mcp-confidence

Item: mcp-confidence
Rating: 71
Author: M8ven

Enables LLM agents to route responses as accept, verify, or ask-a-human based on token logprobs, and provides an MCP server for delegating generation to local models with confidence bands.

→ shaxzodbek-uzb/mcp-confidence · 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: MCP_CONFIDENCE_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.

configMCP_CONFIDENCE_BASE_URL— export ="http://localhost:8000/v1" # your vLLM/Ollama/TGI worker

🔐 secretMCP_CONFIDENCE_API_KEY— export ="not-needed"

configMCP_CONFIDENCE_MODEL— export ="Qwen/Qwen3-30B-A3B"

// 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/shaxzodbek-uzb-mcp-confidence-16nvuz)](https://m8ven.ai/mcp/shaxzodbek-uzb-mcp-confidence-16nvuz)

commit: 4d36cfb920e289bae028c876c5c3aecd4a523021

code hash: 4a33a73843771e98acc41058b57893a28d0bb9c2ce40b5ce6c8a73ffac0a501c

verified: 6/21/2026, 10:20:50 AM

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