AgentScout / Memory & RAG

Memory & RAG AI agent tools

40 memory & RAG tools in the AgentScout directory, each with a link-checked listing. Memory layers, vector and graph stores, and document parsers that give agents long-term memory and let them search your files: tools like Mem0, Zep, Supermemory, Cognee, LlamaParse and MarkItDown.

There are 40 memory & RAG tools: 36 open source, 4 pricing on the maker's site.

Tasks in this category

Headroom logo

Headroom

Newmemory & RAGOpen source

Library, proxy and MCP server that compresses tool outputs, logs, files and RAG chunks locally before they reach the LLM, cutting tokens for coding agents.

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MemPalace logo

MemPalace

Newmemory & RAGOpen source

Local-first AI memory system that stores conversations verbatim with a pluggable backend and serves recall to agents without API calls.

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llmware logo

llmware

Newmemory & RAGOpen source

Framework for building private, local RAG and agent applications with small specialized models on AI PCs, edge and self-hosted setups.

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memU logo

memU

Newmemory & RAGOpen source

Lightweight memory system that gives Codex, Claude Code, Cursor and other agents a shared memory across sessions and devices and distills reusable skills.

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txtai logo

txtai

Newmemory & RAGOpen source

All-in-one Python framework for semantic search, LLM orchestration and agents built on an embeddings database of vector, graph and relational indexes.

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UltraRAG logo

UltraRAG

Newmemory & RAGOpen source

Low-code MCP-based framework from OpenBMB for building and debugging complex RAG pipelines with visible reasoning logic.

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Basic Memory logo

Basic Memory

Newmemory & RAGOpen source + cloud

Persistent memory for Claude, Codex and Cursor stored as local Markdown knowledge, available open source or as a hosted cloud workspace.

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LeanCTX logo

LeanCTX

Newmemory & RAGOpen source

Open-source context gateway that sits between AI tools and your code and data to control and shrink what the model sees.

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SimpleMem logo

SimpleMem

Newmemory & RAGOpen source

Research-backed lifelong memory library for LLM agents that stores, compresses and retrieves text and multimodal memories, usable over MCP.

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Knowhere logo

Knowhere

Newmemory & RAGOpen source

Document parsing and retrieval system that turns messy files into structured, navigable memory for AI agents and RAG.

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Mnemosyne logo

Mnemosyne

Newmemory & RAGOpen source

Zero-cloud, SQLite-backed memory layer for Hermes, Claude Code, Cursor, Codex and custom agents with a single Python dependency.

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Memanto logo

Memanto

Newmemory & RAGOpen source

Memory agent that manages what your other agents keep, resolve and forget across platforms.

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MarkItDown logo

MarkItDown

Newmemory & RAGOpen source

Microsoft's Python tool and MCP server that converts PDFs, Office documents, images, audio and web pages to Markdown for LLM and agent pipelines.

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OpenViking logo

OpenViking

Newmemory & RAGOpen source

Context database for AI agents that keeps memory, knowledge and skills in one inspectable virtual filesystem agents can navigate.

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Qdrant MCP Server logo

Qdrant MCP Server

Newmemory & RAGOpen source

Official Qdrant MCP server that lets agents store and retrieve memories and documents in the Qdrant vector database.

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Zep logo

Zep

Newmemory & RAGSee site

Context layer that unifies business data, documents and conversations into memory so agents complete tasks correctly.

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Pieces logo

Pieces

Newmemory & RAGSee site

AI memory layer that captures context from your work so you and your AI tools can recover decisions and resume where you left off.

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Extend MCP logo

Extend MCP

Newmemory & RAGSee site

Extend's MCP server for turning documents into structured data: parse, extract, classify, split and fill PDF forms.

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LlamaParse logo

LlamaParse

Newmemory & RAGSee site

LlamaIndex's document processing platform that parses PDFs, scans and Office files into markdown or JSON and extracts, classifies and indexes them for agents.

