LlamaIndex (framework)

https://www.llamaindex.ai/

Data framework for LLM apps — connectors, indices, query engines, agents, workflows. Memory is one of many subsystems (LlamaIndex Memory cross-listed).

Active · Verified 2026-10-27 · fresh as of 2026-10-27 · 24 cited facts, 4 with a third-party source · 1 recorded change · Suggest a correction

At a glance

Tier
T1
Created
2022 repo fix
Latest release
v0.14.25 (2026-09-21) registry fix
License
MIT vendor fix
Pricing
searched not found fix
Freshness
2026-10-27 fix
Layer
agent-infra repo fix
Licensing
open-source vendor fix
Deployment locus
local repo fix
Platform vs product
platform repo fix
Accelerator
aws-genai-accelerator-2025 third-party fix
SDK languages
python, typescript third-party fix
Protocols
mcp-client, mcp-server vendor fix

When to use

Optimised for: searched not found

Anti-fit: searched not found

Pros & cons

Pros

searched not found

Cons

searched not found

Claims & capabilities

$8.5M Series A 2024 (Greylock); $19M total.

Technical surface

API surface
searched not found
Backend storage
not applicable — not a memory product
Deployment
Both (self-hosted + managed cloud) — OSS library; LlamaAgents workflows deploy to LlamaCloud or self-host
Embedding model
not applicable — not a memory product
Multi-tenancy
searched not found
MCP
yes — use MCP server tools in workflows and serve LlamaIndex workflows as MCP servers
A2A
searched not found
OpenTelemetry
searched not found

Compare LlamaIndex (framework) with…

Similar systems

Other agent frameworks (no first-party memory layer) in the catalog, ranked by inbound references.

  • Model Context Protocol (MCP spec) T1

    Anthropic-introduced open protocol (Nov 2024) for connecting LLMs to data sources and tools. Donated by Anthropic to the Linux Foundation's Agentic AI Foundation (announced 2025-12-09); now governed as Model Context Protocol, a Series of LF Projects, LLC. Supported across Claude, ChatGPT, VS Code, Cursor and many other clients.

  • LangChain (framework) T1

    Dominant Python/JS framework for LLM apps — tool calling, agents, retrievers, runnables. Memory is one component (LangMem cross-listed); the framework itself is the product.

  • Vercel AI SDK T1

    Vercel's TypeScript LLM SDK — streaming, tool calls, structured outputs, agents. Dominant framework for Next.js LLM apps.

  • OpenAI Agents SDK T1

    OpenAI's official Python framework for agents — handoffs, guardrails, tracing built in. Successor to OpenAI Swarm (experimental); officially supported.

  • LangGraph (orchestration) T1

    LangChain's stateful graph runtime for agents — explicit state, persistence, time-travel debugging, human-in-the-loop. Memory is one persistence target (LangGraph Persistence cross-listed).

  • CrewAI T1

    Multi-agent framework — Crews (sequential) + Flows (event-driven). Open-source core + CrewAI Enterprise. Memory available via Mem0 / Letta adapters (CrewAI Memory cross-listed).

Sources (23 cited facts, 4 third-party)

Each fact links to the page it came from; the badge says who published it (how to read sources).

What changed

Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)

  1. 2026-10-27
    • Latest release first recorded as “v0.14.25 (2026-09-21)” source
    • Deployment first recorded as “Both (self-hosted + managed cloud) — OSS library; LlamaAgents workflows deploy to LlamaCloud or self-host” source
    • MCP support first recorded as “yes — use MCP server tools in workflows and serve LlamaIndex workflows as MCP servers” source
    #270

Related systems

References (77)

