Agent Transparency Tool offers a comprehensive framework for instrumenting AI agents with transparency features. It provides logging interfaces to record state transitions and decisions, modules to compute key transparency metrics (e.g., confidence scores, decision lineage), and visualization dashboards to explore agent behavior over time. By integrating seamlessly with popular agent frameworks, it generates structured transparency logs, supports export to JSON or CSV formats, and includes utilities to plot transparency curves for audit and performance analysis. This toolkit empowers teams to identify biases, debug workflows, and demonstrate responsible AI practices.

Equal Time is a powerful Chrome extension aimed at improving the quality of online meetings conducted on Google Meet. It offers features like participation monitoring, AI-generated notes, bias detection, and sentiment analysis, enabling users to assess the inclusivity of their discussions. This tool allows organizers to analyze speaking time and participation from various demographics, providing insights that foster a more equitable environment. With capabilities such as attendance tracking and real-time visualizations, Equal Time equips moderators with the resources needed to lead meetings effectively and inclusively.