Agent skill

Database Comparison Guide

by wentorai in wentorai/research-plugins

Compare major academic databases and when to use each for research

MITAuto-check passedResearch & Science

Install Database Comparison Guide

skills CLI
$ npx skills add wentorai/research-plugins --skill database-comparison-guide -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install wentorai/research-plugins database-comparison-guide --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/literature/search/database-comparison-guide .claude/skills/database-comparison-guide && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
database-comparison-guide
GitHub stars
298
Used in
1 other repo
Token cost
~1.2k tokens
SKILL.md length
390 words
Files
1
Skills in repo
428
Repo updated
First seen
Licence
MIT

At a glance

Compare major academic databases and when to use each for research

  • Works in 6 steps: Define your research question using PICO… → Identify controlled vocabulary for each… → Build search strings combining… → …
  • Tasks that involve Academic paper search
  • SKILL.md covers Overview of Major Academic…, Field-Specific Database…, Advanced Search Operators by… and Cross-Database Search Strategy, plus 1 more section
  • Calls curl; reaches export.arxiv.org and eutils.ncbi.nlm.nih.gov

What it does

Database Comparison Guide is an agent skill from wentorai/research-plugins. Compare major academic databases and when to use each for research

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Academic paper search. It works with PubMed. The repository describes itself as: 350+ academic research skills, MCP configs, and plugins for Research-Claw and AI agents. The licence is MIT.

When your agent uses it

  • Tasks that involve Academic paper search

Example prompts

  • “/database-comparison-guide”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Define your research question using PICO (Population, Intervention, Comparison, Outcome) or PCC (Population, Concept, Context) frameworks.
  2. Identify controlled vocabulary for each database (MeSH for PubMed, Emtree for Embase, Thesaurus for PsycINFO).
  3. Build search strings combining controlled vocabulary with free-text synonyms using Boolean operators.
  4. Execute searches across at least 2-3 databases relevant to your field.
  5. Deduplicate results using reference managers (Zotero, EndNote) or tools like Covidence.
  6. Document your search with database, date, exact query string, and result count for reproducibility.

What it can do on your machine

Read from SKILL.md and the folder at commit bf44b3c. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • export.arxiv.org
    • eutils.ncbi.nlm.nih.gov

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Database Comparison Guide loads about 1.2k tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 390 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~23
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from wentorai/research-plugins at commit bf44b3c, republished under its MIT licence (© wentorai). 390 words, ~1,187 tokens.

Download SKILL.mdSave it as .claude/skills/database-comparison-guide/SKILL.md (or your agent's skills folder).
name
database-comparison-guide
description
Compare major academic databases and when to use each for research

Database Comparison Guide

A comprehensive reference for choosing and querying the right academic database for your research domain, including coverage details, advanced operators, and cross-database strategies.

Overview of Major Academic Databases

DatabaseCoverageDisciplinesAccess ModelUnique Strength
Web of Science1900-present, 21,000+ journalsMultidisciplinarySubscriptionCitation indexing, Journal Impact Factor
Scopus1970-present, 27,000+ journalsMultidisciplinarySubscriptionLargest abstract/citation DB, CiteScore
PubMed1946-present, 35M+ recordsBiomedical, life sciencesFreeMeSH controlled vocabulary, clinical filters
IEEE Xplore1872-present, 6M+ docsEngineering, CSSubscriptionConference proceedings, standards
Google ScholarBroad, undisclosedAll fieldsFreeWidest coverage, full-text indexing
JSTORHistorical archivesHumanities, social sciencesSubscriptionHistorical journal runs, primary sources
arXiv1991-present, 2.4M+ papersPhysics, CS, Math, BioFreePreprints, no peer-review delay
SSRN1994-presentSocial sciences, lawFreeWorking papers, early-stage research

Field-Specific Database Selection

STEM Fields

For physics, computer science, and mathematics, combine arXiv preprints with Web of Science indexed journals:

# arXiv API query for recent ML papers
curl "http://export.arxiv.org/api/query?search_query=cat:cs.LG+AND+ti:transformer&start=0&max_results=25&sortBy=submittedDate&sortOrder=descending"

For biomedical research, PubMed with MeSH terms provides the most precise retrieval:

# PubMed E-utilities search with MeSH
curl "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=%22machine+learning%22[MeSH]+AND+%22drug+discovery%22[MeSH]&retmax=50&sort=date"
Social Sciences and Humanities
  • Economics/Business: Scopus + SSRN + RePEc (for working papers)
  • Psychology: PsycINFO (APA) + PubMed
  • Law: Westlaw + SSRN + HeinOnline
  • History/Literature: JSTOR + Project MUSE + MLA International Bibliography