  • 01.AI Yi family integrates with — LlamaIndex has an official LLM integration package llama-index-llms-yi in its repo. (verified 2026-10-29)
  • Activeloop Deep Lake integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-deeplake in its repo. (verified 2026-10-29)
  • Amazon Neptune Analytics integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-neptune in its repo. (verified 2026-10-29)
  • Anthropic Claude (foundation models) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-anthropic in its repo. (verified 2026-10-29)
  • Anyscale integrates with — LlamaIndex has an official LLM integration package llama-index-llms-anyscale in its repo. (verified 2026-10-29)
  • ArangoDB integrates with — LlamaIndex has an official data reader integration package llama-index-readers-arango-db in its repo. (verified 2026-10-29)
  • Argilla integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-argilla in its repo. (verified 2026-10-29)
  • Arize Phoenix integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-arize-phoenix in its repo. (verified 2026-10-29)
  • AWS Bedrock AgentCore Memory integrates with — LlamaIndex has an official memory integration package llama-index-memory-bedrock-agentcore in its repo. (verified 2026-10-29)
  • AWS SageMaker integrates with — LlamaIndex has an official LLM integration package llama-index-llms-sagemaker-endpoint in its repo. (verified 2026-10-29)
  • Baseten integrates with — LlamaIndex has an official LLM integration package llama-index-llms-baseten in its repo. (verified 2026-10-29)
  • Bedrock AgentCore (AWS) integrates with — LlamaIndex has an official tool integration package llama-index-tools-aws-bedrock-agentcore in its repo. (verified 2026-10-29)
  • Chroma integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-chroma in its repo. (verified 2026-10-29)
  • Cognee integrates with — LlamaIndex has an official graph RAG integration package llama-index-graph-rag-cognee in its repo. (verified 2026-10-29)
  • Cohere Command R+ / Command A integrates with — LlamaIndex has an official LLM integration package llama-index-llms-cohere in its repo. (verified 2026-10-29)
  • Cohere Embed integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-cohere in its repo. (verified 2026-10-29)
  • Comet ML integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-opik in its repo. (verified 2026-10-29)
  • Databricks Vector Search (now Databricks AI Search) integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-databricks in its repo. (verified 2026-10-29)
  • DBOS integrates with — LlamaIndex Workflows docs have a DBOS Durable Execution page. (verified 2026-10-29)
  • DeepSeek R1 / V3 family integrates with — LlamaIndex has an official LLM integration package llama-index-llms-deepseek in its repo. (verified 2026-10-29)
  • Elasticsearch integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-elasticsearch in its repo. (verified 2026-10-29)
  • ElevenLabs Conversational AI (now ElevenAgents) integrates with — LlamaIndex has an official voice agent integration package llama-index-voice-agents-elevenlabs in its repo. (verified 2026-10-29)
  • FalkorDB integrates with — LlamaIndex has an official graph store integration package llama-index-graph-stores-falkordb in its repo. (verified 2026-10-29)
  • Fireworks AI integrates with — LlamaIndex has an official LLM integration package llama-index-llms-fireworks in its repo. (verified 2026-10-29)
  • Google Gemini 3 family integrates with — LlamaIndex has an official LLM integration package llama-index-llms-google-genai in its repo. (verified 2026-10-29)
  • Helicone integrates with — LlamaIndex has an official LLM integration package llama-index-llms-helicone in its repo. (verified 2026-10-29)
  • HoneyHive integrates with — LlamaIndex observability module guide has a HoneyHive section. (verified 2026-10-29)
  • Hugging Face Inference API (Embeddings) integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-huggingface-api in its repo. (verified 2026-10-29)
  • Jamba (AI21 Labs) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-ai21 in its repo. (verified 2026-10-29)
  • Jina AI Embeddings integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-jinaai in its repo. (verified 2026-10-29)
  • LanceDB integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-lancedb in its repo. (verified 2026-10-29)
  • LangChain (framework) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-langchain in its repo. (verified 2026-10-29)
  • Langfuse integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-langfuse in its repo. (verified 2026-10-29)
  • LiteLLM integrates with — LlamaIndex has an official LLM integration package llama-index-llms-litellm in its repo. (verified 2026-10-29)
  • Marvin integrates with — LlamaIndex has an official extractor integration package llama-index-extractors-marvin in its repo. (verified 2026-10-29)
  • Mem0 integrates with — LlamaIndex has an official memory integration package llama-index-memory-mem0 in its repo. (verified 2026-10-29)
  • Memgraph integrates with — LlamaIndex has an official graph store integration package llama-index-graph-stores-memgraph in its repo. (verified 2026-10-29)
  • Meta Llama 4 family integrates with — LlamaIndex has an official LLM integration package llama-index-llms-meta in its repo. (verified 2026-10-29)
