run-llama/sec-insights

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

2609 stars · 694 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

SEC Insights is a full-stack reference application built by LlamaIndex that uses RAG to answer questions about SEC 10-K and 10-Q financial documents. It features a React/Next.js frontend with a PDF viewer and citation highlighting, plus a FastAPI backend with streaming LLM responses and tool-based quantitative answers.

Use cases

• ask questions about SEC 10-K and 10-Q filings
• build a production RAG application from a reference codebase
• chat with multiple financial documents simultaneously
• view paragraph-level citations with PDF highlighting
• deploy a full-stack LLM app to Vercel and Render
• learn how to stream LLM responses with server-sent events

When to choose

• you want a complete real-world example of a production RAG application
• you need document Q&A with source citations over PDFs
• you want to fork a solid foundation for your own LlamaIndex-based app
• you need multi-document comparison chat with reasoning step streaming

When to avoid

• you need a lightweight library to embed in an existing app rather than a full application
• your documents are not financial filings and you don't want to adapt the ingestion pipeline
• you need on-premise LLM inference without API-based models or tools

Facets

application · maturity active

rag chatbot llm-inference pdf-viewer web-framework api-framework search-engine large-language-models fintech pdf web-development artificial-intelligence self-hosted python cross-platform llamaindex sec-filings financial-documents nextjs fastapi citation-highlighting streaming full-stack-example vercel render retrieval-augmented-generation web-server docker nodejs

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markdown · JSON · MCP: product_card(name="run-llama/sec-insights")