#Bias Audit MCP Servers

An AI said 'AI should be fair and transparent' without naming a single affected group. It said 'we checked for bias' without naming a metric, attribute, or measured disparity. It said 'contact support' as the recourse mechanism. That is not ethics. That is ethics washing. This tool forces five operational axes: stakeholder identification, harm quantification, bias auditing, transparency demonstration, and recourse mechanisms.