \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2026<\/strong> \u0648\u064a\u062c\u0644\u0633 \u0641\u064a <strong>v1.8.1 (9 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong>\u060c \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 Production\/Stable. \u064a\u0623\u062e\u0630 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0628\u0633\u064a\u0637 \u0645\u0646 AutoGen \u0648\u064a\u0636\u064a\u0641 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0645\u0646 Semantic Kernel \u2014 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0643\u062a\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0648\u0627\u0644\u0642\u064a\u0627\u0633 \u2014 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/p>\n<p>\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0645\u0647\u0645: AutoGen \u0648 Semantic Kernel \u0627\u0644\u0622\u0646 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u064a\u062a\u0644\u0642\u064a\u0627\u0646 \u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0644\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u062a\u0635\u062d\u064a\u062d\u0627\u062a \u0623\u0645\u0646\u064a\u0629 \u0644\u0643\u0646 \u0644\u0627 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0627\u0628\u062f\u0623 \u0628\u0640 Agent Framework \u0648\u0644\u064a\u0633 AutoGen. \u062e\u0627\u0635\u064a\u062a\u0647 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0623\u0646\u0647 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u062d\u0642\u064a\u0642\u064a \u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0644\u063a\u0629 \u2014 \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0646\u0635\u0641 Python \u0648\u0646\u0635\u0641 C# \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u2014 \u0645\u0639 \u062f\u0639\u0645 \u0645\u0646 \u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0640 .NET \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 Azure AI Foundry \u0648 Copilot Studio.<\/p>\n<p><strong>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/strong> \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u0645\u062a\u0627\u062c\u0631 Microsoft\/Azure\u060c \u062e\u0627\u0635\u0629 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0645\u0646 Python \u0648 .NET. <strong>\u0627\u0644\u0644\u063a\u0629:<\/strong> Python \u0648 .NET (C#). <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u0645\u062a\u0648\u0633\u0637\u061b \u0623\u062b\u0642\u0644 \u0625\u0630\u0627 \u0627\u0639\u062a\u0645\u062f\u062a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"OpenAI_Agents_SDK_lightweight_and_provider-agnostic\"><\/span>OpenAI Agents SDK: \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u062d\u064a\u0627\u062f\u064a\u0629 \u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627 \u062a\u062f\u0639 \u0627\u0644\u0627\u0633\u0645 \u064a\u062e\u062f\u0639\u0643 \u2014 OpenAI Agents SDK (\u0627\u0644\u062d\u0632\u0645\u0629 <code>openai-agents<\/code>, <strong>v0.17.5, 11 \u064a\u0648\u0646\u064a\u0648 2026<\/strong>\u060c \u0645\u0631\u062e\u0635 \u0628\u0645\u0648\u062c\u0628 MIT) \u063a\u064a\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0645\u0632\u0648\u062f \u0645\u0639\u064a\u0646 \u0648\u064a\u0639\u0645\u0644 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0646\u0645\u0627\u0630\u062c OpenAI. \u0625\u0646\u0647 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0635\u063a\u064a\u0631 \u0628\u0642\u0635\u062f \u0645\u062a\u0639\u0645\u062f \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621: \u0648\u0643\u0644\u0627\u0621 \u0642\u0627\u0628\u0644\u0648\u0646 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u0645\u0639 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u062a \u0648\u062d\u0648\u0627\u062c\u0632 \u062d\u0645\u0627\u064a\u0629 \u0648\u0646\u0642\u0627\u0637 \u062a\u0633\u0644\u064a\u0645\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0633\u062c\u0644 \u062c\u0644\u0633\u0629 \u062a\u0644\u0642\u0627\u0626\u064a \u0648\u062a\u062a\u0628\u0639 \u0645\u062f\u0645\u062c.