"author:witthayaryu" matching MCP servers:

Enables any MCP-speaking host to pose typed judgment questions (yes/no, choice, score) and receive calibrated probabilities rather than prose, over a stdio transport. Runs fully offline against a mock provider by default, requiring an explicit live credential and opt-in gates before any state is transmitted.