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Comprehensive comparison of 40+ AI agent frameworks. Performance benchmarks, feature matrices, pricing analysis, and migration guides. Updated weekly.

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AI Agent Frameworks: Complete Guide & Comparison

Weekly Update Frameworks Interactive Comparison

Your comprehensive resource for choosing and implementing AI agent frameworks. Compare 45+ frameworks with real benchmarks, production examples, and migration guides.

🎯 Quick Framework Finder

Not sure which framework to choose? Use our interactive framework finder or check the quick comparison below:

Framework Best For GitHub Stars License Production Ready Full Comparison
CrewAI Multi-agent teams 13.2k MIT ⭐⭐⭐⭐ Details →
AutoGen Research & complex workflows 12.8k MIT ⭐⭐⭐⭐⭐ Details →
LangChain Flexible LLM apps 89.5k MIT ⭐⭐⭐⭐⭐ Details →
LangGraph Stateful workflows 19.9k MIT ⭐⭐⭐⭐ Details →
Semantic Kernel Enterprise integration 26.3k MIT ⭐⭐⭐⭐⭐ Details →
LlamaIndex Agents RAG with agent capabilities 44.6k MIT ⭐⭐⭐⭐ Details →
Dify Visual LLMOps platform 52.1k Apache-2.0 ⭐⭐⭐⭐⭐ Details →
n8n Workflow automation with AI 49.5k Fair-code ⭐⭐⭐⭐ Details →
Langflow Visual AI workflow builder 44.1k MIT ⭐⭐⭐⭐ Details →
Flowise Low-code LLM app builder 30.0k Apache-2.0 ⭐⭐⭐ Details →

View all 45+ frameworks with filters →

📊 This Week's Updates (Oct 22, 2025)

  • 🚀 CrewAI 0.12: Native memory management added
  • 📈 Trending: SmolAgents +2,341 stars this week
  • ⚠️ Breaking: LangChain deprecated initialize_agent
  • 🆕 New Framework: OpenAI AgentKit launched

🔥 Popular Comparisons

📚 Repository Contents

🎓 Framework Examples

Each framework includes working examples:

  • Basic "Hello World" agent
  • Production-ready templates
  • Multi-agent coordination
  • RAG implementation
  • Custom tools integration

Browse: /frameworks/

⚡ Performance Benchmarks

Weekly updated benchmarks across all frameworks:

  • Time to first token
  • Memory usage
  • Parallel agent capacity
  • Token consumption
  • Cost analysis

Browse: /benchmarks/

🔄 Migration Guides

Step-by-step guides for switching frameworks:

  • Code mappings
  • Feature parity tables
  • Common pitfalls
  • Performance comparisons

Browse: /migration-guides/

🏭 Production Templates

Battle-tested templates for common use cases:

  • Customer support agents
  • Data analysis pipelines
  • Workflow automation
  • Document processing

Browse: /use-cases/

🚀 Getting Started

Option 1: Choose by Use Case

Tell us what you're building and get recommendations:

Option 2: Compare Frameworks

Use our interactive comparison tool to compare frameworks side-by-side.

Option 3: Browse All Frameworks

Explore our complete directory with 45+ frameworks, filterable by:

  • Programming language
  • License type
  • GitHub stars
  • Production readiness
  • Pricing model

📈 Framework Statistics

Updated weekly from our analysis of 45+ frameworks:

  • Most Stars: LangChain (89.5k)
  • Fastest Growing: CrewAI (+15% monthly)
  • Most Production Ready: Dify, LangChain, Semantic Kernel
  • Best for Beginners: Flowise, Langflow, Dify
  • Enterprise Choice: Dify, n8n, Semantic Kernel
  • RAG Specialist: LlamaIndex (44.6k stars)

See full statistics →

🤝 Contributing

We welcome contributions! Please see CONTRIBUTING.md for guidelines.

  • Add new framework examples
  • Update benchmarks
  • Submit migration guides
  • Report framework updates

📮 Stay Updated

📄 License

MIT - Feel free to use these examples in your projects!


Built with ❤️ by Glyphrun | Interactive Framework Comparison →

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Comprehensive comparison of 40+ AI agent frameworks. Performance benchmarks, feature matrices, pricing analysis, and migration guides. Updated weekly.

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