"Box" matching MCP servers:

• Glass Box Framework

  TheBarmaEffect

  A

  license

  -

  quality

  C

  maintenance

  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.

  Updated 3 months ago (2026-05-25 08:10 UTC)

  11

  Apache 2.0

• retrieval-lens

  Vbj1808

  A

  license

  A

  quality

  B

  maintenance

  A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.

  Updated 2 months ago (2026-06-08 14:47 UTC)

  4

  15

  2

  MIT

• agent-bom

  msaad00

  A

  license

  A

  quality

  A

  maintenance

  AI supply chain security scanner for MCP servers and AI agents. 18 tools for CVE scanning, blast radius mapping, CIS benchmarks, SBOM generation, and compliance enforcement across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.

  Updated 5 hours ago (2026-08-10 09:15 UTC)

  77

  29

  Apache 2.0