用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills --skill zotero-markdb-connect-guide命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and 知网 AMLC, 万方, 维普 on the Chinese side. Uses a six-step loop (intake → audit → claim-evidence check → differentiated rewrite → five-dimension self-score → cold-reader recheck) with two pattern libraries (22 English + 17 Chinese patterns), section-by-section strategies for empirical papers, and hard protections that keep every number, coefficient, and citation intact.
Use when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an explicitly approved Kaggle write/delete operation through the official CLI.
基于 SOC 职业分类
正在显示 SKILL.md
| name | zotero-markdb-connect-guide |
| description | Sync Zotero references to Obsidian and Logseq markdown |
| metadata | {"openclaw":{"emoji":"🔗","category":"tools","subcategory":"knowledge-graph","keywords":["Zotero","Obsidian","Logseq","markdown","PKM","literature notes"],"source":"https://github.com/daeh/zotero-markdb-connect"}} |
Zotero MarkDB-Connect bridges Zotero with Markdown-based knowledge management tools (Obsidian, Logseq). It creates and maintains bidirectional links between Zotero items and their corresponding Markdown literature notes, enabling seamless navigation between your reference manager and PKM system. Syncs metadata, annotations, and tags.
# Download .xpi from GitHub releases
# Zotero 7: Tools → Add-ons → Install Add-on From File
### Settings (Edit → Preferences → MarkDB-Connect)
**Markdown Vault Path:**
- Point to your Obsidian vault or Logseq directory
- Example: ~/Documents/ObsidianVault/Literature/
**Note Template:**
- Customize the Markdown template for new literature notes
- Uses Zotero item fields as variables
**Sync Options:**
- Auto-create notes for new items
- Sync annotations to Markdown
- Bidirectional tag sync
- Update existing notes on item change
<!-- Template for literature notes -->
---
title: "{{title}}"
authors: [{{authors}}]
year: {{year}}
doi: {{doi}}
citekey: {{citekey}}
tags: [{{tags}}]
zotero: {{zoteroSelectURI}}
---
# {{title}}
**Authors:** {{authors}}
**Year:** {{year}}
**Venue:** {{publicationTitle}}
**DOI:** [{{doi}}](https://doi.org/{{doi}})
## Abstract
{{abstractNote}}
## Annotations
{{annotations}}
## Key Takeaways
-
## Notes
-
## Connections
- Related: [[]]
- Builds on: [[]]
- Contradicts: [[]]
### Folder Structure
ObsidianVault/
├── Literature/ # Auto-generated literature notes
│ ├── vaswani2017.md
│ ├── devlin2019.md
│ └── brown2020.md
├── Concepts/ # Your concept notes
│ ├── Attention.md # Links to [[vaswani2017]]
│ └── Pre-training.md # Links to [[devlin2019]]
└── Projects/ # Project notes referencing papers
### Workflow
1. Import paper in Zotero (via browser connector)
2. MarkDB-Connect auto-creates Literature/citekey.md
3. In Obsidian: open literature note, add your thoughts
4. Link to concept notes using [[wikilinks]]
5. Annotations sync from Zotero PDF reader
### Zotero PDF Annotations → Markdown
When you highlight or annotate in Zotero's PDF reader:
> [!quote] Highlight (Yellow)
> "The attention mechanism allows focusing on relevant parts"
> — p. 3
> [!note] Note
> This is the key insight — attention replaces recurrence
> — p. 3, linked to highlight above
> [!important] Red Highlight
> "Our model achieves 28.4 BLEU on WMT 2014"
> — p. 7
Annotations auto-sync to the Markdown note when updated.
### Logseq-Specific Setup
- Set vault path to your Logseq pages directory
- Notes created as Logseq pages with properties block
- Uses Logseq property syntax instead of YAML frontmatter
### Logseq Note Format
title:: Attention Is All You Need
authors:: [[Vaswani]], [[Shazeer]]
year:: 2017
doi:: 10.48550/arXiv.1706.03762
tags:: #transformer #attention
zotero:: zotero://select/items/...
- Key contributions
- Self-attention mechanism replacing recurrence
- Multi-head attention for different representation subspaces