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Zotero to Referey

Use Referey on Androids with your Zotero db. Or export your Zotero db in a way that Referey will be able to use.

The zotero-to-referey.R or, if you use Zotero 5, zotero5-to-referey.R code will take a Zotero sqlite database (db) and convert it into a database that Referey, and Android application, can handle.

Before we get going, a WARNING: as the license clearly states, this is provided without any warranty. The instructions below change paths, sync files, etc. I am not responsible if trying to follow these instructions or using this code destroys your Zotero db, converts the PDFs of your collection of scientific papers into unedible cooking recipes, makes your dishwasher eat your fridge, or whatever. And please, use common sense (for starters, do a backup).

New: Zotero 5 (2017-12-28)

I have added a new file, zotero5-to-referey.R that should work with Zotero 5. Use this instead of zotero-to-referey.R in file


I use Android tablets heavily for reading, annotating, and highlighting PDFs (and most of that time I am offline) and I use this in combination with some reference management software (Mendeley in the past, Zotero now). A few essential features for me are:

  • Being able to read, annotate, and highlight any PDF in my library while offline, without having had to pre-download them before (e.g., I do not want to spend 10' minutes before I leave the lab thinking what I might be reading in the train on my way home). This means that any solution that tries to fetch the PDF from a server when you want to open it is not acceptable to me.

  • Having the PDFs synced with my computer(s) automagically as soon as I am online again. And, of course, having any annotations I make in the PDFs on my computer(s) show up in my tablets without any manual intervention.

  • Being able to select entries by collection and/or tag and order by date (and, ideally, order by author, or title, and other combinations).


Referey does exactly what I want but it was designed for Mendeley dbs. What I have done is take the Zotero db and, from it, generate a minimal db that Referey can deal with.

(Does this work with Windows, or Mac or ...? No idea. Most of it should, but I only use GNU Linux).

Why Referey

Referey makes many things extremely simple and convenient. The user takes care of syncing the database (db) and the complete directory with all the PDFs, and Referey works from there. If you use a syncing system that keeps the db in your tablets updated and that syncs the PDFs back and forth (e.g., see Syncthing), the above requirements are automatically satisfied. As a plus, I really like the UI of Referey and the many ways of searching for references, selecting intersections of tags, drilling down by collection, or searching by the intersection of collection and tag or searching within subcollections, sorting by several criteria (including reverse order), etc.

A better way

Note that the author of Referey has made the code available from Github: Referey Github Repo. Thus, as I mention below, a much better approach than using my code would be to directly modify the Referey code to allow it to deal with Zotero's db.

The code

I do the conversion using R. I use R instead of, say, Python because it is just simpler for me. The R script zotero5-to-referey.R (or zotero-to-referey.R) gets the needed data from the Zotero sqlite db, modifies/restructures it, and creates a new db that Referey understands.

You can use the R script zotero5-to-referey.R directly (you should only need to modify the first few lines). However, I have a shell script,, that is actually in charge of calling the R script. This script is called automatically whenever there is a change in the Zotero db (see Running automatically). is a bash script and I do not think it will run under Windows (but it should be easy to adapt it).

There are other reasons to use It takes care of making a temporary copy of the Zotero db to a temporary directory and it copies the output for Referey into two different files (for different tablets ---reasons in Syncing).

Using it (user configuration) and requirements

You need to have:

  • R
  • The following R packages
    • digest
    • uuid
    • RSQLite
    • reshape2
    • dplyr

You will need to specify:

  • If using the bash script:
    • The path to your zotero.sqlite file (in variable ZOTSQLITE)
    • The temporary directory (variable TMPDIR)
    • The full path and names of the files that will be sent to the tablest (I use two, called REFEREY1 and REFEREY2; modify as needed).
    • You will probably want to modify the bash script to suit your needs (e.g., the files to be sent to the tablet(s) or where the output from R is left).
  • If using the R script directly, modify conZf, conRf, and possibly change the working directory (setwd) in the lines that follow ## ####### MODIFY THIS #######.

Configuring Referey

There are two basic settings you need to configure in Referey itself:

  • The name of the sqlite file
  • How to deal with paths for the PDFs

Enter the Referey preferences, and set the "Database path" to the path of the sqlite file.

For the PDFs you need to specify the "PDF folder path" (i.e., the place relative to where all PDFs and their enclosing directories live) and how to deal with PDF path levels.

For example, in my case I have the complete Zotero PDF structure residing under /sdcard/Zotero-storage (that is what I enter in "PDF folder path"), so a particular PDF might be located at /sdcard/Zotero/storage/ABCD1234/somefile.pdf. And since the PDF file names in the sqlite db are stored as eight-capital-letters-and-numbers-directory/name-of-file (so the above would be stored in the db as ABCD1234/somefile.pdf) in "Preserve PDF path levels" I have option folder\file.pdf. There are other options available (just check the preferences help).


