# Glass Box Framework

> Use this tool when you need to verify the integrity and transparency of AI-generated answers, and ensure they align with constitutional guidelines. The Glass Box Framework solves problems of trust and accountability by providing a runtime verification system with features like claim extraction, Epistemic Confidence Score, and audit logs. It takes in AI answers and outputs a trust score, reasoning chains, and audit logs, making it ideal for high-stakes applications where transparency and explainability are crucial.

Canonical page: https://skillsregistry.net/skills/thebarmaeffect-glassbox  
JSON: https://api.skillsregistry.net/v1/skills/thebarmaeffect-glassbox

## Description

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.

## Trust

- **Trust score (0–1):** 0.79
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/atu9upwtye)
- **Repository:** <https://github.com/TheBarmaEffect/glassbox>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "thebarmaeffect-glassbox"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/thebarmaeffect-glassbox` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/thebarmaeffect-glassbox/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt