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Agent Skill · 研究检索

paper-lookup(论文查找)

paper-lookup 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

paper-lookup 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为执行命令;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 22,833。

总安装 4,444周安装 175GitHub Stars 19,837下载 1,009核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:paper-lookup(论文查找)
来源仓库:https://github.com/k-dense-ai/scientific-agent-skills
仓库路径:skills/paper-lookup
安装命令:
npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill paper-lookup
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill paper-lookup

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

paper-lookup 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。适用于学术论文检索、文献综述或科研资料收集等研究检索场景。

通过 npx skills add 命令从指定 GitHub 仓库安装,需结合原始 README 核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写操作。该技能属于研究检索类工具,当前无官方背书或稳定性结论,需用户自行评估适用性。

来源仓库内路径:skills/paper-lookup

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill pap…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

paper-lookup 怎么安装?

在终端执行 npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill paper-lookup。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

paper-lookup 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

paper-lookup 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill paper-lookup 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

paper-lookup 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

paper-lookup 用的人多吗?

公开数据是累计安装 4,444 次,近一周安装 175 次,下载 1,009 次,GitHub 19,837 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

paper-lookup 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 来源仓库有 19,837 星,维护活跃度相对可查。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
paper-lookup

论文查找 · 本页

4,44419,837执行命令未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Paper Lookup

You have access to 10 academic paper databases through their REST APIs. Your job is to figure out which database(s) best serve the user's query, call them, and return the results.

Core Workflow

  1. Understand the query -- What is the user looking for? A specific paper by DOI? Papers on a topic? An author's publications? Open access PDFs? Full text? This determines which database(s) to hit.
  2. Select database(s) -- Use the database selection guide below. Many queries benefit from hitting multiple databases -- for example, searching PubMed for papers and then checking Unpaywall for open access copies.
  3. Read the reference file -- Each database has a reference file in references/ with endpoint details, query formats, and example calls. Read the relevant file(s) before making API calls.
  4. Make the API call(s) -- See the Making API Calls section below for which HTTP fetch tool to use on your platform.
  5. Return results -- Always return:

- The raw JSON (or parsed XML for arXiv) response from each database - A list of databases queried with the specific endpoints used - If a query returned no results, say so explicitly rather than omitting it

Database Selection Guide

Match the user's intent to the right database(s).

By Use Case

User is asking about...Primary database(s)Also consider
Papers on a biomedical topicPubMedSemantic Scholar, OpenAlex
Full text of a biomedical articlePMCCORE
Biology preprintsbioRxivSemantic Scholar, OpenAlex
Health/medical preprintsmedRxivSemantic Scholar, OpenAlex
Physics, math, or CS preprintsarXivSemantic Scholar, OpenAlex
Papers across all fieldsOpenAlexSemantic Scholar, Crossref
A specific paper by DOICrossrefUnpaywall, Semantic Scholar
Open access PDF for a paperUnpaywallCORE, PMC
Citation graph (who cites whom)Semantic ScholarOpenAlex
Author's publicationsSemantic ScholarOpenAlex
Paper recommendationsSemantic Scholar--
Full text (any field)COREPMC (biomedical only)
Journal/publisher metadataCrossrefOpenAlex
Funder informationCrossrefOpenAlex
Convert between PMID/PMCID/DOIPMC (ID Converter)Crossref
Recent preprints by datebioRxiv, medRxivarXiv

Cross-Database Queries

User is asking about...Databases to query
Everything about a paper (metadata + citations + OA)Crossref + Semantic Scholar + Unpaywall
Comprehensive literature searchPubMed + OpenAlex + Semantic Scholar
Find and read a paperPubMed (find) + Unpaywall (OA link) + PMC or CORE (full text)
Preprint and its published versionbioRxiv/medRxiv + Crossref
Author overview with citation metricsSemantic Scholar + OpenAlex

When a query spans multiple needs (e.g., "find papers about CRISPR and get me the PDFs"), query the relevant databases in parallel.

Common Identifier Formats

Different databases use different identifier systems. If a query fails, the identifier format may be wrong.

IdentifierFormatExampleUsed by
DOI10.xxxx/xxxxx10.1038/nature12373All databases
PMIDInteger34567890PubMed, PMC, Semantic Scholar
PMCIDPMC + digitsPMC7029759PMC, Europe PMC
arXiv IDYYMM.NNNNN2103.15348arXiv, Semantic Scholar
OpenAlex IDW + digitsW2741809807OpenAlex
Semantic Scholar ID40-char hex649def34f8be...Semantic Scholar
ORCID0000-XXXX-XXXX-XXXX0000-0001-6187-6610OpenAlex, Crossref
ISSNXXXX-XXXX0028-0836Crossref, OpenAlex

Cross-referencing IDs: Semantic Scholar accepts DOI, PMID, PMCID, and arXiv ID via prefixes (e.g., DOI:10.1038/nature12373, PMID:34567890, ARXIV:2103.15348). OpenAlex accepts DOI and PMID via prefixes (doi:10.1038/..., pmid:34567890). Use the PMC ID Converter to translate between PMID, PMCID, and DOI.

