Model Context Protocol (MCP) Agent Frameworks Demo

Repo for demonstrating simple Model Context Protocol (MCP) server with several Agent Frameworks

→ andrewginns/agents-mcp-usage · listed on mcp_so

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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.

🔐

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— Add and/or OPENAI_API_KEY

configMODEL— make benchmark ="openai:gpt-5.2 (none)" RUNS=5 PARALLEL=1

configJUDGE_MODEL

configOUTPUT_DIR

configTRACE_DIR

configBENCHMARK_FLAGS

configAGENT_MODEL

configPUPPETEER_EXECUTABLE_PATH

configMCP_TRANSPORT

// 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 6 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/andrewginns-agents-mcp-usage-1sbyxo)](https://m8ven.ai/mcp/andrewginns-agents-mcp-usage-1sbyxo)

commit: 7c44b53b1e4a1b1ecf1bed1487e6445ab5573581

code hash: 6b13aacae7775877802c09b578ec3aafd36e0cbcaedecbd094a66a5b527915fc

verified: 6/16/2026, 12:16:55 PM

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