<\/p>\n<p>\u0641\u064a 2026 \u0627\u0644\u062a\u0642\u0637\u0647\u0627 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0646\u062a\u0638\u0631\u0647\u0627. \u062a\u062d\u062f\u064a\u062b \u0623\u0628\u0631\u064a\u0644 2026 \u0623\u0636\u0627\u0641 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 (\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0639\u0632\u0648\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a)\u060c \u0648\u0645\u0633\u0631\u062d \u062a\u0648\u0632\u064a\u0639 \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629\u060c \u0648\u062f\u0639\u0645 \u0648\u0643\u064a\u0644 \u0623\u0641\u0642 \u0637\u0648\u064a\u0644 \u0635\u0631\u064a\u062d \u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0648\u0645\u0633\u062a\u0642\u0644\u0629 \u0630\u0627\u062a\u064a\u0627\u064b. \u0648\u0635\u0644\u062a \u0647\u0630\u0647 \u0641\u064a Python \u0623\u0648\u0644\u0627\u064b\u060c \u0645\u0639 \u0645\u062a\u0627\u0628\u0639\u0629 \u062f\u0639\u0645 TypeScript.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h4>\n<ul>\n<li>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u0631\u0627\u0621\u0629\u061b \u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u0639\u0644\u0645<\/li>\n<li>\u064a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0644\u064a\u0633 OpenAI \u0641\u0642\u0637<\/li>\n<li>\u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u062a\u0628\u0639 \u0645\u062f\u0645\u062c\u0627\u0646<\/li>\n<li>\u0628\u062f\u0627\u0626\u0644 \u0646\u0642\u0644 \u0648\u062d\u0648\u0627\u062c\u0632 \u062d\u0645\u0627\u064a\u0629 \u0642\u0648\u064a\u0629<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a<\/h4>\n<ul>\n<li>\u0644\u0627 \u062a\u0632\u0627\u0644 \u0642\u0628\u0644 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.0\u061b \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629<\/li>\n<li>\u0639\u0645\u0642 \u062a\u0646\u0633\u064a\u0642 \u0623\u0642\u0644 \u0645\u0646 LangGraph<\/li>\n<li>TypeScript \u0645\u062a\u062e\u0644\u0641\u0629 \u0639\u0646 Python \u0641\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><strong>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/strong> \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062d\u0644\u0642\u0629 \u0648\u0643\u064a\u0644 \u0646\u0638\u064a\u0641\u0629 \u0648\u062d\u062f\u064a\u062b\u0629 \u0645\u0639 \u0646\u0642\u0627\u0637 \u062a\u0633\u0644\u064a\u0645 \u0648\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a. <strong>\u0627\u0644\u0644\u063a\u0629:<\/strong> Python (3.10+)\u061b TS \u0642\u064a\u062f \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"smolagents_minimalism_that_writes_code\"><\/span>smolagents: \u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0628 \u0627\u0644\u0643\u0648\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>smolagents \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Hugging Face \u0648\u0635\u0644 \u0625\u0644\u0649 <strong>v1.26.0 (29 \u0645\u0627\u064a\u0648 2026)<\/strong> \u0648\u062a\u0628\u0642\u0649 \u0635\u0627\u062f\u0642\u0629 \u0644\u0645\u0642\u062f\u0645\u062a\u0647\u0627: \u0645\u0646\u0637\u0642 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u064a\u0646\u0627\u0633\u0628 \u062a\u0642\u0631\u064a\u0628\u0627\u064b <strong>1000 \u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0623\u0643\u0648\u0627\u062f<\/strong>. \u062a\u0648\u0642\u064a\u0639\u0647\u0627 \u0647\u0648 <code>CodeAgent<\/code>\u060c \u0627\u0644\u0630\u064a \u064a\u0639\u0628\u0631 \u0639\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0643\u0623\u0643\u0648\u0627\u062f Python \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0623\u062f\u0648\u0627\u062a JSON \u2014 \u0648\u0647\u0630\u0627 \u064a\u0639\u0637\u064a\u0643 \u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0631\u0643\u064a\u0628 \u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u062f\u0648\u0627\u0644 \u0648\u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0648\u0627\u0644\u0634\u0631\u0648\u0637. \u0644\u0644\u0623\u0645\u0627\u0646\u060c \u064a\u0634\u063a\u0644 \u0630\u0644\u0643 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u062e\u0648\u0627\u062f\u0645 \u0645\u062d\u0645\u064a\u0629 \u0645\u062b\u0644 E2B \u0623\u0648 Modal \u0623\u0648 Docker \u0623\u0648 Blaxel.