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.

RunGPT is an innovative Chrome extension that integrates seamlessly with OpenAI's chat feature. Users can easily input, run, and test JavaScript code snippets right inside the conversation window. This tool facilitates a more interactive programming experience, allowing developers to engage directly with their code, debug issues, and visualize results instantly. Whether you're a seasoned coder or a novice, RunGPT makes coding more accessible and efficient by linking conversational AI with code execution.