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Tool Comparison

LlamaIndex

LlamaIndex

The data framework for LLM apps — RAG, agents, and enterprise data connectors.

Open Source
VS
Semantic Kernel

Semantic Kernel

Microsoft's enterprise AI SDK — orchestrate LLMs in Python, C#, and Java.

Open Source
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At a Glance

AttributeLlamaIndexSemantic Kernel
License / PricingOpen SourceOpen Source
Typeaiai
GitHub Stars
Rating4.5/54.2/5
Key Features6 listed6 listed
Integrations6 listed5 listed
Categories
AI AgentsRAG Frameworks
AI Agents

Key Features

LlamaIndex

  • 150+ data connectors (Notion, Slack, databases, S3, etc.)
  • Advanced RAG with query routing and re-ranking
  • Agentic workflows with multi-step reasoning
  • Structured output and data extraction from documents
  • Workflow engine for complex, event-driven agent pipelines
  • LlamaCloud for managed RAG pipelines

Semantic Kernel

  • Plugins — wrap functions as AI-callable tools
  • Planner for autonomous goal decomposition
  • Memory store with vector DB integrations
  • Multi-LLM support: Azure OpenAI, OpenAI, Mistral, Ollama
  • Available in Python, C#, and Java
  • Native integration with Microsoft 365 and Azure

Real-World Use Cases

LlamaIndex

Enterprise knowledge base over internal docs

Connect data sources with SimpleDirectoryReader or Notion/Confluence loaders

Semantic Kernel

Add AI to a .NET enterprise application

Add the Microsoft.SemanticKernel NuGet package

Integrations

LlamaIndex

openaianthropicpineconeweaviatechromalangsmith

Semantic Kernel

openaianthropicazure-devopslangchainpinecone

🏆 Which should you choose?

Choose LlamaIndex if…

  • you're already in the AI Agents ecosystem and prefer LlamaIndex's workflow
Full LlamaIndex guide →

Choose Semantic Kernel if…

  • you're already in the AI Agents ecosystem and prefer Semantic Kernel's workflow
Full Semantic Kernel guide →