Zotero Mcp

D 52 completed
Other
unknown / python · tiny
5
Files
723
LOC
0
Frameworks
3
Languages

Pipeline State

completed
Run ID
#396062
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_tiny
Novelty
14.14
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #47299
Member of a group with 1 similar repo(s) — canonical #94036 view group →
Top concepts (2)
Project DescriptionWeb Backend
Repobility (the analyzer behind this table) · https://repobility.com

AI Prompt

Build me a Python-based MCP server that connects an AI assistant to my Zotero library. The core functionality should allow the assistant to search papers across titles, authors, and abstracts, browse collections, and most importantly, download PDFs and extract the full text content using `pymupdf`. I also need tools to pull citations in various styles like APA or Vancouver, and list all my available tags. The server should use Zotero's API credentials for authentication.
python mcp zotero ai-assistant pdf-extraction api library-management
Generated by gemma4:latest

Catalog Information

An MCP server that connects AI assistants to your Zotero library — including full-text PDF extraction. Search papers, browse collections, pull citations, and read the actual content of your PDFs, all from within Claude Code or any MCP-compatible client.

Description

An MCP server that connects AI assistants to your Zotero library — including full-text PDF extraction. Search papers, browse collections, pull citations, and read the actual content of your PDFs, all from within Claude Code or any MCP-compatible client.

Novelty

3/10

Tags

python mcp zotero ai-assistant pdf-extraction api library-management

Technologies

pydantic

Claude Models

claude-opus-4-6

Quality Score

D
52.5/100
Structure
48
Code Quality
55
Documentation
63
Testing
0
Practices
65
Security
100
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Weaknesses

  • No tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment
  • 177 duplicate lines detected \u2014 consider DRY refactoring
  • 1 'god files' with >500 LOC need decomposition

Recommendations

  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a linter configuration to enforce code style consistency

Security & Health

4.1h
Tech Debt (E)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (10)
About: code-quality intelligence by Repobility · https://repobility.com
MIT
License
5.9%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
91.3%
markdown
8.2%
text
0.6%

Frameworks

None detected

Concepts (2)

Page rendered by Aljefra Mapper · scored by Repobility (https://repobility.com)
CategoryNameDescriptionConfidence
Want fix-PRs on findings? Install Repobility's GitHub App · github.com/apps/repobility-bot
auto_descriptionProject DescriptionAn MCP server that connects AI assistants to your Zotero library — including full-text PDF extraction. Search papers, browse collections, pull citations, and read the actual content of your PDFs, all from within Claude Code or any MCP-compatible client.80%
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

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