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LlamaIndex

Last verified: 2026-05-18

Data framework for connecting LLM agents to private and structured knowledge sources.

CopilotAPILlamaIndexMCP compatible
Try LlamaIndex

LlamaIndex is a data framework focused on connecting LLM agents to private, structured, or semi-structured knowledge sources — documents, databases, and APIs — via indexing and retrieval pipelines. It's for developers building retrieval-augmented generation (RAG) systems and agents that need grounded, up-to-date data access. It differs from general orchestration frameworks by specializing deeply in data ingestion, indexing, and retrieval rather than broad agent-executor tooling.

Pricing

TierPriceNotes
Open source$0MIT licensed, self-hosted
LlamaCloud$0–$250/moFree tier plus paid managed parsing/indexing tiers
EnterpriseContact usCustom volume, SSO

Best for / Not ideal for

Best for
  • RAG pipelines connecting agents to private documents or databases
  • Teams needing managed document parsing/indexing (LlamaCloud)
  • Developers who want data connectors as the primary building block, not agent orchestration
Not ideal for
  • Teams whose primary need is multi-agent orchestration rather than data retrieval
  • Simple use cases with no external knowledge base to index

Technical specs

LanguagesPython, TypeScript
DeploymentSelf-hosted, LlamaCloud (managed)
IntegrationsOpenAI, Anthropic, Pinecone, MCP servers

Frequently asked questions

Is LlamaIndex free to use?

Yes, the core framework is open source and free under the MIT license. LlamaCloud's managed parsing/indexing has a free tier and paid tiers up to $250/month.

What is the best alternative to LlamaIndex?

LangChain covers similar retrieval use cases within a broader orchestration framework; LlamaIndex specializes more narrowly in data indexing.

Does LlamaIndex support MCP?

Yes, LlamaIndex supports Model Context Protocol servers as both tool sources and data connectors.

Is LlamaIndex only for RAG?

RAG and data retrieval are its core focus, but it also supports agent workflows built on top of its indexing and query layers.

Does LlamaIndex require Python?

No, it ships both Python and TypeScript SDKs.