Atlas / Skills / brycewang-stanford / Zoplicate Dedup Guide

Zoplicate Dedup GuideSAFE

skills/brycewang-stanford/zoplicate-dedup-guide

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: zoplicate-dedup-guide
description: "Detect and manage duplicate items in Zotero libraries"
metadata:
  openclaw:
    emoji: "🔃"
    category: "literature"
    subcategory: "metadata"
    keywords: ["Zotero", "deduplication", "duplicate detection", "library cleanup", "metadata merge"]
    source: "https://github.com/ChenglongMa/zoplicate"
---

# Zoplicate: Zotero Deduplication Guide

## Overview

Zoplicate is a Zotero plugin that detects and manages duplicate items in your library. It goes beyond Zotero's built-in duplicate detection by offering configurable matching criteria, batch merge operations, automatic deduplication on import, and smart metadata merging that keeps the best version of each field. Essential for researchers who import from multiple databases.

## Installation

```bash
# Download .xpi from GitHub releases
# Zotero 7: Tools → Add-ons → Install Add-on From File
```

## Features

```markdown
### Duplicate Detection
- **DOI matching** — Most reliable, catches exact duplicates
- **Title similarity** — Fuzzy matching for slight variations
- **ISBN matching** — For books and proceedings
- **Combined scoring** — Weighted match across multiple fields

### Smart Merge
- Keep the most complete metadata from each duplicate
- Preserve all tags from both items
- Merge notes and annotations
- Consolidate attachments (keep all unique PDFs)
- Maintain collection memberships from both

### Automatic Mode
- Detect duplicates on import
- Configurable auto-merge threshold
- Notification before auto-merge (optional)
```

## Configuration

```json
{
  "detection": {
    "criteria": {
      "doi": {"enabled": true, "weight": 1.0},
      "title": {"enabled": true, "weight": 0.8,
                 "similarity_threshold": 0.85},
      "isbn": {"enabled": true, "weight": 1.0},
      "year_author": {"enabled": true, "weight": 0.6}
    },
    "overall_threshold": 0.7,
    "ignore_case": true,
    "normalize_unicode": true
  },
  "merge": {
    "strategy": "keep_most_complete",
    "preserve_tags": true,
    "merge_notes": true,
    "keep_all_attachments": true,
    "prefer_fields_from": "newer"
  },
  "auto": {
    "detect_on_import": true,
    "auto_merge": false,
    "notify_on_detect": true
  }
}
```

## Usage Workflow

```markdown
### Manual Deduplication
1. Tools → Zoplicate → Find Duplicates
2. Review duplicate groups (side-by-side comparison)
3. Select master item for each group
4. Click "Merge" — metadata combined, duplicates removed

### Batch Operations
1. Tools → Zoplicate → Find All Duplicates
2. Review summary (X groups, Y total duplicates)
3. "Auto-select best" — picks master by completeness
4. "Merge All" — batch process all groups

### Import Deduplication
1. Import papers from database export (RIS, BibTeX)
2. Zoplicate auto-checks against existing library
3. Popup shows potential duplicates
4. Choose: Skip / Merge / Import as new
```

## Matching Examples

```markdown
### DOI Match (100% confidence)
Item A: "Attention Is All You Need" — DOI: 10.48550/arXiv.1706.03762
Item B: "Attention is All You Need" — DOI: 10.48550/arXiv.1706.03762
→ Exact duplicate (same DOI)

### Title Fuzzy Match (85% similarity)
Item A: "BERT: Pre-training of Deep Bidirectional Transformers..."
Item B: "Bert: Pre-Training of Deep Bidirectional Transformers..."
→ Likely duplicate (title similarity > threshold)

### Different Versions (not duplicate)
Item A: "Paper Title" (arXiv v1, 2023)
Item B: "Paper Title" (Published version, 2024)
→ Different DOIs, may want to keep both or merge
```

## Integration Tips

```markdown
### Multi-Database Import Workflow
1. Search PubMed → Export RIS → Import to Zotero
2. Search Scopus → Export RIS → Import to Zotero
3. Search Web of Science → Export RIS → Import to Zotero
4. Zoplicate detects cross-database duplicates
5. Merge: keep best metadata from each source

### With Other Plugins
- **Zotero Connector** — Detect dups on browser import
- **Better BibTeX** — Preserve citation keys on merge
- **ZotMoov** — Reorganize attachments after merge
```

## Use Cases

1. **Library cleanup**: Remove duplicates from large collections
2. **Import dedup**: Prevent duplicates when importing from databases
3. **Systematic reviews**: Deduplicate multi-database search results
4. **Lab libraries**: Merge shared group library duplicates
5. **Migration**: Clean up after importing from other reference managers

## References

- [Zoplicate GitHub](https://github.com/ChenglongMa/zoplicate)
- [Zotero Duplicate Detection](https://www.zotero.org/support/duplicate_detection)
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__zoplicate-dedup-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Zoplicate Dedup Guide skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Zoplicate Dedup Guide safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Zoplicate Dedup Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Zoplicate Dedup Guide work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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