R

RAG Memory

1-Click Ready

Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based re...

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35 installs
Updated Nov 22, 2025
Audited
Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual information retrieval

Tools

createEntities

<description> Create multiple new entities in the knowledge graph with comprehensive metadata and observations. **Essential for building the foundational structure of your knowledge representation.** ...

addObservations

<description> Add new observations to existing entities to continuously enrich their context, evidence, and understanding. **Essential for keeping your knowledge graph current and comprehensive.** Obs...

embedAllEntities

<description> Generate semantic vector embeddings for all entities in the knowledge graph to enable semantic search. **Essential for upgrading your knowledge graph to use semantic vector search instea...

getDetailedContext

<description> Retrieve comprehensive detailed context for a specific chunk, including the full text and surrounding content. **Essential companion to hybridSearch** - use this to get complete context ...

storeDocument

<description> Store a document in the system for later processing. **Simple document storage without automatic extraction.** AI agents can then choose which processing steps to apply using other tools...

How to Install RAG Memory

Install RAG Memory MCP server with one click through FastMCP. Choose your preferred AI development tool below:

Claude Desktop

Click "Claude Desktop" in Quick Start

Cursor IDE

Click "Cursor IDE" in Quick Start

VS Code

Click "VS Code" in Quick Start

RAG Memory supports one-click installation — no manual JSON configuration needed.

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