<\/p>\n<p>\u0639\u0646\u062f <strong>27900 \u0646\u062c\u0645<\/strong>\u060c smolagents \u062a\u062d\u0642\u0642 \u0623\u0643\u062b\u0631 \u0645\u0646 \u062d\u062c\u0645\u0647\u0627. \u0625\u0646\u0647 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0642\u0631\u0627\u0621\u062a\u0647 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0641\u0647\u0645 \u0641\u0639\u0644\u0627\u064b \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u0648\u0647\u0648 \u0627\u062e\u062a\u064a\u0627\u0631 \u062c\u064a\u062f \u0644\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0641\u064a\u0641\u0629. \u0625\u0646\u0647 \u0644\u0627 \u064a\u062d\u0627\u0648\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0646\u0635\u0629 \u062a\u0646\u0633\u064a\u0642 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0648\u0647\u0630\u0627 \u0645\u064a\u0632\u0629.<\/p>\n<p><strong>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/strong> \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0648\u0643\u0644\u0627\u0621 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f\u060c \u0648\u0623\u064a \u0634\u062e\u0635 \u064a\u0642\u062f\u0631 \u0642\u0627\u0639\u062f\u0629 \u0623\u0643\u0648\u0627\u062f \u0635\u063a\u064a\u0631\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062f\u0642\u064a\u0642. <strong>\u0627\u0644\u0644\u063a\u0629:<\/strong> Python. <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u0644\u0637\u064a\u0641 \u062c\u062f\u0627\u064b.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_rest_of_the_field_worth_knowing\"><\/span>\u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062d\u0642 \u0645\u0639\u0631\u0641\u062a\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062b\u0644\u0627\u062b\u0629 \u0622\u062e\u0631\u0648\u0646 \u064a\u0633\u062a\u062d\u0642\u0648\u0646 \u0645\u0643\u0627\u0646\u0627\u064b \u0641\u064a \u0642\u0627\u0626\u0645\u062a\u0643 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629. <strong>Pydantic AI (v1.107.0\u060c 10 \u064a\u0648\u0646\u064a\u0648 2026\u060c \u062d\u0648\u0627\u0644\u064a 17000 \u0646\u062c\u0645)<\/strong> \u064a\u062c\u0644\u0628 ergonomics \u0628\u0646\u0645\u0637 FastAPI \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0635\u0627\u0631\u0645 \u0645\u0646 Pydantic \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u2014 \u0628\u0646\u0627\u0647 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u0634\u062d\u0646 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 \u0628\u0627\u0644\u0641\u0639\u0644 \u062f\u0627\u062e\u0644 OpenAI \u0648 Google \u0648 Anthropic SDKs. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u0643\u0644\u0627\u0624\u0643 \u064a\u0634\u063a\u0644 \u0645\u0646\u0637\u0642 \u0623\u0639\u0645\u0627\u0644 \u062d\u0642\u064a\u0642\u064a \u0648\u062a\u0631\u064a\u062f \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0637\u0631\u0641 \u0625\u0644\u0649 \u0637\u0631\u0641\u060c \u0641\u0647\u0648 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u0645\u064a\u0632.<\/p>\n<p><strong>Google ADK (v2.2.0\u060c 4 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong> \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a (Python \u0648 TypeScript \u0648 Go \u0648 Java \u0648 Kotlin) \u0645\u0639 \u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u061b \u0642\u062f\u0645 ADK 2.0 \u062a\u063a\u064a\u064a\u0631\u0627\u062a API \u0643\u0633\u0631\u060c \u0644\u0630\u0627 \u062b\u0628\u062a \u0646\u0633\u062e\u062a\u0643. <strong>LlamaIndex<\/strong> (50100 \u0646\u062c\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a) \u0634\u062d\u0646\u062a <strong>Workflows 1.0<\/strong>\u060c \u0646\u0638\u0627\u0645 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u0648 <code>AgentWorkflow<\/code> \u0627\u0644\u0637\u0628\u0642\u0629 \u0647\u064a \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0648\u0643\u064a\u0644\u0643 \u0623\u0633\u0627\u0633\u0627\u064b \u0645\u0634\u0643\u0644\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u0645\u062c \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0639 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0627\u0642\u0631\u0623 \u0634\u0631\u062d\u0646\u0627 \u0639\u0644\u0649 <a href=\"\/ar\/rag-retrieval-augmented-generation-explained\/\">\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u064e\u0651\u0632 \u0628\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (Retrieval-Augmented Generation)<\/a> \u0648\u0627\u0644\u0645\u0631\u0641\u0642 <a href=\"\/ar\/how-to-build-a-rag-pipeline-2026\/\">\u062f\u0644\u064a\u0644 \u0628\u0646\u0627\u0621 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 RAG<\/a> \u0642\u0628\u0644 \u0623\u0646 \u062a\u0644\u062a\u0632\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"At_a_glance_the_2026_comparison\"><\/span>\u0644\u0645\u062d\u0629 \u0639\u0627\u0645\u0629: \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0639\u0627\u0645 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644<\/th>\n<th>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 (\u0645\u0646\u062a\u0635\u0641 2026)<\/th>\n<th>\u0627\u0644\u0644\u063a\u0629(\u0644\u063a\u0627\u062a)<\/th>\n<th>\u0646\u062c\u0648\u0645 GitHub<\/th>\n<th>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/th>\n<th>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>LangGraph<\/td>\n<td>1.2.5<\/td>\n<td>Python \u0648 JS\/TS<\/td>\n<td>34800<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062a\u064a\u0646\u0629 \u0648\u0627\u0644\u062b\u0627\u0628\u062a\u0629<\/td>\n<td>\u0634\u062f\u064a\u062f<\/td>\n<\/tr>\n<tr>\n<td>CrewAI<\/td>\n<td>1.14.7<\/td>\n<td>Python<\/td>\n<td>53600<\/td>\n<td>\u0623\u0637\u0642\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631<\/td>\n<td>\u0644\u0637\u064a\u0641<\/td>\n<\/tr>\n<tr>\n<td>Microsoft Agent Framework<\/td>\n<td>1.8.1 (GA)<\/td>\n<td>Python \u0648 .NET<\/td>\n<td>11.4k<\/td>\n<td>\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \/ Azure\u060c \u0641\u0631\u0642 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>OpenAI Agents SDK<\/td>\n<td>0.17.5<\/td>\n<td>Python (TS \u0642\u0631\u064a\u0628\u0627\u064b)<\/td>\n<td>27.2k<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/td>\n<td>\u0644\u0637\u064a\u0641<\/td>\n<\/tr>\n<tr>\n<td>smolagents<\/td>\n<td>1.26.0<\/td>\n<td>Python<\/td>\n<td>27.9k<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u0623\u0643\u0648\u0627\u062f<\/td>\n<td>\u0644\u0637\u064a\u0641\u0629 \u062c\u062f\u0627\u064b<\/td>\n<\/tr>\n<tr>\n<td>Pydantic AI<\/td>\n<td>1.107.0<\/td>\n<td>Python<\/td>\n<td>~17k<\/td>\n<td>\u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0622\u0645\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0646\u0648\u0639 \u0648\u0627\u0644\u0645\u062a\u062d\u0642\u0642 \u0645\u0646\u0647<\/td>\n<td>\u0644\u0637\u064a\u0641<\/td>\n<\/tr>\n<tr>\n<td>Google ADK<\/td>\n<td>2.2.0<\/td>\n<td>Py \u0648 TS \u0648 Go \u0648 Java \u0648 Kotlin<\/td>\n<td>\u2014<\/td>\n<td>\u0641\u0631\u0642 \u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>LlamaIndex (Workflows\/AgentWorkflow)<\/td>\n<td>Workflows 1.0<\/td>\n<td>Python \u0648 TS<\/td>\n<td>50.1k<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 RAG \u0648\u0627\u0644\u0648\u062b\u0627\u0626\u0642<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Recommendations_by_use_case\"><\/span>\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0647\u0644 \u062a\u0646\u0634\u0631 \u0648\u0643\u064a\u0644 \u0630\u0648 \u062d\u0627\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061f<\/strong> LangGraph. \u0644\u0627 \u0634\u064a\u0621 \u0622\u062e\u0631 \u064a\u0637\u0627\u0628\u0642 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u0626\u0646\u0627\u0641 \u062d\u0627\u0644\u064a\u0627\u064b. <strong>\u0647\u0644 \u062a\u0642\u064a\u0645 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u061f<\/strong> \u0627\u062e\u062a\u0631 \u00ab\u0643\u0631\u0648 \u0625\u064a\u0647 \u0622\u064a\u00bb \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631\u060c \u0623\u0648 \u0627\u062e\u062a\u0631 \u00ab\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0643\u0644\u0627\u0621 OpenAI\u00bb \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0651\u0644 \u0627\u0644\u062a\u0646\u0627\u0632\u0644 \u0627\u0644\u0635\u0631\u064a\u062d \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0635\u063a\u0631 \u0646\u0637\u0627\u0642\u064b\u0627. <strong>\u0647\u0644 \u062a\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631 \u0623\u0648 .\u0646\u062a\u061f<\/strong> \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework\u060c \u0646\u0642\u0637\u0629 \u2014 \u0648\u0642\u0645 \u0628\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 AutoGen\u060c \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u062c\u0645\u064a\u062f\u0647.<\/p>\n<p><strong>\u0647\u0644 \u0623\u0646\u062a \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0623\u0645 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645\u061f<\/strong> smolagents \u2014 \u0635\u063a\u064a\u0631\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u0642\u0631\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u063a\u0636\u0648\u0646 \u0628\u0639\u062f \u0638\u0647\u0631\u064d \u0648\u0627\u062d\u062f. <strong>\u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0646\u0637\u0642 \u0623\u0639\u0645\u0627\u0644 \u062d\u0642\u064a\u0642\u064a \u0644\u0627 \u064a\u062c\u0648\u0632 \u0623\u0646 \u064a\u062a\u0633\u0628\u0628 \u2014 \u0628\u0635\u0645\u062a \u2014 \u0641\u064a \u062a\u0644\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/strong> Pydantic AI\u060c \u0644\u0645\u0627 \u062a\u0645\u0646\u062d\u0647 \u0645\u0646 \u0636\u0645\u0627\u0646\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629. <strong>\u0647\u0644 \u062a\u0628\u0646\u064a \u0646\u0638\u0627\u0645\u0643 \u0639\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0645\u0639\u0631\u0641\u064a\u0629\u061f<\/strong> \u0648\u0643\u0644\u0627\u0621 LlamaIndex\u060c \u0644\u0623\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u062a\u062e\u0635\u0635\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0647\u0648 \u0645\u0646\u062a\u062c \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0644\u064a\u0633 \u0639\u0627\u0645\u0644\u064b\u0627 \u0645\u0633\u062a\u0642\u0644\u064b\u0627\u060c \u0641\u0642\u062f \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u062a\u0646\u0633\u064a\u0642\u064a \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u2014 \u0641\u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 <a href=\"\/ar\/build-ai-chatbot-claude-api\/\">\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Claude<\/a> \u064a\u063a\u0637\u064a \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u062e\u0641 \u0648\u0632\u0646\u064b\u0627. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u062d\u062f\u064a\u062b\u064b\u0627\u060c \u0641\u0627\u0637\u0644\u0639 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0646\u0627 \u0627\u0644\u0645\u062a\u0639\u0645\u0642\u0629 \u062d\u0648\u0644 <a href=\"\/ar\/hermes-agent-explained-2026\/\">\u0648\u0643\u064a\u0644 Hermes<\/a> \u0648 <a href=\"\/ar\/opencode-explained-2026\/\">OpenCode<\/a>.