Find the thread
Structured summaries turn first contact into orientation: question, method, result, contribution, limitation.
Gloss is a private, self-hosted companion for reading research papers deeply—without sending your library somewhere else.
The paper reader, re-lit
Gloss puts a real PDF reader, your annotations, and a capable AI collaborator in the same calm space. Ask a question, inspect a claim, trace a reference, then keep going.
See the signal
Turn a dense paper into an explorable working surface. Get a structured brief, inspect highlighted passages, and follow your own thread of thought.
A better way through
Built around the moments where a research paper asks the most of you.
Structured summaries turn first contact into orientation: question, method, result, contribution, limitation.
Select anything—from a result to an equation—and get a focused explanation in context.
Trace citations outward and discover related work through Crossref, arXiv, and Semantic Scholar.
Highlights, pencil, freehand lasso, and notes stay saved locally beside the paper.
Make it yours
Plug in the tools your research practice calls for. Discover reader panels and skills without leaving your library.
Keep a durable conversation with every paper.
InstalledTurn structure into an explorable map.
Sentence-level translation that remembers.
Find the next paper worth opening.
InstalledYour work stays close
Local by default Your papers, notes, and generated work live on your machine.
Bring your model Use local Claude or Codex, APIs, or any OpenAI-compatible endpoint.
Keep your flow Windows desktop app, browser app, or CLI—pick the surface that fits.
Start reading differently
Gloss is free, local, and ready for your next paper.
Open source · Node 18+ · Python 3.11+ for the web app