Agent SkillsYuan1z0825/nature-skills › nature-literature-pipeline

nature-literature-pipeline

GitHub

自动化学术文献发现管道,通过定时任务执行多源搜索、六维评分、精读摘要、格式化推送至即时通讯工具及归档。

skills/nature-literature-pipeline/SKILL.md Yuan1z0825/nature-skills

Trigger Scenarios

需要每日自动获取最新学术论文推荐 配置定时任务以自动化文献筛选和分发

Install

npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -g -y
More Options

Use without installing

npx skills use Yuan1z0825/nature-skills@nature-literature-pipeline

指定 Agent (Claude Code)

npx skills add Yuan1z0825/nature-skills --skill nature-literature-pipeline -a claude-code -g -y

安装 repo 全部 skill

npx skills add Yuan1z0825/nature-skills --all -g -y

预览 repo 内 skill

npx skills add Yuan1z0825/nature-skills --list

SKILL.md

Frontmatter
{
    "name": "nature-literature-pipeline",
    "license": "MIT",
    "metadata": {
        "author": "Jiahao8595",
        "hermes": {
            "tags": [
                "research",
                "literature",
                "pipeline",
                "cron",
                "automation",
                "discovery"
            ],
            "related_skills": [
                "nature-academic-search",
                "nature-citation",
                "arxiv",
                "zotero"
            ]
        }
    },
    "description": "Complete automated literature discovery pipeline: multi-source search → six-dimension scoring → fine reading → formatted delivery → archival.\nCombines a configurable engine with daily cron-driven application layer. Works with Feishu, Telegram, or any messaging platform.\n"
}

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:

  • Keywords — your research keywords (English + Chinese)
  • Scoring weights — adjust the six dimensions for your field
  • Classification rules — define your own tier system (A-E or custom)
  • Delivery target — Feishu group, Telegram channel, email, etc.
  • Archive path — local vault/wiki directory

A config template is provided in templates/literature-push-template.md.

Built-in Safeguards

  • Score validation: Each dimension capped, total recalculated — no 11/10 allowed
  • Triple de-duplication: DOI / arXiv ID / OpenAlex ID
  • Graceful degradation: Semantic Scholar down → auto-switch to OpenAlex + Crossref + arXiv
  • Read-only archive: Daily pipeline writes to raw/ literature directory only; never modifies wiki/knowledge base without user approval

Related Skills

  • nature-academic-search — ad-hoc literature search (complementary; this skill adds structured daily automation)
  • nature-citation — CNS citation export (for importing pipeline discoveries into manuscripts)
  • zotero — library management (for long-term organization of pipeline outputs)
  • arxiv — arXiv API (used as a search source)

References

Reference Purpose
references/scoring-system.md Six-dimension scoring rubric with weights, caps, and evaluation logic
references/gap-analysis.md Methodology for identifying research gaps through systematic literature survey
references/note-template.md Standardized literature note format with YAML frontmatter
references/push-format.md Daily digest message template with field guidelines and example
references/cron-setup.md Cron job creation, verification, and manual fallback procedures
references/review-compilation-workflow.md End-to-end workflow for concentrated literature review writing

Pitfalls

  1. Keyword drift: Review keywords monthly — research directions evolve
  2. Score inflation: Subagents may inflate scores; always validate arithmetic
  3. Duplicate creep: Classic papers will reappear; maintain a dedup index
  4. Wiki safety: Pipeline writes to raw/ only; wiki integration is manual
  5. Cron locality: Hermes cron is local, not cloud — machine must be running

Version History

  • 4ceb19c Current 2026-08-16 06:48

    修复了无效的 skill frontmatter 格式;泛化了文献管道示例文档。

  • 9186222 2026-07-24 15:55

Same Skill Collection

skills/nature-downloader/SKILL.md
skills/nature-experiment-log/SKILL.md
skills/nature-proposal-writer/SKILL.md
skills/nature-ref-verifier/SKILL.md
skills/nature-shared/SKILL.md
skills/nature-academic-search/SKILL.md
skills/nature-citation/SKILL.md
skills/nature-data/SKILL.md
skills/nature-figure/SKILL.md
skills/nature-paper-card/SKILL.md
skills/nature-paper-to-patent/SKILL.md
skills/nature-paper2ppt/SKILL.md
skills/nature-polishing/SKILL.md
skills/nature-reader/SKILL.md
skills/nature-response/SKILL.md
skills/nature-reviewer/SKILL.md
skills/nature-statistics/SKILL.md
skills/nature-writing/SKILL.md

Metadata

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Version
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Hash
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Indexed
2026-07-24 15:55

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