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@@ -182,14 +182,14 @@ The 12 best LangGraph alternatives cover visual workspaces, typed and role-based
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2.**PydanticAI: best for typed Python agent applications**
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3.**CrewAI: best for role-based multi-agent collaboration**
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4.**Microsoft Agent Framework and Semantic Kernel: best for Microsoft-oriented development teams**
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5.**AutoGen: best for maintaining existing conversational multi-agent systems**
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6.**OpenAI Agents SDK: best for compact provider-aware agent applications**
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7.**Google ADK: best for Gemini, Google Cloud, and A2A-oriented applications**
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8.**LlamaIndex: best for agents grounded in private data and retrieval**
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9.**Haystack: best for component-based retrieval and document pipelines**
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10.**Mastra: best for TypeScript agents and graph workflows**
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5.**OpenAI Agents SDK: best for compact provider-aware agent applications**
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6.**Google ADK: best for Gemini, Google Cloud, and A2A-oriented applications**
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7.**LlamaIndex: best for agents grounded in private data and retrieval**
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8.**Haystack: best for component-based retrieval and document pipelines**
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9.**Mastra: best for TypeScript agents and graph workflows**
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10.**Dify: best for visual LLM applications and retrieval experiences**
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11.**n8n: best for combining AI steps with broad business automation**
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12.**Dify: best for visual LLM applications and retrieval experiences**
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12.**AutoGen: best for maintaining existing conversational multi-agent systems**
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For buyers specifically leaving LangChain, the leading options represent distinct operating models. This comparison uses first-party license files and product documentation **as of October 2026**:
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