The AI-assisted Insights Agent is an MCP agent that can transform natural language questions into accurate, interpretable, and reproducible data insights. It translates business questions into SQL queries through a natural language interface, provides interpretable results (including query statements, metric definitions, and data quality), and ensures the reproducibility of analysis. It aims to bridge the gap between business questions and data answers, improving the efficiency and transparency of data analysis.

This is an MCP server for accessing and analyzing data from the Google Ads Transparency Center. It can query enterprise advertising campaigns, analyze advertising content (including images and videos), compare the advertising strategies of different companies, and provide insights into advertising effectiveness.

YetiBrowser MCP is a fully open - source implementation of browser automation MCP. It connects through a local MCP server and a browser extension, enabling AI assistants to control real browser tabs. All data is processed locally to ensure transparency and security.

Swarm.at is an open ledger protocol based on hash chains, used to record and verify the action settlements of AI agents. It provides tamper - proof, auditable public records, supports multiple framework adapters, predefined workflow templates, and a reputation - based trust system, ensuring the transparency and trustworthiness of multi - agent collaboration.