What is a #embedding MCP server?
An MCP server tagged #embedding implements the Model Context Protocol so AI assistants like Claude, Cursor, and VS Code can access embedding-related tools, data, or APIs.
7 #embedding MCP Servers & Clients
Every MCP server and client below is tagged #embedding — install one to give Claude, Cursor, VS Code, or any other MCP-compatible client access to embedding tools.
All
Solon Ai
opensolon
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.
Added last year
Easy Memory
FlippySun
Easy Memory MCP - Dual-engine embedding service with Qdrant vector store
Added 5 months ago
GE
Gemini Embedding 2 Mcp
AlaeddineMessadi
A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents.
Added 4 months ago
CodeWeave Mcp
semihkayan
Save tokens while coding — your AI agent gets structured code context, not file dumps.
Added 4 months ago
Memorious MCP
cedricvidal
Memorious-MCP is a minimal Model Context Protocol (MCP) server that provides a persistent key-value memory store with vector-similarity lookup using ChromaDB.
Added 10 months ago
M
Memento
iAchilles
A local, fully-offline MCP memory server using SQLite + FTS5 + sqlite-vec with embedding support
Added last year
Claude Context
zilliztech
Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.
Added 12 months ago
Frequently asked questions
Common questions about MCP servers and clients tagged #embedding
How many #embedding MCP servers and clients are there?
mcp.so currently lists 7 MCP servers and clients tagged #embedding.
How do I install a #embedding 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.