pageindex-rag-course

SEC filing analysis (10-K / 10-Q / 8-K / proxy / S-1 / Forms 3-4-144 / 20-F) for the AI Investing course (Week 2+) using the PageIndex vectorless RAG MCP server. Invoke whenever the student asks about a public company's risk factors, MD&A, revenue drivers, year-over-year changes, executive compensation, insider transactions, or anything that requires reading the actual text of a SEC filing. Backed by a local Ollama + gemma4:e2b model — no cloud LLM calls. Ships with BLK + HOOD pre-indexed so the centerpiece exercises work out of the box; fetch_company_filings is fully available from Week 2 for any ticker the student wants to research.