Credence is a local inference runtime that makes typed probabilistic decisions using GGUF language models by scoring the model's next-token distribution over permitted labels without generating text. Built on llama.cpp and framework-agnostic, it returns boolean decisions with probability scores and uncertainty diagnostics, currently in Phase 1 with a 4B model achieving 22/22 accuracy after calibration.