Hybrid Memory Models Combining Relational, Graph, and RAG Approaches

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Hybrid Memory Models Combining Relational, Graph, and RAG Approaches

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Why this server?
Provides structured, persistent and portable memory through customizable cognitive tools defined in schema, which can incorporate graph-based storage.
FEGIS
p-funk
Verified
-
security
F
license
-
quality
FEGIS is a Model Context Protocol server that gives LLMs structured, persistent and portable memory through customizable cognitive tools defined in schema.
3
Python
Why this server?
Offers comprehensive memory management for AI assistants, supporting information management across conversations.
Pippa MCP Memory Manager
neobundy
-
security
F
license
-
quality
A comprehensive memory management system for Cursor IDE that allows AI assistants to remember, recall, and manage information across conversations through a user-friendly interface.
2
Python
Why this server?
Serves as a bridge to the mem0 cloud service, specializing in project management by storing, retrieving, and searching project information in a structured format.
mem0 MCP Server for Project Management
KunihiroS
Verified
-
security
F
license
-
quality
A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.
1
Python
Why this server?
Implements a basic persistent memory using a local knowledge graph, allowing Claude to remember information about the user across chats.
Knowledge Graph Memory Server
modelcontextprotocol
-
security
A
license
-
quality
A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
9
6,559
34,289
JavaScript
MIT License
Why this server?
A memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
cognee-mcp
topoteretes
A
security
A
license
A
quality
Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
4
1,954
Apache 2.0
Why this server?
Allows AI models to query and interact with FalkorDB graph databases through the Model Context Protocol.
FalkorDB MCP Server
FalkorDB
-
security
A
license
-
quality
Allows AI models to query and interact with FalkorDB graph databases through the Model Context Protocol (MCP) specification.
4
TypeScript
MIT License
Why this server?
Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.
Memory MCP Server
evangstav
-
security
A
license
-
quality
Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.
6
Python
MIT License
Why this server?
Provides vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage which is relevant to RAG.
Chroma MCP Server
privetin
-
security
A
license
-
quality
A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
17
Python
MIT License
Why this server?
An enhanced Model Context Protocol server that enables LLMs to inspect database schemas with rich metadata and execute read-only SQL queries with safety checks, facilitating RAG with relational data.
PostgreSQL Advanced MCP Server
syahiidkamil
Verified
-
security
F
license
-
quality
An enhanced Model Context Protocol server that enables LLMs to inspect database schemas with rich metadata and execute read-only SQL queries with safety checks.
177
1
TypeScript
Why this server?
A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
Files-DB-MCP
randomm
Verified
-
security
A
license
-
quality
A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
Python
MIT License