Orinyx: an open-source MCP for independently verifying AI agent outputs against evidence

Practical_Green5775 · reddit · 2026-11-05

A developer shares Orinyx, an open-source MCP project for independently verifying AI-generated outputs against external evidence, built around the gap between "the model produced a plausible answer" and "there's evidence the answer is correct." It starts with healthcare and medication verification using synthetic test cases and is in beta.

The author asks how others verify agent outputs pre-deployment: LLM-as-judge, deterministic checks, external references, or a mix — and how they capture evidence explaining failures when an agent answers incorrectly. Code is on GitHub (lexthirteen-ai/orinyx-mcp).

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