neuml/paperai

Health v2 · maintenance only

Adoption not part of the score

1779 stars · 146 forks observed · 2026-08-28

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

paperai is an AI application for medical and scientific papers that runs bulk LLM inference and RAG pipelines over article repositories to answer questions and generate reports. It outputs reports in Markdown, CSV, and can annotate answers directly on PDFs.

Use cases

• answer questions across a corpus of medical papers
• generate bulk LLM reports over scientific literature
• run RAG pipelines over research article repositories
• annotate answers directly on PDF papers
• search medical literature with embeddings
• kick off hundreds of ChatGPT-style prompts over my own documents

When to choose

• you need bulk question-answering or report generation over medical/scientific paper collections
• you want RAG-backed answers with citations annotated on PDFs
• you want a Python/Docker app built on txtai for literature analysis

When to avoid

• you need a general-purpose chatbot UI rather than batch report generation
• your documents are not medical/scientific papers and you need a fully generic pipeline
• you need a hosted SaaS solution with no local setup

Facets

application · maturity active

search-engine rag llm-inference nlp machine-learning pdf data-visualization artificial-intelligence healthcare pdf python cli medical-papers scientific-papers txtai document-search report-generation natural-language-processing search docker

Member repositories

For agents

markdown · JSON · MCP: product_card(name="neuml/paperai")