  • Milvus integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-milvus in its repo. (verified 2026-10-29)
  • Mistral Embed integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-mistralai in its repo. (verified 2026-10-29)
  • Mistral Large 2 / Mixtral family integrates with — LlamaIndex has an official LLM integration package llama-index-llms-mistralai in its repo. (verified 2026-10-29)
  • Mixedbread AI integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-mixedbreadai in its repo. (verified 2026-10-29)
  • Model Context Protocol (MCP spec) integrates with — LlamaIndex has an official tool integration package llama-index-tools-mcp in its repo. (verified 2026-10-29)
  • MongoDB Atlas Vector Search integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-mongodb in its repo. (verified 2026-10-29)
  • MultiOn (now AGI, Inc.) integrates with — LlamaIndex has an official tool integration package llama-index-tools-multion in its repo. (verified 2026-10-29)
  • NebulaGraph integrates with — LlamaIndex has an official graph store integration package llama-index-graph-stores-nebula in its repo. (verified 2026-10-29)
  • Neo4j integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-neo4jvector in its repo. (verified 2026-10-29)
  • Nomic Embed integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-nomic in its repo. (verified 2026-10-29)
  • OctoAI (now NVIDIA) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-octoai in its repo. (verified 2026-10-29)
  • OpenAI Embeddings integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-openai in its repo. (verified 2026-10-29)
  • OpenAI GPT family (GPT-5 / GPT-4o / o3 / o4) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-azure-openai in its repo. (verified 2026-10-29)
  • OpenAI Realtime API integrates with — LlamaIndex has an official voice agent integration package llama-index-voice-agents-openai in its repo. (verified 2026-10-29)
  • OpenInference integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-openinference in its repo. (verified 2026-10-29)
  • OpenRouter integrates with — LlamaIndex has an official LLM integration package llama-index-llms-openrouter in its repo. (verified 2026-10-29)
  • OpenSearch integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-opensearch in its repo. (verified 2026-10-29)
  • pgvector integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-postgres in its repo. (verified 2026-10-29)
  • Pinecone integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-pinecone in its repo. (verified 2026-10-29)
  • Portkey AI integrates with — LlamaIndex has an official LLM integration package llama-index-llms-portkey in its repo. (verified 2026-10-29)
  • PromptLayer integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-promptlayer in its repo. (verified 2026-10-29)
  • Qdrant integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-qdrant in its repo. (verified 2026-10-29)
  • Reka Core / Flash / Edge integrates with — LlamaIndex has an official LLM integration package llama-index-llms-reka in its repo. (verified 2026-10-29)
  • Replicate integrates with — LlamaIndex has an official LLM integration package llama-index-llms-replicate in its repo. (verified 2026-10-29)
  • Screenpipe integrates with — LlamaIndex has an official data reader integration package llama-index-readers-screenpipe in its repo. (verified 2026-10-29)
  • SGLang integrates with — LlamaIndex has an official LLM integration package llama-index-llms-sglang in its repo. (verified 2026-10-29)
  • Steamship integrates with — LlamaIndex has an official data reader integration package llama-index-readers-steamship in its repo. (verified 2026-10-29)
  • Supabase Vector integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-supabase in its repo. (verified 2026-10-29)
  • TensorRT-LLM integrates with — LlamaIndex has an official LLM integration package llama-index-llms-nvidia-tensorrt in its repo. (verified 2026-10-29)
  • Text Generation Inference (TGI) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-text-generation-inference in its repo. (verified 2026-10-29)
  • Together AI integrates with — LlamaIndex has an official LLM integration package llama-index-llms-together in its repo. (verified 2026-10-29)
  • Typesense integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-typesense in its repo. (verified 2026-10-29)
  • Vercel AI Gateway integrates with — LlamaIndex has a Vercel AI Gateway LLM integration page. (verified 2026-10-29)
  • Vespa integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-vespa in its repo. (verified 2026-10-29)
  • vLLM integrates with — LlamaIndex has an official LLM integration package llama-index-llms-vllm in its repo. (verified 2026-10-29)
  • Voyage AI (MongoDB) integrates with — LlamaIndex has an official embeddings integration package llama-index-embeddings-voyageai in its repo. (verified 2026-10-29)
  • Weaviate integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-weaviate in its repo. (verified 2026-10-29)
  • Weights & Biases integrates with — LlamaIndex has an official callback/observability integration package llama-index-callbacks-wandb in its repo. (verified 2026-10-29)
  • Zep & Graphiti integrates with — LlamaIndex has an official vector store integration package llama-index-vector-stores-zep in its repo. (verified 2026-10-29)

