LibraryFinance, legal and compliance

shadow-mentor

Chain and verify cryptographic evidence for AI-assisted credit decisions

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License
MIT
Updated
Updated Jul 10, 2026

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Project overview

Shadow signs each credit decision with Ed25519 and chains attestations with SHA-256 so a later verifier can detect silent changes to the verdict, reason codes, model manifest, or committed inputs and outputs. The verdict engine uses deterministic rules, while LLM personas provide advisory rationale that cannot alter the decision. The project sends no telemetry and explicitly remains pre-1.0 rather than a compliance product. It is a research layer for lenders building an auditable decision narrative.

Repository facts

Primary language
JavaScript
License
MIT
Repository updated
Jul 10, 2026
Default branch
main

Resource types

LibraryAPI or serverMCP server

Use cases

Finance, legal and compliance

Runtime

Local

Protocols & integrations

Model Context Protocol

Capabilities

Security guardrailVerification and evals

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