PrivAgents: Agents and MCP servers for Confidential AI Workflows

Item: PrivAgents: Agents and MCP servers for Confidential AI Workflows
Rating: 45
Author: M8ven

PrivAgents is a privacy-first framework where intelligent agents interact with a secure MCP (Model Computation & Processing) server to perform encrypted data analysis using homomorphic encryption.

→ UvrajSB/PrivAgent · listed on mcp_so

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// key findings

⚠️

Tool descriptions don’t match what handlers do

1 tool describes read intent but its handler mutates — list_encryption (line 24: with open(file_path, "w") as f:)

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

// required environment variables

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

configMCP_SERVER_PORT

configMCP_SERVER_LOG_LEVEL

// 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 8 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/uvrajsb-privagent-wa34xn)](https://m8ven.ai/mcp/uvrajsb-privagent-wa34xn)

commit: 8ecdbcb48cce7aa6a955212f3ec20a2b7f7cee31

code hash: 686f55673c1f396a58f0cc47e350ed85b8b60ed747ba68fe2c470f8eb05aefdd

verified: 7/3/2026, 9:49:48 AM

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