Referenced by (35)

  • AgentOps integrates with — AgentOps docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Arize Phoenix integrates with — Arize Phoenix docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Auth0 for AI Agents integrates with — Auth0 for AI Agents docs have a LlamaIndex SDK page. (verified 2026-10-29)
  • Braintrust integrates with — Braintrust docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Chroma integrates with — Chroma's docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Comet ML integrates with — Comet's Opik docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Composio integrates with — Composio's SDKs and frameworks page lists a LlamaIndex (framework) provider. (verified 2026-10-29)
  • CrewAI integrates with — CrewAI docs have a LlamaIndexTool adapter page. (verified 2026-10-29)
  • DBOS integrates with — DBOS integrations docs have a LlamaIndex (Workflows) page. (verified 2026-10-29)
  • Elasticsearch integrates with — Elastic Search Labs has a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Fireworks AI integrates with — Fireworks AI docs integration: LlamaIndex. (verified 2026-10-29)
  • Guardrails AI integrates with — Guardrails AI docs have a LlamaIndex integration page. (verified 2026-10-29)
  • Helicone integrates with — Helicone docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • HoneyHive integrates with — HoneyHive integrations docs have a LlamaIndex tracing/integration page. (verified 2026-10-29)
  • IBM ContextForge MCP Gateway integrates with — IBM ContextForge docs have a LlamaIndex integration page. (verified 2026-10-29)
  • LanceDB integrates with — LanceDB's docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Langfuse integrates with — Langfuse's integrations directory has a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • LlamaIndex Memory depends on at runtime — adjacent-infrastructure cell: requires LlamaIndex; BYO LLM + vector store
  • Mem0 integrates with — Mem0 docs have a LlamaIndex integration page (Use Mem0 as a memory store in LlamaIndex with support for ReAct and FunctionCalling agent types). (verified 2026-10-29)
  • Milvus integrates with — Milvus's integrations overview lists a Milvus + LlamaIndex (framework) integration tutorial. (verified 2026-10-29)
  • MongoDB Atlas Vector Search integrates with — MongoDB's Atlas AI Integrations page lists LlamaIndex (framework) as an integration (some entries are marked community-maintained). (verified 2026-10-29)
  • Neo4j integrates with — Neo4j's GenAI ecosystem docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • OpenInference integrates with — The OpenInference repo README lists an OpenInference instrumentation package for LlamaIndex (framework). (verified 2026-10-29)
  • OpenLLMetry (Traceloop) integrates with — OpenLLMetry's What's Supported page lists LlamaIndex (framework) as instrumented out of the box. (verified 2026-10-29)
  • Phidata (now Agno) integrates with — Agno ships a llamaindex vector DB integration module (agno.vectordb.llamaindex). (verified 2026-10-29)
  • Pinecone integrates with — Pinecone's integrations directory has a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Portkey AI integrates with — Portkey docs have a Llama Agents by Llamaindex agent framework integration page. (verified 2026-10-29)
  • Pydantic Logfire integrates with — Pydantic Logfire integrations docs have a LlamaIndex page. (verified 2026-10-29)
  • Qdrant integrates with — Qdrant's documentation has a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Supabase Vector integrates with — Supabase's AI & Vectors docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
  • Together AI integrates with — Together AI docs third-party/agent integrations: LlamaIndex. (verified 2026-10-29)
  • Vercel AI Gateway integrates with — Vercel AI Gateway docs have a LlamaIndex framework integration page. (verified 2026-10-29)
  • Vercel AI SDK integrates with — AI SDK docs have a LlamaIndex adapter page. (verified 2026-10-29)
  • Weaviate integrates with — Weaviate's integrations / model-provider docs list LlamaIndex (framework) as an integration. (verified 2026-10-29)
  • Weights & Biases integrates with — W&B Weave docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)