# Nature Literature Pipeline

Complete automated literature discovery pipeline: multi-source search → six-dimension...

- Repository: https://github.com/Yuan1z0825/nature-skills (51695 stars)
- Category: Engineering
- License: MIT
- Last updated: 2026-11-01
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -g -a claude-code -y`
Codex: `npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -g -a codex -y`
Cursor: `npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -g -a cursor -y`
Gemini CLI: `npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -g -a gemini-cli -y`

## Description

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.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# Nature Literature Pipeline

A 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.

## What It Does

```
Cron (daily trigger, e.g. 08:30)
  │
  ├─ ① SEARCH (30 candidates)
  │   arXiv / OpenAlex / Crossref / Semantic Scholar (auto-degradation)
  │
  ├─ ② COARSE FILTER (30 → 5)
  │   Six-dimension scoring: topic match × 35 + methodology × 20
  │   + journal quality × 15 + network relevance × 10
  │   + applied value × 10 + archival value × 10
  │
  ├─ ③ FINE READ (top 5)
  │   Abstract-level or full-text. Source level tagged:
  │   Full-text / Abstract only / Metadata only
  │
  ├─ ④ DELIVER
  │   Formatted digest to Feishu/Telegram/etc.
  │   🏅 rank | title | journal | ⭐ score | 💡 one-liner
  │   🔬 methods | 📊 key results | 🧭 commentary
  │
  └─ ⑤ ARCHIVE
      DOI/arXiv de-dup → classify → write notes → update index
```

## Quick Start

After installing, tell your agent:

```
My research area is [X], keywords: [Y], deliver to [feishu group name], archive to [path]
```

The agent will configure keywords, delivery target, and archive path automatically.

Then set up a daily cron job:

```
Set up a daily literature push at 08:30 Beijing time, 30 candidates, top 5 delivered
```

## Architecture

The skill is organized in two layers:

| Layer | Purpose | Files |
|-------|---------|-------|
| **Engine** | Scoring, classification, note templates, gap analysis | `references/scoring-system.md`, `references/gap-analysis.md`, `references/note-template.md` |
| **Application** | Daily cron pipeline, delivery formatting, archival workflow | `references/push-format.md`, `references/cron-setup.md`, `references/review-compilation-workflow.md` |

## Configuration

All domain-specific content is configurable:

The rest: https://github.com/Yuan1z0825/nature-skills/blob/HEAD/skills/nature-literature-pipeline/SKILL.md