curator

About / Zotero

The papers you’vealready chosen.

Connect Zotero and the library you’ve already built teaches Curator your field in a single pass — then stays in step as you add to it.

Connect Zotero

Read-only · Encrypted · Yours to disconnect

IThe handoff

New accounts start from nothing: a cold model that needs a few rounds of feedback before the feed finds you.

Zotero skips that. The library you’ve already curated is the most honest record of your field that exists — Curator reads it once, end to end, and starts there.

IIConnecting

One connection, read-only.

One click

Curator requests read access to your library and notes. Never write.

Or paste a key

Create a read-only Zotero key and paste it. Curator checks it with Zotero before saving anything.

Either way

Your key is encrypted before it touches our database, and never written to a log.

IIIThe import

The import runs in the background. Close the tab; it keeps going. It checkpoints as it goes and resumes where it left off, so a large library finishes across several passes instead of timing out.

  • 01

    Your library

    Every item, plus every group library your key can read. Run it again and nothing duplicates.

  • 02

    Your highlights

    The annotations you left in Zotero’s PDF reader come across too.

  • 03

    Your feed

    Once the library is in, Curator uses it to personalize what you see.

IVMatching

Every item has to become a paper Curator knows. It tries, in order:

  • 01

    By DOI

    10.1038/…

    Matched against Curator’s corpus.

  • 02

    Fetched if new

    PMID:…

    A DOI or PubMed ID we don’t have yet is pulled from OpenAlex or PubMed and added. Your library can grow the shared corpus, not just point at it.

  • 03

    By title and authors

    When there’s no identifier to match on.

What can’t be matched is set aside as Unmatched, for you to review or dismiss. Curator never invents a stub paper to cover a gap. A matched item lands in your library as a save — and never overwrites one you saved by hand.

V · Your highlights

Open the paper in Curator’s reader and your Zotero highlights are right where you left them.

Private by construction

Imported highlights live in a table only you can read, with row-level security keyed to your account. They never appear in a like, a reply, a share, or anyone’s network feed.

Yours to build on

Add your own highlights, notes, and freehand ink on top — all private, all in the same reader.

VIStaying in sync

Connect once; it keeps up. Every few hours Curator pulls only what changed since last time — new and changed papers, new highlights, and anything you deleted in Zotero. Nothing re-imports from scratch.

VIIYour feed

This is the point of all of it. Curator averages the papers in your imported library into a single picture of your interests, and ranks what you see against it.

Cold start, solved

For a new account, your library is the feed. The papers you chose decide the first papers Curator shows you.

It never overwrites you

If Curator has already learned a profile from how you read here, the import won’t replace it. Your earned signal wins.

Only real matches count

Only items that resolved to a paper feed this. Unmatched items sit out.

VIIIYour data

Read-only

The connection requests read access only. Curator never writes to your Zotero.

Encrypted at rest

Your key is encrypted with AES-256-GCM before storage, and never written to a log.

Yours alone

Your library, your highlights, and your unmatched items are owner-only. No other user, followed or not, can read them.

Reversible

Disconnect and Curator erases your stored key and sync state. Imported papers stay in your library as ordinary saves; the Zotero link is gone.

Without an account

No Zotero account? You can still import a .bib or .ris file, or export your whole Curator Library back out as BibTeX, from your profile settings.

A reference manager remembers what you’ve read.

Curator uses it to find what you haven’t.

Connect Zotero

Read-only · Private · Yours to disconnect

Curator | Expert judgment on new science