Tooluck logoTooluck
SKILL.md

nature-literature-pipeline

Agent skill fromYuan1z0825/nature-skills

Complete automated literature discovery pipeline: multi-source search → six-dimension scoring → fine reading → formatted delivery → archival. Combines a configurable engine with daily cron-driven application layer. Works with Feishu, Telegram, or any messaging platform.

How to install nature-literature-pipeline

install nature-literature-pipeline
# install the nature-skills pack with the skills CLI
npx skills add Yuan1z0825/nature-skills

# or add only this skill to Claude Code: copy the folder

skills/nature-literature-pipeline/

# into

~/.claude/skills/nature-literature-pipeline/ (all projects)

.claude/skills/nature-literature-pipeline/ (one project)

skills/nature-literature-pipeline/SKILL.md

Apache-2.0Full file
1# Nature Literature Pipeline
2
3A complete, production-tested automated literature pipeline. Not just "search for papers" — it's a structured engine that scores, classifies, reads, delivers, and archives research papers daily.
4
5## What It Does
6
7```
8Cron (daily trigger, e.g. 08:30)
9 │
10 ├─ ① SEARCH (30 candidates)
11 │ arXiv / OpenAlex / Crossref / Semantic Scholar (auto-degradation)
12 │
13 ├─ ② COARSE FILTER (30 → 5)
14 │ Six-dimension scoring: topic match × 35 + methodology × 20
15 │ + journal quality × 15 + network relevance × 10
16 │ + applied value × 10 + archival value × 10
17 │
18 ├─ ③ FINE READ (top 5)
19 │ Abstract-level or full-text. Source level tagged:
20 │ Full-text / Abstract only / Metadata only
21 │
22 ├─ ④ DELIVER
23 │ Formatted digest to Feishu/Telegram/etc.
24 │ 🏅 rank | title | journal | ⭐ score | 💡 one-liner
25 │ 🔬 methods | 📊 key results | 🧭 commentary
26 │
27 └─ ⑤ ARCHIVE
28 DOI/arXiv de-dup → classify → write notes → update index
29```
30
31## Quick Start
32
33After installing, tell your agent:
34
35```
36My research area is [X], keywords: [Y], deliver to [feishu group name], archive to [path]
37```
38
39The agent will configure keywords, delivery target, and archive path automatically.
40
41Then set up a daily cron job:
42
43```
44Set up a daily literature push at 08:30 Beijing time, 30 candidates, top 5 delivered
45```
46
47## Architecture
48
49The skill is organized in two layers:
50
51| Layer | Purpose | Files |
52|-------|---------|-------|
53…

Excerpt shown under the repository's Apache-2.0 license.

More skills in nature-skills

Newsletter

Join the Community

Subscribe to our newsletter for the latest news and updates