Glass Box Framework

Item: Glass Box Framework
Rating: 43
Author: M8ven

Runtime constitutional verification for AI answers — claim extraction with reasoning chains, Epistemic Confidence Score (ECS), 7-angle Glassbox Court red team, constitution compilation, Trust Card assembly, and deterministic SHA-256 audit logs.

→ TheBarmaEffect/glassbox · 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: ANTHROPIC_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.

🔐 secretANTHROPIC_API_KEY— The Python client makes zero LLM calls itself; it forwards arguments to the MCP server over stdio and renders the returned JSON. Set once and both layers use it.

configGLASSBOX_ECS_MODE

configGLASSBOX_MAX_TOKENS

configGLASSBOX_MODEL

// 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 2 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/thebarmaeffect-glassbox-19aqr6)](https://m8ven.ai/mcp/thebarmaeffect-glassbox-19aqr6)

commit: 19dd9e585ee8f90d9b2eed8b43f4be38cf9f4c30

code hash: 8fe031327678445887e451bc055a23aba3b0355aa9b3776834829078df2f3d1f

verified: 6/10/2026, 11:12:47 AM

view raw JSON →