21 RAG & Memory AI tools

AI services in the RAG & Memory field. Click a name to see its description, pricing and alternatives.

RAG & Memory: free vs paid at a glance

14 tools with official pricing data. 13 have a free plan, 2 offer a Korean UI. Cheapest paid plan: Mem0 ($19/mo).

ToolFreeCheapest monthlyKoreanWhere
CogneeYes—NoWeb, CLI, API
Cohere Rerank 3Yes—YesAPI
HaystackYes—NoAPI
Jina RerankerYes—YesAPI
LangChainYes$39/moNoAPI, CLI
Letta (MemGPT)Yes$20/moNoWeb, Windows, Mac
LlamaIndexYes$50/moNoWeb, API
LlamaParseYes$50/moNoAPI
MarkerNo——CLI
Mem0Yes$19/moNoAPI, CLI
ReductoYes—NoWeb, CLI, API
supermemoryYes$19/moNoAPI
UnstructuredYes—NoWeb, API
ZepYes$125/moNoWeb, API

From each tool's official pricing page (checked by 2026-10-14). '—' means not stated. Prices change, so check before paying.

How to choose

  • Try a tool with a free plan first and check the limit before paying.
  • If you need Korean menus, filter by the Korean column.
  • Annual plans are often cheaper; the table shows monthly prices.
Free

BGE Reranker

BAAI's high-performance multilingual reranker

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Free

Cognee

Semantic memory layer building knowledge graphs for AI agents

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Free + paid

Cohere Rerank 3

State-of-the-art reranking model for RAG relevance

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Free

ColBERT

Late interaction retrieval model with token-level embeddings

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Free

Docling

IBM's fast document conversion and parsing toolkit

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Free + paid

DSPy

Framework for algorithmically optimizing LM prompts and pipelines

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Free

FlashRank

Ultra-lite cross-encoder reranking for RAG

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Free + paid

Haystack

End-to-end NLP framework for LLM apps

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Free + paid

Jina Reranker

Multilingual reranker for improving RAG precision

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Free + paid

LangChain

Framework for developing LLM-powered applications

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Free + paid

Letta (MemGPT)

OS-inspired memory management for LLMs enabling unbounded virtual context

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Free + paid

LlamaIndex

Data framework for LLM applications

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Free + paid

LlamaParse

Optimized document parsing for RAG by LlamaIndex

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Free

Marker

Convert PDFs to markdown quickly and accurately

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Free

Mem0

Universal persistent memory layer for AI agents and assistants

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Free + paid

Reducto

High-accuracy document extraction for complex PDFs

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Free + paid

Semantic Kernel

Microsoft's SDK for AI orchestration

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Free + paid

Spring AI

Spring framework for Java AI application development

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Free + paid

supermemory

Memory and context API that gives AI agents long-term recall

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Free

Unstructured

Document processing for RAG pipelines

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Free

Zep

Temporal knowledge graph memory for agents (Graphiti)

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