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pyzotero

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.

72

Quality

90%

Does it follow best practices?

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SKILL.md
Quality
Evals
Security

Quality

Content

87%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

Well-structured, lean, and highly actionable with executable examples and excellent progressive disclosure into real reference files. The main gap is the absence of validation/verification checkpoints in the write and batch workflows, which caps workflow clarity.

Suggestions

Add an explicit validation step to write workflows, e.g. after create_items/update_item, fetch the item back with zot.item(KEY) to confirm the change persisted before reporting success.

For batch operations (e.g. looping over everything(items) to update or delete), show a checkpoint pattern: verify count, dry-run/preview, then apply, with error recovery on ZoteroError.

Note that write methods raise ZoteroError on failure and show a try/except example so Claude knows to validate outcomes rather than assume success from a missing exception.

DimensionReasoningScore

Conciseness

Lean overview with executable snippets and tight bullet 'Core Concepts'; it assumes Claude's competence and avoids explaining what Zotero or Python libraries are, so every token earns its place.

5 / 5

Actionability

Copy-paste-ready code covers the common cases — retrieve/search/everything, fetch-modify-update, create from template, BibTeX export, and local mode — with concrete method calls rather than pseudocode.

5 / 5

Workflow Clarity

Sequences like 'fetch item → modify → update_item' are present, but write/batch operations (create_items, update_item, deletes) have no validation or verification checkpoints; the rubric caps destructive/batch workflows without validation at 3.

3 / 5

Progressive Disclosure

A concise SKILL.md overview points via a clear reference table to 13 real, one-level-deep reference files with no nested references, matching the well-signaled, easy-to-navigate anchor.

5 / 5

Total

18

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, third-person description that pairs concrete CRUD and I/O actions with an explicit 'Use this skill when...' trigger clause. Trigger-term coverage is good but could add synonyms and file-format extensions for full natural-language reach.

DimensionReasoningScore

Specificity

Lists multiple concrete actions across entity types — 'Retrieve, create, update, and delete items, collections, tags, and attachments' plus 'exporting citations, searching library contents, uploading PDF attachments' — giving comprehensive coverage rather than the minor gaps of a 4.

5 / 5

Completeness

Explicitly answers both 'what' (interact with Zotero libraries; retrieve/create/update/delete) and 'when' ('Use this skill when working with Zotero libraries programmatically, managing bibliographic references, exporting citations...') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Good natural-term coverage ('Zotero libraries', 'bibliographic references', 'exporting citations', 'uploading PDF attachments', 'research automation workflows'), but lacks synonyms and format extensions (e.g. 'bibliography', 'BibTeX', '.bib') that would push it to a 5.

4 / 5

Distinctiveness Conflict Risk

Targets a clear niche — the pyzotero client and Zotero Web API v3 — with triggers specific enough that it would not fire for unrelated skills, minimizing conflict risk.

5 / 5

Total

19

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

Total

15

/

16

Passed

Repository
foryourhealth111-pixel/Vibe-Skills
Reviewed

Table of Contents

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