<\/p>\n<div class=\"convly-sources\">\n<h2><span class=\"ez-toc-section\" id=\"Verify_these_figures_at_the_source\"><\/span>\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u062f\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u062f\u0648\u0646 \u0625\u0634\u0639\u0627\u0631. \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0644\u0645\u0648\u0631\u0650\u0651\u062f\u064a\u0646 \u0644\u0645\u0627 \u0648\u0631\u062f \u0623\u0639\u0644\u0627\u0647:<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/langchain-ai\/langchain\" rel=\"noopener\" target=\"_blank\">LangChain \u0639\u0644\u0649 GitHub<\/a><\/li>\n<\/ul>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0645\u0627 \u0623\u0641\u0636\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0644\u0627 \u064a\u0648\u062c\u062f \u0641\u0627\u0626\u0632 \u0648\u062d\u064a\u062f. \u0641\u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0646\u062a\u062c\u0629 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644\u060c \u064a\u064f\u0639\u062f LangGraph (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.2.5) \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a. \u0648\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u064a\u062a\u0635\u062f\u0631 CrewAI \u0627\u0644\u062a\u0631\u062a\u064a\u0628. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET \u0648Azure\u060c \u0641\u0625\u0646 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0644\u0627 \u0645\u0646\u0627\u0632\u0639. \u0627\u062e\u062a\u0631 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0647\u062f\u0641 \u0627\u0644\u0646\u0634\u0631 \u0644\u062f\u064a\u0643 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u0644\u0627\u062d\u0642\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n<h3>\u0647\u0644 \u0645\u0627 \u0632\u0627\u0644 AutoGen \u064a\u064f\u062d\u062f\u064e\u0651\u062b \u0648\u064a\u064f\u062f\u0639\u0645 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0648\u0642\u062f \u062f\u0645\u062c\u062a \u0634\u0631\u0643\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0643\u0644\u0627\u064b \u0645\u0646 AutoGen \u0648Semantic Kernel \u0641\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework\u060c \u0627\u0644\u0630\u064a \u0628\u0644\u063a \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0627\u0644\u0639\u0627\u0645 (GA) \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2026 (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a 1.8.1). \u0623\u0645\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0646 AutoGen \u0641\u0647\u0648 \u0627\u0644\u0622\u0646 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0641\u0642\u0637 \u2014 \u0623\u064a \u0623\u0646\u0647 \u064a\u062d\u0635\u0644 \u0641\u0642\u0637 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u2014 \u0648\u0644\u0630\u0644\u0643 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 Agent Framework \u0628\u062f\u0644\u064b\u0627 \u0645\u0646\u0647.<\/p>\n<h3>\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u062d\u0642\u064b\u0651\u0627 \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644\u060c \u0623\u0645 \u064a\u0645\u0643\u0646\u0646\u064a \u0628\u0646\u0627\u0621 \u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u064a\u062f\u0648\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0648\u0643\u0644\u064a\u0644 \u0648\u0627\u062d\u062f \u064a\u0633\u062a\u062f\u0639\u064a \u0639\u062f\u062f\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u0644\u0642\u0629 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u064a\u062f\u0648\u064a\u064b\u0651\u0627 \u0643\u0627\u0641\u064a\u0629\u060c \u0648\u062a\u062a\u064a\u062d \u0644\u0643 \u062a\u062c\u0646\u064f\u0651\u0628 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0641\u0647\u064a \u062a\u0628\u0631\u0631 \u0648\u062c\u0648\u062f\u0647\u0627 \u0628\u0645\u062c\u0631\u062f \u062d\u0627\u062c\u062a\u0643 \u0625\u0644\u0649 \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0642\u0631\u0629 (durable state)\u060c \u0623\u0648 \u062a\u0646\u0633\u064a\u0642 \u0628\u064a\u0646 \u0639\u062f\u0629 \u0648\u0643\u0644\u0627\u0621\u060c \u0623\u0648 \u0646\u0642\u0627\u0637 \u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 (human-in-the-loop checkpoints)\u060c \u0623\u0648 \u062a\u062a\u0628\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0648smolagents (\u062d\u0648\u0627\u0644\u064a 1000 \u0633\u0637\u0631) \u062a\u064f\u0639\u062f \u0646\u0642\u0637\u0629 \u0648\u0633\u0637 \u0645\u0645\u062a\u0627\u0632\u0629 \u064a\u0645\u0643\u0646\u0643 \u062f\u0631\u0627\u0633\u062a\u0647\u0627 \u0642\u0628\u0644 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0643.