Ai Verification Python Packages

qwed-finance

Deterministic verification middleware for banking and financial AI. NPV, IRR, loan amortization, and interest calculations with QWED precision.

groundlens-mcp

MCP server for groundlens — LLM hallucination detection for Claude Desktop, Cursor, Windsurf, and any MCP client

glassbox-framework

Glass Box Framework — runtime constitutional verification for AI answers. Trust Cards with claim-level reasoning chains, formal ECS scoring, the 7-angle Glassbox Court red team, and deterministic audit logs. MCP-native.

qwed-ucp

QWED verification for Universal Commerce Protocol (UCP) transactions

rooben

Rooben — Autonomous agent orchestration with verification, budget enforcement, and learning

vrl-sdk

Python SDK for the Verifiable Reality Layer (VRL) Proof Bundle Specification v1.0