"Information on Rag and Memory" matching MCP servers:

RAG Memory MCP
RAG Systems Knowledge & Memory Vector Databases
ttommyth
A
license
-
quality
C
maintenance
An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.
Last updated 2025-05-28
61
46
MIT
RAG Vault
RAG Systems Databases Vector Databases
RobThePCGuy
A
license
A
quality
A
maintenance
RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private.
Last updated 2026-07-25
9
81
1
MIT
Gemini RAG MCP Server
RAG Systems Vector Databases Knowledge & Memory
masseater
A
license
A
quality
C
maintenance
Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).
Last updated 2026-02-02
3
2
6
MIT
Memory-Plus
RAG Systems Knowledge & Memory
Yuchen20
A
license
-
quality
D
maintenance
A lightweight, local RAG memory store for MCP agents that enables recording, retrieval, updating, and visualization of persistent memories across runs.
Last updated 2025-05-25
56
Apache 2.0
MCP Memory
Knowledge & Memory Vector Databases RAG Systems
julianorck
A
license
-
quality
C
maintenance
Enables AI assistants to remember user information and preferences across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
Last updated 2025-11-21
27
MIT
MCP RAG Server
RAG Systems Vector Databases Knowledge & Memory
0xrdan
A
license
-
quality
C
maintenance
Enables AI assistants to search and retrieve information from your knowledge base using RAG (Retrieval-Augmented Generation) with hybrid search, document indexing, and ChromaDB vector storage.
Last updated 2026-01-02
43
MIT
RAG Knowledge MCP
RAG Systems Knowledge & Memory
CSOAI-ORG
A
license
-
quality
A
maintenance
RAG Knowledge - MCP server providing AI-powered tools and automation by MEOK AI Labs
Last updated 2026-06-26
25
MIT
Enhanced Memory MCP Server
Knowledge & Memory RAG Systems Search
marc-shade
A
license
-
quality
D
maintenance
A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like versioning.
Last updated 2026-04-06
MIT
Gemini CLI RAG MCP
RAG Systems Documentation Access Developer Tools
pedarias
A
license
-
quality
D
maintenance
Transforms static gemini-cli documentation into a queryable RAG service, enabling developers to ask questions about Gemini CLI in natural language and receive instant, accurate answers based on the official documentation directly within their workflow.
Last updated 2025-07-01
8
MIT
RAG Knowledge Graph MCP
RAG Systems Knowledge & Memory
CSOAI-ORG
A
license
-
quality
B
maintenance
RAG Knowledge Graph - MCP server providing AI-powered tools and automation by MEOK AI Labs
Last updated 2026-07-25
14
MIT
MCP Memory Server
Knowledge & Memory RAG Systems
beach55607-max
A
license
-
quality
D
maintenance
Provides long-term memory for AI coding agents, enabling them to remember, search, and organize information across sessions and platforms like Claude Code, ChatGPT, and Cursor.
Last updated 2026-04-05
33
7
MIT
gemini-file-search-rag-mcp
RAG Systems AI & Machine Learning
node2flow-th
A
license
-
quality
D
maintenance
MCP server for Google's Gemini File Search (RAG). Manage file search stores, upload documents, and query with RAG through 12 tools.
Last updated 2026-02-14
3
MIT
Model Context Protocol Server
RAG Systems Search Agent Orchestration
arkeodev
A
license
-
quality
D
maintenance
Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
Last updated 2025-04-27
2
MIT
Vector Memory MCP Server
Knowledge & Memory RAG Systems
NeerajG03
A
license
-
quality
D
maintenance
Enables AI assistants to save and recall information from files or free-form notes using natural language, acting as a long-term memory system.
Last updated 2025-11-05
MIT
CozoDB Memory MCP Server
Knowledge & Memory RAG Systems Search
tobs-code
A
license
-
quality
B
maintenance
Local-first memory for Claude & AI agents with hybrid search, Graph-RAG, and time-travel, runs entirely on your machine.
Last updated 2026-06-08
65
1
Apache 2.0
MCP Memory
Knowledge & Memory RAG Systems Vector Databases
marcelacout0
A
license
-
quality
C
maintenance
Enables AI assistants to remember user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage and retrieval.
Last updated 2025-12-22
27
MIT
feishu-memory-mcp
RAG Systems Knowledge & Memory
junqiu520
A
license
-
quality
B
maintenance
Enables AI agents to use Feishu (Lark) spreadsheets as long-term memory and personal knowledge base with retrieval-augmented generation (RAG) via the Model Context Protocol.
Last updated 2026-07-05
MIT
DuckDB-RAG-MCP-Sample
RAG Systems Vector Databases Search
nananaman
A
license
-
quality
D
maintenance
An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.
Last updated 2025-04-20
4
Apache 2.0
Python Memory MCP Server
Knowledge & Memory RAG Systems Developer Tools
wty0512
F
license
-
quality
D
maintenance
A Python-based server providing persistent memory management for AI models with SQLite and Markdown dual backend storage. It features full-text search, RAG-enhanced querying, and cross-project knowledge sharing for integration with Claude, Cursor, and Rovo Dev.
Last updated 2025-08-27
Lenny RAG MCP Server
RAG Systems Search Knowledge & Memory
mpnikhil
F
license
-
quality
D
maintenance
Provides hierarchical RAG over 299 Lenny Rachitsky podcast transcripts for product development brainstorming and insight retrieval. It enables semantic search across topics, insights, and examples to surface expert advice on product management and growth.
Last updated 2026-01-23
5