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Supermemory logo

Supermemory

Newmemory & RAGOpen source + cloud

Memory and context engine for agents with an API, app and MCP server, which can also run fully locally.

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Mem0 logo

Mem0

memory & RAGOpen source + cloud

Memory layer for AI agents.

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Activeloop logo

Activeloop

memory & RAGOpen source + cloud

Deep Lake, a multimodal database for AI that stores vectors, images, text and video so agents and RAG apps can search and retrieve them.

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LanceDB logo

LanceDB

memory & RAGOpen source + cloud

Open-source multimodal vector database for search, RAG and agent memory.

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Claude-Mem logo

Claude-Mem

memory & RAGOpen source

Gives coding agents memory across sessions by capturing what they do, compressing it and feeding the relevant context back in later.

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RAGFlow logo

RAGFlow

memory & RAGOpen source + cloud

Open-source RAG engine with deep document parsing and agent features for building grounded question-answering over your files.

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Hindsight logo

Hindsight

memory & RAGOpen source + cloud

Agent memory system that stores experiences and learns from them so agents improve over time.

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PageIndex logo

PageIndex

memory & RAGOpen source + cloud

Document index for reasoning-based, vectorless RAG that lets agents navigate long documents like a table of contents.

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Cognee logo

Cognee

memory & RAGOpen source + cloud

Open-source memory platform that builds knowledge graphs so agents keep long-term memory.

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Graphiti logo

Graphiti

memory & RAGOpen source

Builds real-time, temporal knowledge graphs that serve as memory for AI agents.

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AgentMemory logo

AgentMemory

memory & RAGOpen source

Persistent memory layer for AI coding agents.

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Chroma logo

Chroma

memory & RAGOpen source + cloud

Open-source search and vector database widely used for agent memory and RAG.

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TencentDB-Agent-Memory logo

TencentDB-Agent-Memory

memory & RAGOpen source

Team-level memory hub that turns conversations, docs and code into shared memory for agents.

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EverOS logo

EverOS

memory & RAGOpen source

Local-first, portable memory layer for AI agents stored as Markdown.

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MemOS logo

MemOS

memory & RAGOpen source

Memory operating system for LLMs and agents with persistent memory and retrieval.

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Honcho logo

Honcho

memory & RAGOpen source + cloud

Memory library and service for building stateful agents that remember users.

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Acontext logo

Acontext

memory & RAGOpen source

Memory layer that stores agent experience as reusable skills.

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ReMe logo

ReMe

memory & RAGOpen source

Memory management kit for agents.

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seekdb logo

seekdb

memory & RAGOpen source

AI-native search database for agent storage combining vector, text and structured data.

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MemMachine logo

MemMachine

memory & RAGOpen source

Universal memory layer for AI agents.

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Agentset logo

Agentset

memory & RAGOpen source + cloud

Open-source RAG platform for building agents and apps that answer accurately from your documents.

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Top memory & RAG repos on GitHub (35)

RepoGitHub starsLicenceLast push
MarkItDown ↗190,824MIT2026-10-04
Claude-Mem ↗101,230Apache License 2.02026-10-17
RAGFlow ↗92,335Apache License 2.02026-10-17
Headroom ↗75,629Apache License 2.02026-10-17
Mem0 ↗67,147Apache License 2.02026-10-14
MemPalace ↗59,622MIT2026-10-18
Hindsight ↗50,483MIT2026-10-16
OpenViking ↗40,217GNU Affero General Public License v3.02026-10-18
PageIndex ↗39,186MIT2026-10-16
Cognee ↗32,405Apache License 2.02026-10-16
Graphiti ↗31,819Apache License 2.02026-10-17
Supermemory ↗31,281MIT—
AgentMemory ↗29,593Apache License 2.02026-10-18
Chroma ↗29,512Apache License 2.02026-10-17
TencentDB-Agent-Memory ↗29,346MIT2026-10-15

Top 15 of 35 by stars. Stars and licence come from each repo, checked when the listing was last verified.

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Facts come from our directory listings; pricing is as each maker states it. Check official sites before you choose.

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