Best Tools for Building AI Agents

Humpy Adepu

LangChain: Flexible Python framework for building LLM applications by chaining models, tools, and memory

AutoGen: Microsoft's framework for multi-agent systems, enabling collaboration and communication among AI agents

CrewAI: Build role-based multi-agent systems; agents collaborate on specific tasks to achieve complex goals

LangGraph: LangChain extension for graph-based agent workflows, ideal for complex, stateful, and cyclical interactions

Microsoft Semantic Kernel: SDK for integrating LLMs into existing apps, focusing on modularity and reliable agent planning

LlamaIndex: Data framework connecting LLMs to diverse data sources, essential for effective retrieval-augmented generation

Botpress: Low-code platform for creating conversational AI agents and chatbots with visual flow editor

Vertex AI Agent Builder: Google's end-to-end platform for custom AI agent creation, offering both low-code and code options

No-code Platforms: Simplify AI agent development with drag-and-drop interfaces and pre-built templates for rapid prototyping

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