thunderbit-mcp-server: Thunderbit MCP Server is an open-source toolkit for the Thunderbit Open API that ships three packages: a CLI for scripted extraction, an MCP server exposing seven scraping and distillation tools, and a Claude Code plugin. It converts any web page to clean LLM-ready Markdown, extracts structured data via JSON Schema, and supports batch processing — all backed by a free API key.; sp500-mcp-server: An MCP server and Next.js web app for querying S&P 500 company data from Supabase. It exposes tools for company fundamentals, news sentiment, officers, and SEC filings, along with a web UI and embedded MCP App resources.
Feeding clean web content into LLM pipelines for RAG or summarization
Financial research on S&P 500 companies