Agent Decision Confidence — normalize disagreeing risk sources onto one basis, separate definitional disagreement from factual disagreement, and return a confidence label with an audit trail. Pure Python stdlib. MCP server included.
Or install with pip: pip install decision-confidence
README Excerpt
**Agent Decision Confidence** — a small, dependency-free framework that turns **heterogeneous risk signals from multiple external sources** into **comparable scores**, separates **disagreement that is factual** from **disagreement that is definitional**, and returns a **confidence** label with an **audit trail**.