chatbots

Chat interface backed by a FastMCP server that sends queries to SerpApi and returns organic results as clickable cards.

Full-stack YouTube RAG chatbot that retrieves timestamped transcripts through SerpApi, chunks and searches them, and returns grounded answers with clickable timestamp sources.

Uses SerpApi travel searches to compare complete-trip options within a user's budget in a Telegram planning assistant.