marginalia

Find related entries to a seed file, build reading lists, and surface neighbour clusters Marginalia has discovered automatically. Use when the user is browsing rather than asking a specific question.

Bulk-admit files from a Marginalia mirror vault into the database, then let the LLM pipeline catch up in the background. Use when the user has dropped a stack of PDFs / markdown / notes into their vault directory and wants them indexed and searchable.

Ask Marginalia a research question, follow the citations it returns, and export the result as a single markdown file or a self-contained zip. Use when the user wants to think with their corpus rather than just look up a file.