<\/p>\n<h3>\u0623\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u0623\u0642\u0644 \u0645\u0646\u062d\u0646\u0649 \u062a\u0639\u0644\u064f\u0651\u0645\u061f<\/h3>\n<p>smolagents \u0648CrewAI \u0647\u0645\u0627 \u0627\u0644\u0623\u0633\u0647\u0644 \u0644\u0644\u0628\u062f\u0621 \u0628\u0647\u0645\u0627 \u2014 \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0634\u064a\u0621\u064d \u0645\u0627 \u0641\u064a \u0628\u0636\u0639\u0629 \u0623\u0633\u0637\u0631 \u0641\u0642\u0637. \u0643\u0645\u0627 \u0623\u0646 OpenAI Agents SDK \u0648Pydantic AI \u0633\u0647\u0644\u0627\u0646 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0623\u0645\u0627 LangGraph \u0641\u0647\u0648 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0644\u0623\u0646\u0647 \u064a\u0637\u0644\u0628 \u0645\u0646\u0643 \u0646\u0645\u0630\u062c\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0635\u0631\u064a\u062d \u064a\u062d\u062a\u0641\u0638 \u0628\u062d\u0627\u0644\u062a\u0647.<\/p>\n<h3>\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0632\u0648\u062f\u064a \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0645\u062d\u062f\u062f\u064a\u0646\u061f<\/h3>\n<p>\u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0644\u0627. \u0641\u0640CrewAI \u0648OpenAI Agents SDK (\u064a\u062f\u0639\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c) \u0648smolagents \u0648Pydantic AI \u0643\u0644\u0647\u0627 \u0644\u0627 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u0639\u064a\u0646\u060c \u0648\u062a\u0639\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c OpenAI \u0648Anthropic \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0628\u0631 Ollama \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642\u0629. \u0648\u0647\u064a \u0645\u0643\u062a\u0628\u0627\u062a \u0644\u0644\u062a\u0646\u0633\u064a\u0642\u060c \u0648\u0644\u064a\u0633\u062a \u0645\u0642\u064a\u062f\u0629 \u0628\u0646\u0645\u0627\u0630\u062c \u0645\u0632\u0648\u0650\u0651\u062f \u0648\u0627\u062d\u062f.<\/p>\n<h3>\u0648\u0645\u0627\u0630\u0627 \u0639\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u062c\u0645\u0639\u0648\u0646 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0648\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u061f<\/h3>\n<p>\u0647\u0630\u0647 \u0645\u0633\u0623\u0644\u0629 \u062a\u0648\u0644\u064a\u062f \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a (RAG). \u0648\u0642\u062f \u0635\u064f\u0645\u0650\u0651\u0645\u062a \u0648\u0643\u0644\u0627\u0621 LlamaIndex \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636\u060c \u0643\u0645\u0627 \u0623\u0646 LangGraph \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0642\u0631\u0629 \u062d\u0648\u0644 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u0627\u0628\u062f\u0623 \u0623\u0648\u0644\u0627\u064b \u0628\u062a\u062d\u0633\u064a\u0646 \u0637\u0628\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u0628\u0644 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u064a \u0641\u0648\u0642\u0647\u0627.<\/p>\n<h3>\u0623\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0647\u0648 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET\u061f<\/h3>\n<p>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework. \u0648\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0647\u0646\u0627 \u0627\u0644\u0630\u064a \u064a\u0642\u062f\u0650\u0651\u0645 \u062f\u0639\u0645\u064b\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0648\u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u0640.NET (C#\u060c \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 Python)\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u062b\u0644 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629 (session state) \u0648\u0627\u0644\u0648\u0633\u0627\u0626\u0637 (middleware) \u0648\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 (telemetry)\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0639 Azure AI Foundry \u0648Copilot Studio.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u062d\u0643\u0645 \u0627\u0644\u0635\u0627\u062f\u0642 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026: \u0627\u062e\u062a\u0631 \u0648\u0641\u0642 \u0627\u0644\u0642\u064a\u0648\u062f \u0644\u0627 \u0648\u0641\u0642 \u0627\u0644\u0636\u062c\u064a\u062c \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u064a. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u062e\u064a\u0627\u0631 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0622\u0645\u0646 \u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062c\u0627\u062f\u0629\u060c <strong>LangGraph<\/strong> \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u2014 \u0641\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0633\u062a\u0642\u0631 \u0647\u0648 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0650\u0651\u0632 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a. <strong>CrewAI<\/strong> \u0623\u0648 <strong>OpenAI Agents SDK<\/strong> \u0641\u0647\u0648 \u0627\u0644\u0623\u0633\u0631\u0639 \u0641\u064a \u0625\u064a\u0635\u0627\u0644\u0643 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0639\u0645\u0644\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621. <strong>Microsoft Agent Framework<\/strong> \u0623\u0635\u0628\u062d \u0627\u0644\u0622\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u0645\u0639\u0642\u0648\u0644\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET \u0648Azure\u060c \u0628\u064a\u0646\u0645\u0627 <strong>Pydantic AI<\/strong> \u0648 <strong>smolagents<\/strong> \u0647\u0645\u0627 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0627\u0644\u0644\u0630\u0627\u0646 \u064a\u0633\u062a\u062d\u0642\u0627\u0646 \u0627\u0644\u062a\u0639\u0631\u064f\u0651\u0641 \u0639\u0644\u064a\u0647\u0645\u0627 \u0645\u0646 \u062d\u064a\u062b \u0636\u0645\u0627\u0646 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u0648\u0639\u064a\u0629 (type safety) \u0648\u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f (minimalism) \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a.<\/p>\n<p>\u0645\u0627 \u062a\u063a\u064a\u064e\u0651\u0631 \u0645\u0646\u0630 \u0639\u0627\u0645 2024 \u0647\u0648 \u0623\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u00bb \u0623\u0635\u0628\u062d \u0623\u062e\u064a\u0631\u064b\u0627 \u064a\u0639\u0646\u064a \u0634\u064a\u0626\u064b\u0627 \u0645\u0644\u0645\u0648\u0633\u064b\u0627 \u0648\u0645\u0633\u062a\u0639\u062f\u064b\u0651\u0627 \u0644\u0644\u0625\u0646\u062a\u0627\u062c. \u0648\u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0643\u0644\u0647\u0627 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u064f\u0646\u0634\u0631 \u0648\u062a\u064f\u062d\u062f\u064e\u0651\u062b \u0628\u0646\u0634\u0627\u0637\u060c \u0648\u0642\u062f \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0633\u0627\u0631\u064a\u0629 \u062d\u062a\u0649 \u064a\u0648\u0646\u064a\u0648 2026. \u062c\u0631\u0650\u0651\u0628 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0623\u0648\u0644\u064a\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062b\u0646\u064a\u0646 \u0645\u0646\u0647\u0627 \u0641\u064a \u0645\u0647\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u2014 \u0641\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0633\u064a\u062a\u0636\u062d \u0623\u0645\u0627\u0645\u0643 \u0623\u0633\u0631\u0639 \u0645\u0645\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0623\u064a \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u060c \u062d\u062a\u0649 \u0647\u0630\u0627 \u0627\u0644\u062c\u062f\u0648\u0644\u060c \u0623\u0646 \u064a\u0648\u0636\u062d\u0647.<\/p>","protected":false},"excerpt":{"rendered":"<p>A practical comparison of the eight AI agent frameworks worth your time in 2026: verified versions, real strengths and clear recommendations by use case.<\/p>","protected":false},"author":1,"featured_media":1935,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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