MCP Servers / search / gemini-embedding-2-mcp

gemini-embedding-2-mcp

none★ 4search

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.

github ↗

Install

How to run this server

[ { "cmd": "uvx --from", "imports": [] } ]

server path: gemini-embedding-2-mcp

Tools

What this server exposes

preview_directory

Shows what will be indexed, grouped by modality and skip reason, before the scan runs.

get_result_context

Returns neighboring chunks or pages so agents can inspect exact source material after search.

Configuration

Environment & auth

authnone

envGEMINI_API_KEY

Resources

githubhttps://github.com/AlaeddineMessadi/gemini-embedding-2-mcp-server ↗