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Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.
io.github.TheBarmaEffect/glassbox-framework is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 67/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding io.github.TheBarmaEffect/glassbox-framework to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.
npx -y @glassbox-framework/mcp@1.0.3Review the upstream source before running this command.
{
"_meta": {
"io.modelcontextprotocol.registry/official": {
"status": "active",
"isLatest": true,
"updatedAt": "2026-05-25T07:33:36.953422Z",
"publishedAt": "2026-05-25T07:33:36.953422Z",
"statusChangedAt": "2026-05-25T07:33:36.953422Z"
}
},
"server": {
"name": "io.github.TheBarmaEffect/glassbox-framework",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "1.0.3",
"packages": [
{
"version": "1.0.3",
"transport": {
"type": "stdio"
},
"identifier": "@glassbox-framework/mcp",
"registryType": "npm",
"environmentVariables": [
{
"name": "ANTHROPIC_API_KEY",
"format": "string",
"isSecret": true,
"isRequired": true,
"description": "Your Anthropic API key (sk-ant-...). Required for the claim extractor, red team, constitution engines, and ECS coherence checks. One v1 tool (generate_trust_card) works without an API key — it's pure assembly + deterministic audit hashing."
},
{
"name": "GLASSBOX_MODEL",
"format": "string",
"default": "claude-sonnet-4-6",
"description": "Override the Claude model used by the verification engines. Defaults to claude-sonnet-4-6."
},
{
"name": "GLASSBOX_MAX_TOKENS",
"format": "string",
"default": "2048",
"description": "Per-engine-call max-tokens cap. Defaults to 2048; raise for verifying long-form content."
},
{
"name": "GLASSBOX_ECS_MODE",
"format": "string",
"default": "arithmetic",
"description": "ECS aggregation mode: arithmetic (weighted mean, default) or geometric (stricter — any zero dimension collapses the total)."
}
]
}
],
"repository": {
"url": "https://github.com/TheBarmaEffect/glassbox",
"source": "github"
},
"description": "Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits."
}
}