TimeLooker

Automated web monitoring system that executes paid search tasks at scheduled intervals, detects genuine changes using duplicate detection, and sends email notifications when new results are found.

TimeLooker is an intelligent web monitoring system that combines MCP server capabilities with AWS Lambda deployment for automated search task execution and change detection. Built by fortnightly-devs using Python with Anthropic Claude API integration, it enables users to create paid monitoring tasks through x402 payment protocol that automatically search the web at specified intervals, use AI-powered duplicate detection to identify genuinely new results, and send email notifications when changes are found. The implementation features both local SQLite and cloud PostgreSQL database support, dynamic Lambda function deployment with EventBridge scheduling, SES email templating, and a FastAPI service layer, making it valuable for job search monitoring, product release tracking, academic opportunity discovery, and any scenario requiring intelligent automated web surveillance with payment-gated task creation.