"FOX" matching MCP servers:

Memory Box MCP Server
Vector Databases Knowledge & Memory RAG Systems
amotivv
A
license
A
quality
C
maintenance
Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.
Last updated 2025-09-22
12
9
MIT
memora
Knowledge & Memory RAG Systems Vector Databases
agentic-box
A
license
A
quality
B
maintenance
Persistent memory with knowledge graph visualization, semantic/hybrid search, importance scoring, and cloud sync (S3/R2) for cross-session context management.
Last updated 2026-07-13
42
431
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
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
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
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
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