I use Syncthing for syncing. I sync the Zotero directory from which all the PDFs hang (remember that the structure is often some-directory/eight-capital-letters-and-numbers-directory/the-pdf; so I sync some-directory). I also sync the dbs for Referey (NOT the Zotero dbs). By syncing the directory of the PDFs all of my PDF annotations, highlights, etc, are always shared between all machines as soon as they get back online.

With Zotero, as is clearly explained in the documentation, it is generally OK to sync the directory of the PDFs and attachments however you see fit, but you should not be syncing the Zotero db yourself this way. So I sync the directory of the PDFs between computers and tablets using Syncthing. I also sync the dbs for Referey. But the Zotero db between computers is synced in the usual Zotero way, and has nothing to do with this setup.

Why do I make two copies of the dbs for Referey? Referey can make modifications to the dbs, and in my setup both tablets share a directory with the computers, so I do not want there to be conflicts or races and setting up one-way syncs is more trouble than just copying the file.

My setup

These are the details of my setup, which also explain some paths in the bash script. I have a Zotero-data directory, where the Zotero dbs live (you can configure this at will in Zotero). In this directory, the storage directory is a symbolic link to the directory Zotero-storage. Now I can sync Zotero-storage using Syncthing (without ever touching the Zotero db itself with Syncthing) between the computers and the tablets.

I could place the dbs for Referey under Zotero-storage but, for reasons that don't matter here, I have them in another directory called Files-to-tablet which is synced between computers and the tablets.

Running automatically

I want to trigger the creation of a new db for Referey whenever there is a change in the Zotero db. I use inotify-tools to monitor zotero.sqlite and call the bash script when there are changes. So as not to forget to run it, I have this line in my .xsession file:

 while inotifywait -e close -e modify ~/Zotero-data/zotero.sqlite; do ~/Proyectos/Zotero-to-Referey/; done &

(You might want to use entr, which is nice and simple, but I was missing some events; it would be triggered at open and close of Zotero, but not at intermediate changes with Zotero open, such as reorganizing the library, deleting tags, etc).

What this won't do

In contrast to some of the applications we discuss below, this code does not allow you to make modifications of your Zotero db from the Android. This is OK for me but might not be for others.

To repeat: the syncing that is two way is the one of PDFs. The db is not synced back (so even if you were to make changes to the db in your tablet, those would not propagate back to your Zotero db).

Of course, it is possible to use this solution AND also run one of the apps we discuss under Alternative Zotero and Android routes that do allow you to make changes to your Zotero db. For instance, you could add tags or notes to an entry (not a PDF) in your Zotero db because of something that you realized while reading the PDF.


Alternative Zotero and Android routes

As I said, I recently started using Zotero, coming from Mendeley. When using Mendeley, I used Referey in the tablets (see Zotero, Mendeley, a tablet, et al.). When I moved to Zotero, I sorely missed the convenience of Referey.

There are some apps listed under Zotero for Mobile, but none will do what I want, at least in Android systems. In fact, I have tried all of those listed: Zandy, Zed, Zed Lite, Zojo, Zotfile, plus Zotable, but none satisfy the requirements above. Zandy, Zotable, Zed, and Zed Lite so far will not allow you to get PDFs that already live locally in your tablet. Yes, you might be able with some of those apps to fetch PDFs, either from Zotero's servers, if you keep them there, of using WebDAV from a user-specified server, but then, that is not a workable solution if you want offline access to all and any of your PDFs. Zojo seems to have a way to access your local PDFs, but Zojo does not show collections or tags (yes, you can search, but I do not find this very convenient). Zotfile often requires too much manual intervention (see my attempts to use Zotfile ---this might be that I never actually fully understood how to use Zotfile) and, even if you manage to automate that, you have the PDFs in the tablet but you loose the rest of the structure (tags, collections) from your Zotero db which, again, makes things a lot less useful: I do not want just the bare PDFs.

Given the above, I tried using BibTeX Android applications. This idea has been mentioned in other places (e.g., the comment by smatthie, on 2015-09-15): basically, export the Zotero db as a BibTeX file, using the Zotero BBT extension that exports Zotero collections as JabRef's groups, and use an Android BibTeX app. There are three Android apps that will deal with BibTeX files but I did not like this solution either. Briefly, of the available ones, Library cannot show your Zotero collections or sort by date, RefMaster does not support more than one file per entry and does not support Zotero collections, and Erathostenes will only show the lower-most level of collections, is extremely slow, and often I need to kill and restart it as the app will hang. By extremely slow I mean that reloading my library of about 3000 references and about 100 collections/groups on an Asus TF201 can take over 40 minutes (10 to load the db and over 30 to deal with the JabRef groups); a Nexus 7 can do it in between 10 and 20' total. Changes in Zotero, thus, are painful to update in the tablets.

