An import workflow for bringing paper records from EndNote or Zotero into ScholarAIO and attaching or retrieving their PDFs.

Use it to import EndNote XML or RIS files, import from Zotero's API or local database, match PDFs, convert them to Markdown, and update indexes.

It avoids moving references and files by hand, and can continue processing imported papers into searchable, enriched records.

How ZimoLiao/scholaraio configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to ZimoLiao/scholaraio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/ZimoLiao/scholaraio/main/.claude/skills/import/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/ZimoLiao/scholaraio

Made for: Claude Code.

Or install scholaraio, the plugin that ships this one along with the rest of its 44 skills, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/zimoliao/scholaraio/import/github.svg)](https://agentmods.dev/skills/zimoliao/scholaraio/import)

Your own site

<a href="https://agentmods.dev/skills/zimoliao/scholaraio/import"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/import/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/zimoliao/scholaraio/import"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/import.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,232 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00040	$0.01232
Opus 5.5	$0.00016	$0.00493
Sonnet 5.5	$0.00008	$0.00246
Haiku 4.5	$0.00004	$0.00123

Measured 2mo ago against content hash a7448a7e7e38, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

import scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/import/SKILL.md · 126 lines

How it starts

The opening of the file, as written. The whole thing — 126 lines — stays where its author put it; the contents beside it link to each section on GitHub.

导入外部文献管理工具数据 / 补充 PDF

支持从 Endnote / Zotero 批量导入，或为已入库论文补充/重拉 PDF（attach-pdf、fetch-pdf）。

Endnote 导入

支持 Endnote 导出的 XML 和 RIS 格式文件。

# 完整导入：元数据 + PDF 匹配 + MinerU 批量转换 + enrich (toc/l3/abstract) + embed + index
scholaraio import-endnote <file.xml>

# 多文件导入
scholaraio import-endnote file1.xml file2.ris

# 仅导入元数据和 PDF，跳过 MinerU 转换和 enrich
scholaraio import-endnote <file.xml> --no-convert

# 预览模式
scholaraio import-endnote <file.xml> --dry-run

# 离线模式
scholaraio import-endnote <file.xml> --no-api

PDF 自动匹配

对 Endnote XML 文件，自动解析 internal-pdf:// 链接，从 <library>.Data/PDF/ 目录匹配 PDF：

多个 PDF 时自动排除 SI/补充材料
默认通过 MinerU 批量转换为 paper.md

导入后自动处理

默认行为（不带 --no-convert）下，导入完成后自动执行完整 pipeline：

批量 PDF→MD：云端模式使用 convert_pdfs_cloud_batch() 批量转换（批次大小由 config.yaml ingest.mineru_batch_size 控制，默认 20）
Abstract 补全：从 markdown 中提取缺失的摘要
TOC + L3 提取：LLM 提取目录结构和结论段
Embed + Index：更新语义向量和全文索引

使用 --no-convert 跳过以上全部后处理（仅导入元数据 + PDF 复制 + embed + index）。

Zotero 导入

支持 Web API 和本地 SQLite 两种模式。

Web API 模式

# 列出 collections
scholaraio import-zotero --api-key KEY --library-id ID --list-collections

# 完整导入
scholaraio import-zotero --api-key KEY --library-id ID

# 仅导入指定 collection
scholaraio import-zotero --api-key KEY --library-id ID --collection COLLECTION_KEY

# 导入后将 collections 创建为工作区
scholaraio import-zotero --api-key KEY --library-id ID --import-collections

本地 SQLite 模式

scholaraio import-zotero --local /path/to/zotero.sqlite

配置文件（可选）

在 config.local.yaml 中配置 Zotero 凭据：

zotero:
  api_key: "your-zotero-api-key"
  library_id: "your-library-id"

补充 PDF（单篇）

已有本地 PDF 文件时：

scholaraio attach-pdf <paper-id> <path/to/paper.pdf> [--force]

自动把原始 PDF 保存到论文目录中（与 paper.md 同级，使用论文目录同名 stem），调用 MinerU 转换 PDF → markdown，补全缺失的 abstract，增量更新 embed + index。若目标目录已有 canonical PDF，默认拒绝覆盖；确认要替换时使用 --force。

当前网络环境有正版访问权限、希望从出版社页面或 DOI 拉取 PDF 时：

# 拉取新论文 PDF 到 configured inbox；校园网直连时加 --direct 可绕过代理环境变量
scholaraio fetch-pdf 10.xxxx/example --direct

# 拉取后立刻走普通论文入库流程
scholaraio fetch-pdf 10.xxxx/example --direct --ingest

# 为已入库单篇论文重新拉取 canonical PDF；已有 PDF 时需要 --force
scholaraio fetch-pdf --paper <paper-id> --direct --force

# 为指定多篇论文批量重新拉取 PDF
scholaraio fetch-pdf --paper <paper-id-1> <paper-id-2> --direct --force

# 批量为全库论文重新拉取 PDF
scholaraio fetch-pdf --all --direct --force

Read the full file on GitHub · 126 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 126 lines · 40 tokens per session scan A a7448a7e7e38

Subscribe to this mod's changes

import is a skill published in the GitHub repository ZimoLiao/scholaraio (584 stars, last pushed 10d ago), licensed MIT. It adds 40 tokens to every session and 1,232 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Documents PDF Research agentic-science agentic-search ai-agent computational-research research-workflow scientific-computing

import next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
importZimoLiao/scholaraio	Skill	584	10d ago	MIT	A	40	Claude Code
infrastructure-validationdocxology/template	Skill	23	yesterday	Apache-2.0	A	54	Claude Code, Codex
template-pitch-deckdocxology/template	Skill	23	yesterday	Apache-2.0	A	35	Claude Code, Codex
infrastructure-steganographydocxology/template	Skill	23	yesterday	Apache-2.0	A	55	Claude Code, Codex
template-validation-qualitydocxology/template	Skill	23	yesterday	Apache-2.0	A	64	Claude Code, Codex
template-storybookdocxology/template	Skill	23	yesterday	Apache-2.0	A	28	Claude Code, Codex
template-textbookdocxology/template	Skill	23	yesterday	Apache-2.0	A	29	Claude Code, Codex

scholaraio: Skill for Claude Code