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Get Started Free →Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries programmatically, managing bibliographic references, exporting citations, searching library contents, uploading PDF attachments, or building research automation workflows that integrate with Zotero.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | — | — |
| case-18 | ✗→✓ | ▲ Improved | — | — |
| case-01 | ✗→✓ | ▲ Improved | — | — |
| case-09 | ✗→✓ | ▲ Improved | — | — |
| case-11 | ✗→✓ | ▲ Improved | — | — |
Pyzotero is a Python wrapper for the Zotero API v3. Use it to programmatically manage Zotero libraries: read items and collections, create and update references, upload attachments, manage tags, and export citations.
Required credentials — get from https://www.zotero.org/settings/keys:
/groups/ in the group URLStore credentials in environment variables or a .env file:
ZOTERO_LIBRARY_ID=your_user_id
ZOTERO_API_KEY=your_api_key
ZOTERO_LIBRARY_TYPE=user # or "group"See references/authentication.md for full setup details.
bashuv add pyzotero # or with CLI support: uv add "pyzotero[cli]"
pythonfrom pyzotero import Zotero zot = Zotero(library_id='123456', library_type='user', api_key='ABC1234XYZ') # Retrieve top-level items (returns 100 by default) items = zot.top(limit=10) for item in items: print(item['data']['title'], item['data']['itemType']) # Search by keyword results = zot.items(q='machine learning', limit=20) # Retrieve all items (use everything() for complete results) all_items = zot.everything(zot.items())
Zotero instance is bound to a single library (user or group). All methods operate on that library.item['data']. Access fields like item['data']['title'], item['data']['creators'].zot.everything(zot.items()) to get all items.True on success or raise a ZoteroError.| File | Contents | |------|----------| | references/authentication.md | Credentials, library types, local mode | | references/read-api.md | Retrieving items, collections, tags, groups | | references/search-params.md | Filtering, sorting, search parameters | | references/write-api.md | Creating, updating, deleting items | | references/collections.md | Collection CRUD operations | | references/tags.md | Tag retrieval and management | | references/files-attachments.md | File retrieval and attachment uploads | | references/exports.md | BibTeX, CSL-JSON, bibliography export | | references/pagination.md | follow(), everything(), generators | | references/full-text.md | Full-text content indexing and retrieval | | references/saved-searches.md | Saved search management | | references/cli.md | Command-line interface usage | | references/error-handling.md | Errors and exception handling |
pythonitem = zot.item('ITEMKEY') item['data']['title'] = 'New Title' zot.update_item(item)
pythontemplate = zot.item_template('journalArticle') template['title'] = 'My Paper' template['creators'][0] = {'creatorType': 'author', 'firstName': 'Jane', 'lastName': 'Doe'} zot.create_items([template])
pythonzot.add_parameters(format='bibtex') bibtex = zot.top(limit=50) # bibtex is a bibtexparser BibDatabase object print(bibtex.entries)
pythonzot = Zotero(library_id='123456', library_type='user', local=True) items = zot.items()
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-05 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +27 percentage points is the difference between those two pass rates over the 22 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.