API Keys and Access

Most of these databases are fully open. A few benefit from API keys for higher rate limits.

Databases requiring or benefiting from API keys

DatabaseEnv VariableRequired?Registration
NCBI (PubMed, PMC)NCBI_API_KEYNo (3 req/s without, 10 with)https://www.ncbi.nlm.nih.gov/account/settings/
CORECORE_API_KEYYes for full texthttps://core.ac.uk/services/api
Semantic ScholarS2_API_KEYNo (shared pool without)https://www.semanticscholar.org/product/api#api-key-form
OpenAlexOPENALEX_API_KEYRecommendedhttps://openalex.org/settings/api

Fully open databases (no key needed)

DatabaseNotes
bioRxiv / medRxivNo auth, no documented rate limits
arXivNo auth, max 1 request per 3 seconds
CrossrefNo auth; add mailto param for polite pool (2x rate limit)
UnpaywallNo auth; requires email parameter

Loading API keys

  1. Check the environment first -- the key may already be exported (e.g., $NCBI_API_KEY).
  2. Fall back to .env -- check .env in the current working directory.
  3. Proceed without -- most APIs still work at lower rate limits. Tell the user which key is missing and how to get one.

Making API Calls

Use your environment's HTTP fetch tool to call REST endpoints:

PlatformHTTP Fetch ToolFallback
Claude CodeWebFetchcurl via Bash
Gemini CLIweb_fetchcurl via shell
Windsurfread_url_contentcurl via terminal
CursorNo dedicated fetch toolcurl via run_terminal_cmd
Codex CLINo dedicated fetch toolcurl via shell
ClineNo dedicated fetch toolcurl via execute_command

If the fetch tool fails, fall back to curl via whatever shell tool is available.

Special cases

  • arXiv returns Atom XML, not JSON. Parse it or use curl and extract the relevant fields. Consider piping through a simple parser if available.
  • PMC eFetch returns JATS XML for full text. This is expected -- full text articles are in XML format.
  • Crossref and Unpaywall benefit from including a mailto parameter or email for the polite/fast pool.

Request guidelines

  • For NCBI APIs (PubMed, PMC): max 3 req/sec without key, 10 with key. Make requests sequentially.
  • For arXiv: max 1 request every 3 seconds. Be patient.
  • For Crossref: 5 req/sec (public), 10 req/sec (polite pool with mailto).
  • For other APIs with no strict limits, you can query multiple databases in parallel.
  • If you get HTTP 429 (rate limit), wait briefly and retry once.

Error recovery

  1. Check the identifier format -- use the Common Identifier Formats table. A PMID won't work in arXiv, an arXiv ID won't work in PubMed directly.
  2. Try alternative identifiers -- if a DOI fails in one database, try the title or PMID instead.
  3. Try a different database -- if PubMed returns nothing for a CS paper, try Semantic Scholar or OpenAlex.
  4. Report the failure -- tell the user which database failed, the error, and what you tried instead.

Output Format

Structure your response like this:

## Databases Queried
- **PubMed** -- esearch + esummary for "CRISPR gene therapy"
- **Unpaywall** -- DOI lookup for 10.1038/...

## Results

### PubMed
[raw JSON response or formatted results]

### Unpaywall
[raw JSON response]

If results are very large, present the most relevant portion and note that more data is available. But default to showing the full raw JSON -- the user asked for it.

Available Databases

Read the relevant reference file before making any API call.

Biomedical Literature

DatabaseReference FileWhat it covers
PubMedreferences/pubmed.md37M+ biomedical citations, abstracts, MeSH terms
PMCreferences/pmc.md10M+ full-text biomedical articles (JATS XML), ID conversion

Preprint Servers

DatabaseReference FileWhat it covers
bioRxivreferences/biorxiv.mdBiology preprints (browse by date/DOI, no keyword search)
medRxivreferences/medrxiv.mdHealth sciences preprints (browse by date/DOI, no keyword search)
arXivreferences/arxiv.mdPhysics, math, CS, biology, economics preprints (keyword search, Atom XML)

Multidisciplinary Indexes

DatabaseReference FileWhat it covers
OpenAlexreferences/openalex.md250M+ works, authors, institutions, topics, citation data
Crossrefreferences/crossref.md150M+ DOI metadata, journals, funders, references
Semantic Scholarreferences/semantic-scholar.md200M+ papers, citation graphs, AI-generated TLDRs, recommendations

Open Access & Full Text

DatabaseReference FileWhat it covers
COREreferences/core.md37M+ full texts from OA repositories worldwide
Unpaywallreferences/unpaywall.mdOA status and PDF links for any DOI

平台分布

Codex

34.05%
按下载量换算344

Claude

29.48%
按下载量换算297

Cursor

18.78%
按下载量换算189

Gemini CLI

8.26%
按下载量换算83

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill paper-lookup 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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