What is a #vector MCP server?
An MCP server tagged #vector implements the Model Context Protocol so AI assistants like Claude, Cursor, and VS Code can access vector-related tools, data, or APIs.
11 #vector MCP Servers & Clients
Every MCP server and client below is tagged #vector — install one to give Claude, Cursor, VS Code, or any other MCP-compatible client access to vector tools.
All
Cursor10x
aurda012
The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across sessions.
Added last year
Cursor History MCP 📜
Nossim
API service to search vectorized Cursor IDE chat history using LanceDB and Ollama
Added last year
Forge
VoxellInc
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.
Added last month
SVGMaker MCP Server
GenWaveLLC
A powerful MCP server for generating, editing, and converting SVG images using AI, uses the best vector generation models
Added last year
mcp-server-mariadb-vector
DavidRamosSal
MCP server for MariaDB
Added last year
Calypso Multimodal RAG
calypso-so
Launch a hosted Gemini File Search true multimodal RAG layer that answers from your PDFs, docs, screenshots, charts, diagrams, help center, FAQs, and images with citations people can verify.
Added last month
GM
Gdal Mcp
Wayfinder-Foundry
About
Added 8 months ago
VM
Vector Memory Mcp Server
Xsaven
Vector Memory MCP Server
Added 8 months ago
M
Mimirs
TheWinci
Persistent project memory for AI coding agents. Hybrid vector + BM25 search with AST-aware chunking (24 languages), dependency graph boosting, conversation memory, checkpoints, annotations, and wiki generation. Local-first, zero config. `bunx mimirs init`
Added 3 months ago
MS
Manticore Search
manticoresoftware
MCP server for Manticore Search — enables AI assistants to query and manage Manticore Search databases directly. Supports full-text search, KNN vector search, fuzzy search, and real-time data access.
Added 4 months ago
G
Geoserver
ronitjadhav
A Model Context Protocol (MCP) server that exposes GeoServer REST API functionality for natural language interaction. Built on the python-geoservercloud library, this MCP server provides 80+ tools for managing:
Added 5 months ago
Frequently asked questions
Common questions about MCP servers and clients tagged #vector
How many #vector MCP servers and clients are there?
mcp.so currently lists 11 MCP servers and clients tagged #vector.
How do I install a #vector MCP server?
Open any server below and copy its install snippet into Claude Desktop, Cursor, VS Code, or another MCP client's configuration — remote servers need no separate download.