Gemini Embedding 2 MCP Server

Item: Gemini Embedding 2 MCP Server
Rating: 69
Author: M8ven

A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local ChromaDB.

→ AlaeddineMessadi/gemini-embedding-2-mcp-server · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 1 credential: GEMINI_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretGEMINI_API_KEY— 3. Copy the key and use it in your client configurations below as .

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/alaeddinemessadi-gemini-embedding-2-mcp-server-1jz03x)](https://m8ven.ai/mcp/alaeddinemessadi-gemini-embedding-2-mcp-server-1jz03x)

commit: d77d661d90ac2a9c6407f8a15d7e9d24dd5ed37c

code hash: a1cf18b5241e4ec4ff1216b3cc59e1d7f8fe683bcced6a27250975137a7b7a8f

verified: 7/19/2026, 8:49:48 AM

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