Plugins / AI & summaries

Auto-Tag (AI)

by shaexys · github.com/shaexys/zotero-auto-tag

Tags new papers with an LLM against a hierarchical taxonomy kept in a Markdown file, and rejects any tag the taxonomy doesn't contain.

Auto-Tag (AI) has Atlas grade A (recommended) because every code check came out low. It works with Zotero 7–10, 11 beta. Last checked 6 Nov 2026.

View source
Downloads a .xpi file (0.01 MB). In Zotero, open Tools → Plugins and install it from the file.
In useAn estimate of how many copies of Zotero have it: Zotero downloads each new version once for every copy that has the plugin, so we count the downloads of its most-downloaded recent release. Rounded. Plugins that update from outside GitHub count low.
5
DownloadsAll-time downloads of its release files from GitHub, counting every update. Installs from elsewhere aren't counted.
5
ReleasesVersions published on GitHub. Everyone who has the plugin downloads each one again, which adds up in Downloads.
2
StarsPeople who starred the repository on GitHub: a rough measure of interest.
0
ContributorsPeople who have committed code to the repository.
1
LicenceThe licence the code is published under, as GitHub reports it.
MIT
A
Atlas gradeRecommended
because every code check came out low
Applies to v1.0.5, released 6 Oct 2026Code checked · not yet tested in a live Zotero
What we found in the codeSets the gradeThe worst finding in these three areas sets the grade.
Code transparencyReadable code; not yet checked against the published sourceThe developer uploaded the release file from the shaexys account. We haven't yet checked whether this file matches the public source code.UnknownWe couldn't check this yet.
Updates
Updates come from this project's GitHub repositoryThe update address offers version 1.0.5, which isn't newer than this one, so Zotero won't update it for now
Where your data goesOnly contacts services we could identify1 address in 1 group.LowLow concern: normal for plugins that do this job. Listed so you know.
AI services (1)
api.openai.com
Where we found it
api.openai.comchrome/content/auto-tag.js · line 10
Zotero.Prefs.get("extensions.autotag.api_url", true) ||
Powerful capabilitiesStores API keys or passwords, and 1 moreLowLow concern: normal for plugins that do this job. Listed so you know.
Low concern (2)
Stores API keys or passwordsWorks with files on your computer
Before you installShown, not gradedFacts to help you decide. They don't change the grade.
Works withZotero 7, 8, 9, 10, 11 betaUpdates automatically
Zotero 7 ✓ worksZotero 8 ✓ worksZotero 9 ✓ worksZotero 10 ✓ worksZotero 11 beta ✓ works
What you'll needNothing extra detectedDetected automatically from its code
No further detail for this area yet.
MaintenanceActive · last release 6 Oct 20261 contributor
No further detail for this area yet.
LanguagesDocumentation in EnglishInterface language not declared
No further detail for this area yet.
We report what we found in the code. Open any area for the evidence.How we gradeReport a problem

What it does

Written by AI from the README

Tags new papers with an LLM against a hierarchical taxonomy kept in a Markdown file, and rejects any tag the taxonomy doesn't contain. Runs on import or from the right-click menu. Needs an OpenAI-compatible API key.

Hand-tagging hundreds of papers is inconsistent, and letting a model tag freely invents tags that fragment the library. Here the model only picks from your own tag list.

What you'll need

Detected automatically

We haven't detected any setup requirements. That isn't the same as none: check the developer's README.

Where your data goes

We found: only contacts services we could identify. 1 address in 1 group.

AI services (1)
api.openai.com
Evidence · file and line
api.openai.comchrome/content/auto-tag.js · line 10
Zotero.Prefs.get("extensions.autotag.api_url", true) ||

Forks and copies

No forks listed.

The developer's response

The developer hasn't responded. Developers can reply here, and their reply sits next to our findings.I'm the developer

Ratings and reviews

What people who use it say. This is separate from the grade, which is what the code does, and never changes it.

No ratings yet.

Write a review
Your rating of Auto-Tag (AI) v1.0.5

Your review is public, under the name you give, and published with the directory's data under CC BY 4.0. Links are removed. We never store your IP address: a scrambled code made from it is kept for 30 days to catch fake reviews. Every review is checked before it's published; how fake ones are spotted isn't published, so it can't be gamed.

Install Auto-Tag (AI)
ARecommended
  1. 1Download the plugin fileDownload v1.0.5.xpi · 0.01 MB
  2. 2In Zotero, open Tools › Plugins
  3. 3Click the gear, choose Install Plugin From File… and pick the file
Step-by-step guide with pictures