MarketNow Registry / Developer Tools / glassbox-framework

glassbox-framework

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

Developer Tools v1.0.2 by TheBarmaEffect

Trust score

85/100

Install risk

Review advised

Source

official-registry

Indexed

2026-09-10

Install

$ https://registry.modelcontextprotocol.io/v0.1/servers/io.github.TheBarmaEffect/glassbox-framework

Heuristic signals advise review before installing: young package, low adoption, stale repository, or name similarity to a popular package.

How MarketNow scored this

Sentinel Index Heuristics — a security-first estimate from public signals:

Package age and release activity (stale repositories lose points)
Verified adoption: registry downloads or GitHub stars, not follower counts
Typosquat distance against the 150 most-installed MCP packages
Injection markers scanned in the package description

Heuristic, not a guarantee. For verified agent credentials and revocation, see the MarketNow Trust API.

What is glassbox-framework?

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits. Indexed by MarketNow with trust 85/100 (Review advised).

How do I install it?

Run $ https://registry.modelcontextprotocol.io/v0.1/servers/io.github.TheBarmaEffect/glassbox-framework Heuristic signals advise review before installing: young package, low adoption, stale repository, or name similarity to a popular package.

What does the trust score mean?

Security-first heuristic over public signals (age, adoption, typosquat distance, injection markers). It is not a popularity ranking and not a guarantee of safety. glassbox-framework scores 85/100.