AI Agent Framework Compare

AI Agent Frameworks, Compared

Side-by-side comparison of 15 AI agent frameworks. Filter by use case (RAG, multi-agent, structured output) and language (Python, TypeScript, .NET). Data last reviewed 2026-10-05.

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Stats and specs were collected on 2026-10-05; verify on each framework's official site or repo before choosing.
15 frameworks

LangGraph

Agent Orchestration Framework for Reliable AI Agents — balance agent control with agency for complex task automation.

12k+
✓ verified
Python / TypeScriptcontrol: graphstate: explicit-graphMIT
multi-step agenthuman-in-the-loopstateful workflowRAG agent

CrewAI

The Enterprise Agent Build & Runtime for the work your business runs on.

28k+
✓ verified
Pythoncontrol: crewstate: message-passingMIT
lead enrichment and qualificationcurriculum and content generationdata extraction and consolidationcustomer support automation

AutoGen

A framework for building AI agents and applications

35k+
✓ verified
Python / .NETcontrol: conversationalstate: event-drivenMIT
multi-agent chatcode generation agentresearchtool use

Pydantic AI

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

6k+
✓ verified
Pythoncontrol: code-firststate: implicitMIT
typed structured outputfunction callingproduction appvalidation

OpenAI Agents SDK

A lightweight, powerful framework for multi-agent workflows with handoffs, guardrails, and built-in tracing.

29.8k
✓ verified
Pythoncontrol: code-firststate: implicitMIT
OpenAI-first stackhandoff patternguardrailstracing

Mastra

Ship AI agents that reason, remember, and act in TypeScript.

10k+
✓ verified
TypeScriptcontrol: code-firststate: explicit-graphApache 2.0
TypeScript stackNext.js integrationworkflow with stepseval

Vercel AI SDK

TypeScript SDK with streaming UI primitives and provider abstraction.

13k+
unverified
TypeScriptcontrol: code-firststate: implicitApache 2.0
streaming UIchat interfaceNext.js appedge runtime

LangChain

The open agent platform to own your intelligence

94k+
✓ verified
Python / TypeScriptcontrol: code-firststate: implicitMIT
RAGprototypebroad integrationchain composition

LlamaIndex

Data-first framework. Strongest for RAG and structured data agent.

36k+
✓ verified
Python / TypeScriptcontrol: code-firststate: implicitMIT
RAGindex managementdata agentknowledge base

Haystack

Open-source AI orchestration for production-grade agents. Modular pipelines with built-in logging and cloud-agnostic deployment.

17k+
✓ verified
Pythoncontrol: code-firststate: explicit-graphApache 2.0
production RAGAI agentsmultimodal AI

Dify

The Platform for Production-Ready Agentic Workflows. Build agentic workflows and RAG pipelines with rich AI model and tool support on one collaborative workspace.

157K+
✓ verified
TypeScript / Pythoncontrol: low-codestate: explicit-graphApache-2.0-derivative
no-code agentworkflow builderteam collaborationself-host

Flowise

Build AI Agents, Visually

32k+
✓ verified
TypeScriptcontrol: low-codestate: explicit-graphApache 2.0
drag-drop chain builderno-codeprototypeself-host

n8n

Workflow automation with AI agent nodes. Strong integration library.

206k+
✓ verified
TypeScriptcontrol: low-codestate: event-drivenSustainable Use License
workflow automationAI agent nodeself-hostAPI integration

Semantic Kernel

Microsoft enterprise SDK. .NET / Python / Java with plugin orchestration.

21k+
✓ verified
.NET / Python / Javacontrol: code-firststate: implicitMIT
.NET stackenterpriseskill orchestrationplugin

smolagents

A barebones library for agents that think in code

29.7k
✓ verified
Pythoncontrol: code-firststate: implicitApache 2.0
minimal footprintcode agenttool useHF ecosystem