When using Referey, in contrast, I launch Referey and load the complete db in about 20 seconds in the Asus TF201 and 5 in the Nexus. Those are speed ups of 100x to 200x. And I keep my complete collection structure.

What about ZotDroid (2017-12-28; 2018-03-25)

ZotDroid was announced in the Zotero forum and is available from the Play Store. It seems a very interesting app and it ought to allow syncing changes back. In addition, it is also possible to specify a local path for the PDFs (see this comment in the Zotero forum).

However, I've tried using it with no luck. Basically, it is very slow when syncing and loading the collection and then it hangs in any of the usual operations (searching, scrolling, jumping to a collection, etc.). I've posted these problems in the Zotero forum.

I have tried again with version 1.1.5 (as of 2018-03-25). Still way too slow for real usage, and it is not possible to use, in a sensible way, the local collection of PDFs. Sorting and searching are also very limited compared to Referey. Finally, syncing requires, well, remembering to sync your collection (i.e., is not something that happens automagically via a general syncing solution for the tablet).

See my report of these problems in the Zotero forum. And it continues to be mostly just a read-only option (i.e., does not provide anything else beyond my current setup).

So, at least for now, I'll definitely continue using Referey since ZotDroid is not (yet?) a viable alternative at least for my collection and/or hardware.

(I just stumbled upon another app, ZotEZ, but is seems it is still in beta and is also read only; moreover, instructions on how to use a local collection force you to place things in specific locations. I see no advantage over my currently working setup).

Doing the Zotero to Referey conversion with Mendeley itself?

I tried that too, but it won't work well. You might think, for instance, about configuring Mendeley to have continuous integration of your Zotero db, and then launching mendeley whenever there is a change by issuing something like mendeleydesktop --sync-then-quit (yes, you need to sync; running mendeley offline will not trigger a conversion of the Zotero db). But this will rarely be a satisfactory experience. Why?

  • It is unreliable: I often got crashes (looking at the logs I could not understand what was happening) so that changes in Zotero would actually not propagate.
  • Even when it works, it is very slow (can take over 10 minutes to do the conversion).
  • Mendeley does not import Zotero's collections correctly. This is a well known, more than six years old problem. (I must be missing something, because it seems trivial to map from Zotero's collections to Mendeley's folders, or at least to do it in a way that will allow Referey to show the right thing).
  • Keeping Mendeley continuously open (i.e., not issuing the mendeleydesktop --sync-then-quit) did not help either (many Zotero changes did not propagate after waiting for up to 10 minutes and Mendeley can use a fair amount of CPU).


Lots are possible. For instance:

  • Make using it simpler (there are three or four variables too many that are specific for my setup).

  • Improve speed (it takes about 3 to 4 seconds to run the R script in my laptop). Main things:

    • Maybe using Rserve could save on start-up and package loading time.

    • In the code I almost always do Zotero db -> R data frame -> Referey db but in several cases we could easily do Zotero db -> Referey db directly, skipping the conversion to and from an R data frame (even if the SQLite commands are issues from R).

    • Any other improvements to the code: I am an sqlite ignorant.

  • Make use of other fields in Zotero I am ignoring for now (I ignore notes, for instance).

  • And, of course, the definitive improvement would be to directly use Referey on the Zotero db and stop using this code here 😃. Since the code for Referey is available, it should be possible to modify it to deal with Zotero's db.


The first requirement above, in Why, does not strike me as unreasonable. However, maybe my use case is unusual; this is what I gather based upon what is the most common design of virtually all Zotero Android apps: if PDF access is provided at all, it is by fetching them from the web (i.e., requiring being online). The exceptions are Zojo (partially) and Zotfile (but Zotfile in a sense is a different idea). I think I must be missing something obvious, so here goes my reasoning: my whole PDF collection is about 8 GB, which fits easily even in tablets from a few years ago. Now, if your daily routine often includes two one-hour train commutes, or if you take an 8-hour airplane flight or if you meet friends that can make you wait for 50 minutes... , I think it is reasonable to want to have all of your PDFs in your tablet without any need to pre-decide what to read. I just don't want to have to think about "did I download the PDF to the tablet? Am I awake enough to read paper X?". That is the nice thing about tablets (compared to paper): even if aliens abduct you for a few days, as long as they let you charge your tablet, you can just keep reading :-) ).


All the code here is copyright, 2015, Ramon Diaz-Uriarte, and is licensed under the GNU Affero GPL Version 3 License.


Convert Zotero db to use Referey




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