Gemini Research MCP Server

Item: Gemini Research MCP Server
Rating: 58
Author: M8ven

MCP server for AI-powered research using Gemini. Provides fast grounded web search, deep autonomous research, URL extraction, and session management.

→ machinemates-ai/gemini-research-mcp · listed on glama

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// key findings

⚠️

Tool annotations don’t match behaviour

1 read-only tool performs write/delete/exec — export_research_session (line 1610: resolved_path.write_bytes(result.content))

✅

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 2 credentials: GOOGLE_API_KEY, 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.

🔐 secretGOOGLE_API_KEY

🔐 secretGEMINI_API_KEY— Yes — [Google AI Studio API key](https://aistudio.google.com/apikey)

configGEMINI_MODEL— No gemini-3.1-pro-preview Model for research_web

configDEEP_RESEARCH_AGENT— No deep-research-pro-preview-12-2025 Agent for research_deep

configGEMINI_SUMMARY_MODEL— No gemini-3-flash-preview Model for session summaries (fast)

configGEMINI_RESEARCH_EXPORT_DIR— By default exports are written to

configFETCH_PROXY_URL— If proxy_url is omitted, the server falls back to when set.

configGEMINI_RESEARCH_STORAGE_PATH

configGEMINI_RESEARCH_TTL_SECONDS

// 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 4 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/machinemates-ai-gemini-research-mcp-lt4c1p)](https://m8ven.ai/mcp/machinemates-ai-gemini-research-mcp-lt4c1p)

commit: 01f0238722534568b47a90676192c908f640ca45

code hash: 0d888e41956eb1ab2909538a82e831aa2d50154aa1f73c85e649dfb7a0d49fcc

verified: 6/18/2026, 10:59:59 AM

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