SERVER

Glass Box Framework

Rank #5,149

io.github.TheBarmaEffect/glassbox-framework

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

Listed & last published
May 25, 2026
OVERVIEW

Glass Box Framework is a Model Context Protocol (MCP) server published by thebarmaeffect. It ranks #5,149 of 132,046 servers tracked on MCP Toplist, and its repository has 11 GitHub stars. Glass Box Framework is listed across 3 registries — Official MCP, Glama and PulseMCP, with 2 tracked versions. It was first listed on May 25, 2026 and most recently updated on May 25, 2026.

STANDING
#5,149of 132,046 tracked serversTop 5%

Ranks ahead of 126,897 of 132,046 servers on MCP Toplist.

CONNECT

Use Glass Box Framework

API keyNeeds credentials

Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.

npm package
claude mcp add glassbox-framework -e "ANTHROPIC_API_KEY=<your ANTHROPIC_API_KEY>" -e "GLASSBOX_MODEL=<your GLASSBOX_MODEL>" -e "GLASSBOX_MAX_TOKENS=<your GLASSBOX_MAX_TOKENS>" -e "GLASSBOX_ECS_MODE=<your GLASSBOX_ECS_MODE>" -- npx -y @glassbox-framework/mcp

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MCP Toplist: Top 5% of 132,046
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.TheBarmaEffect%2Fglassbox-framework.svg)](https://mcptoplist.com/server/io.github.TheBarmaEffect%2Fglassbox-framework)
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<a href="https://mcptoplist.com/server/io.github.TheBarmaEffect%2Fglassbox-framework"><img src="https://mcptoplist.com/badge/io.github.TheBarmaEffect%2Fglassbox-framework.svg" alt="MCP Toplist: Top 5% of 132,046" /></a>

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REGISTRIES

Listed on 3 registries

ORGANIZATION

thebarmaeffect

Organization
Servers in org
1
Versions across org
2
VERSIONS

Available versions (2)

1.0.2 · May 25, 20261.0.3 · May 25, 2026May 25, 2026May 25, 2026
VersionPublished
1.0.3May 25, 2026
1.0.2May 25, 2026
FAQ

Frequently asked questions

Who maintains Glass Box Framework?
Glass Box Framework is maintained by thebarmaeffect, which publishes 1 MCP server (2 total versions) tracked on MCP Toplist.
Is Glass Box Framework listed on the Official MCP Registry?
Yes — Glass Box Framework is listed on the Official MCP Registry, alongside Glama and PulseMCP.
How many versions does Glass Box Framework have?
MCP Toplist tracks 2 versions of Glass Box Framework, most recently published on May 25, 2026.
Where can I find the source code for Glass Box Framework?
The source code for Glass Box Framework is hosted at github.com/thebarmaeffect/glassbox.
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