Downloads a .xpi file (1.6 MB). In Zotero, open Tools → Plugins and install it from the file.
StarsPeople who starred the repository on GitHub: a rough measure of interest.
1
DownloadsAll-time downloads of its release files from GitHub. Installs from elsewhere aren't counted.
0
ContributorsPeople who have committed code to the repository.
1
LicenceThe licence the code is published under, as GitHub reports it.
None stated
B
Atlas gradeUse with care
A+ABBC
because it hands your documents to a program on this computer; we can't check where they go from there, and 2 more findings
Next rung: A, once every finding in the code comes out low.
Applies to v3.7.30, released 30 Jun 2026Code checked · tested installed in Zotero 9.0.6 on 27 Sep 2026
Doesn't work with the current Zotero (10)Works with Zotero 7, 8, 9.
文
Documentation in Chinese onlyOur summary is in English, but the plugin's own docs and support are in Chinese.
What we found in the codeSets the gradeThe worst finding in these three areas sets the grade.
Code transparencyReadable code, uploaded by the project's automated GitHub buildThe release file was uploaded by the project's automated GitHub build. We haven't yet rebuilt it from the source to compare.LowLow concern: normal for plugins that do this job. Listed so you know.
Updates
Updates come from this project's GitHub repositoryThe update address offers version 1.0.0, which isn't newer than this one, so Zotero won't update it for now
Where your data goesHands your documents to a program on this computer; we can't check where they go from there2 addresses in 2 groups.MediumMedium concern: worth reading before you install. One medium finding makes the grade B.
Not identified (1)
a program on this computer
On your computer (1)
127.0.0.1named in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.
Powerful capabilitiesA zotero:// link (a web page can open one) can make it install add-ons without asking you, and 1 moreMediumMedium concern: worth reading before you install. One medium finding makes the grade B.
A zotero:// link (a web page can open one) can make it install add-ons without asking you (from zotero-plugin-toolkit)mediumMedium concern: worth reading before you install.A zotero:// link can make it run code if you approve a prompt (from zotero-plugin-toolkit)mediumMedium concern: worth reading before you install.
Where we found it
A zotero:// link (a web page can open one) can make it install add-o…content/scripts/fireflyagentzotero.js · line 140
Before you installShown, not gradedFacts to help you decide. They don't change the grade.
Works withZotero 7, 8, 9 · not 10, 11 betaDoesn't work with the current Zotero (10)MediumMedium concern: worth reading before you install. One medium finding makes the grade B.
Description coming soon. We haven't written a summary yet. The line above is the developer's own description; the developer's README is linked above.
What you'll need
Detected automatically
An API keyNeeds a key you get from the service (OpenAI-compatible LLM provider). What needs it: the backend agent's LLM provider needs an API key configured during install.
Zotero 7, 8, 9Not working with Zotero 10
Where your data goes
We found: hands your documents to a program on this computer; we can't check where they go from there. 2 addresses in 2 groups.
Not identified (1)
a program on this computer
On your computer (1)
127.0.0.1named in its code
Forks and alternatives
No forks listed.
Plugins for the same job
Add Items from TextAI & summaries · Import & metadataA+Recommended, tested in Zotero
MkteroReading & PDFs · Citing & writing · AI & summariesA+Recommended, tested in Zotero
Zotero 阅读模式沉浸式双语Reading & PDFs · Translation · AI & summariesA+Recommended, tested in Zotero
Zotero 标题翻译Reading & PDFs · Translation · Organising & tags · AI & summariesA+Recommended, tested in Zotero
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