Advanced Search Operators by Database

Web of Science
TS=("deep learning" AND "drug discovery") AND PY=(2020-2025)
# TS = Topic (title + abstract + keywords)
# PY = Publication Year
# Use NEAR/x for proximity: TS=("climate" NEAR/3 "adaptation")
Scopus
TITLE-ABS-KEY("deep learning" AND "drug discovery") AND PUBYEAR > 2019
# Additional operators:
# AUTHLASTNAME(smith) AND AUTHFIRST(j*)
# AFFIL("MIT" OR "Massachusetts Institute of Technology")
# REF("seminal paper title")
PubMed
"deep learning"[Title/Abstract] AND "drug discovery"[Title/Abstract]
AND ("2020/01/01"[Date - Publication] : "2025/12/31"[Date - Publication])
# Use filters: Clinical Trial[pt], Review[pt], Free Full Text[Filter]
Show full SKILL.md (191 more words)Show less

Cross-Database Search Strategy

A robust literature search should query multiple databases to maximize recall:

  1. Define your research question using PICO (Population, Intervention, Comparison, Outcome) or PCC (Population, Concept, Context) frameworks.
  2. Identify controlled vocabulary for each database (MeSH for PubMed, Emtree for Embase, Thesaurus for PsycINFO).
  3. Build search strings combining controlled vocabulary with free-text synonyms using Boolean operators.
  4. Execute searches across at least 2-3 databases relevant to your field.
  5. Deduplicate results using reference managers (Zotero, EndNote) or tools like Covidence.
  6. Document your search with database, date, exact query string, and result count for reproducibility.

Practical Tips

  • Scopus vs. Web of Science: Scopus has broader coverage (especially post-2000 and non-English journals); WoS has deeper historical archives and the Journal Impact Factor.
  • Google Scholar finds the most results but lacks advanced filtering. Use it for snowball searches and finding grey literature, not as your primary systematic search tool.
  • API access: PubMed (E-utilities), OpenAlex, and Crossref all offer free APIs for programmatic searching. Scopus and WoS require institutional API keys.
  • Alert services: Set up saved search alerts on PubMed, Scopus, and Google Scholar to stay current in fast-moving fields.

© wentorai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/literature/search/database-comparison-guide of wentorai/research-plugins.

Open the folder on GitHubat commit bf44b3c

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wentorai/research-plugins, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Database Comparison Guide next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Database Comparison Guide compared with similar skills
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Citation Managementneflibata-feng/MyArxiv-Agent12620 repos~8.1kAutomated safety check: NotesMIT
Paper Searchopenags/paper-search-mcp2.8k—~1.2kAutomated safety check: NotesMIT
Rival Search MCPdamionrashford/RivalSearchMCP1321 repos~796Automated safety check: PassMIT

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Works with

Questions about Database Comparison Guide

What does Database Comparison Guide do?

Compare major academic databases and when to use each for research. Database Comparison Guide is an agent skill from wentorai/research-plugins.

When should I use Database Comparison Guide?

Database Comparison Guide fits situations like: tasks that involve Academic paper search.

How do I install Database Comparison Guide in Claude Code?

Run `npx skills add wentorai/research-plugins --skill database-comparison-guide -a claude-code`. Or copy the skill folder (skills/literature/search/database-comparison-guide in wentorai/research-plugins) into .claude/skills/database-comparison-guide in your project. Claude Code loads it when a task matches its description.

How do I install Database Comparison Guide in Codex?

Run `npx skills add wentorai/research-plugins --skill database-comparison-guide -a codex`. Or copy the skill folder (skills/literature/search/database-comparison-guide in wentorai/research-plugins) into .agents/skills/database-comparison-guide in your project. Codex loads it when a task matches its description.

Can I use Database Comparison Guide in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wentorai/research-plugins --skill database-comparison-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/database-comparison-guide, .gemini/skills/database-comparison-guide, .github/skills/database-comparison-guide and .opencode/skills/database-comparison-guide in your project.

What does Database Comparison Guide need to run?

Going by SKILL.md and its folder, Database Comparison Guide needs the command-line tools its instructions call (curl).

Does Database Comparison Guide access the network?

SKILL.md names 2 domains. In commands or code: export.arxiv.org and eutils.ncbi.nlm.nih.gov; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Database Comparison Guide safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Database Comparison Guide use?

Database Comparison Guide is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Database Comparison Guide use?

About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Database Comparison Guide?

Skills that share tags, products or a category with Database Comparison Guide: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars), Citation Management (neflibata-feng/MyArxiv-Agent, 126 stars) and Paper Search (openags/paper-search-mcp, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Database Comparison Guide?

wentorai (a GitHub user) maintains it in wentorai/research-plugins, which has 298 GitHub stars. The repository holds 428 skills in this directory. The repository was last updated on June 19, 2026.

Source: wentorai/research-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.