"A system for storing and managing data" matching MCP servers:

mem0 Memory System
Knowledge & Memory Vector Databases Autonomous Agents
pinkpixel-dev
A
license
B
quality
B
maintenance
A flexible memory system for AI applications that supports multiple LLM providers and can be used either as an MCP server or as a direct library integration, enabling autonomous memory management without explicit commands.
Last updated 2026-06-25
3
44
98
MIT
MCP Server for Qdrant
Vector Databases Search Databases
Jimmy974
A
license
-
quality
D
maintenance
A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
Last updated 2025-03-18
Apache 2.0
AVS Document Search System
Vector Databases Search RAG Systems
patw
A
license
-
quality
D
maintenance
A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.
Last updated 2025-08-13
2
MIT
Continuo Memory System
Knowledge & Memory Vector Databases Developer Tools
GtOkAi
A
license
-
quality
D
maintenance
Enables persistent memory and semantic search for development workflows with hierarchical compression. Store and retrieve development knowledge across IDE sessions using natural language queries, circumventing context window limitations.
Last updated 2025-10-14
2
AGPL 3.0
MCP RAG System
RAG Systems Vector Databases Text Summarization
nitin-kumar101
F
license
-
quality
D
maintenance
A Retrieval-Augmented Generation system that enables uploading, processing, and semantic search of PDF documents using vector embeddings and FAISS indexing for context-aware question answering.
Last updated 2025-12-03
Product Recommendation System
Vector Databases RAG Systems E-commerce & Retail
josephazar
F
license
-
quality
D
maintenance
Enables semantic search and natural language product recommendations using ChromaDB vector store and Azure OpenAI embeddings. Supports multi-filter search by category, brand, and price with 8 specialized MCP methods for intelligent product discovery.
Last updated 2025-12-08
mcp-lancedb
RAG Systems Vector Databases Search
adiom-data
A
license
-
quality
D
maintenance
A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.
Last updated 2025-02-07
12
79
MIT
MCP Data Server
Vector Databases Search Knowledge & Memory
hkonda015
A
license
-
quality
D
maintenance
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic search. Provides both CLI and MCP server interfaces so Claude Desktop can search and read your local documents.
Last updated 2025-08-22
MIT
Graph RAG MCP Server for
RAG Systems Vector Databases Note Taking
saselvan
A
license
-
quality
D
maintenance
A local-first Graph-RAG system combining ChromaDB with metadata-based graph relationships and Gemini 2.5 Flash for intelligent Q&A over Obsidian vaults, supporting MCP clients like Claude Desktop, Cursor, and Raycast.
Last updated 2026-02-03
MIT
MCP Server for Milvus
Vector Databases RAG Systems Databases
zilliztech
A
license
-
quality
D
maintenance
An integration server implementing the Model Context Protocol that enables LLM applications to interact with Milvus vector database functionality, allowing vector search, collection management, and data operations through natural language.
Last updated 2026-07-20
237
Apache 2.0
AI MCP System
RAG Systems Vector Databases
venkatanaveen2078909-rgb
F
license
-
quality
D
maintenance
An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search.
Last updated 2026-04-10
1
Python Codebase Analysis RAG
RAG Systems Vector Databases Code Analysis
shervinemp
F
license
-
quality
B
maintenance
An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
Last updated 2026-05-25
6
Munin AI Memory
Knowledge & Memory RAG Systems Vector Databases
3d-era
F
license
-
quality
A
maintenance
Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: * Multi-Project Support: Isolate memories into separate "brains" (Context Cores). * GraphRAG: Automatically builds a knowledge graph from your context. * Sub-200ms Search: Blazing fast Hybrid & Semantic
Last updated 2026-06-29
3
EyeLevel RAG MCP Server
RAG Systems Vector Databases Knowledge & Memory
wannabidr
F
license
-
quality
-
maintenance
A local Retrieval-Augmented Generation system that enables users to ingest markdown files into a FAISS-powered vector knowledge base for semantic search. It provides tools for document indexing and context retrieval to support informed LLM queries without external dependencies.
Last updated 2026-01-21
MCP Server + Document Memory
RAG Systems Knowledge & Memory Vector Databases
MarvelEyiosa
F
license
-
quality
D
maintenance
Enables AI systems to remember interactions, understand document context through semantic search, and intelligently route requests with persistent memory and quality-scored content synthesis.
Last updated 2025-12-05
privateGPT MCP Server
Vector Databases RAG Systems
Fujitsu-AI
A
license
-
quality
D
maintenance
A server implementation that allows secure communication between MCP clients and privateGPT, enabling users to chat with privateGPT using knowledge bases and manage sources, groups, and users through a standardized Model Context Protocol.
Last updated 2026-01-12
6
MIT
vikingdb-mcp-server
Vector Databases RAG Systems Databases
fastmcp-me
F
license
-
quality
D
maintenance
Enables interaction with VikingDB, a high-performance vector database, for storing and searching vector data via natural language.
Last updated 2025-10-12
Qdrant MCP Server
Vector Databases RAG Systems
Jimmy974
F
license
-
quality
D
maintenance
Enables interaction with Qdrant vector database for storing, searching, and managing vectors with automatic text embedding.
Last updated 2025-03-18
1
knowledge-rag
RAG Systems Vector Databases Knowledge & Memory
lyonzin
A
license
A
quality
A
maintenance
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.
Last updated 2026-07-07
13
228
MIT
Agentic RAG MCP
RAG Systems Vector Databases Search
enached134-ctrl
A
license
A
quality
A
maintenance
A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.
Last updated 2026-07-04
3
1
MIT