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Research

Scientific computing and academic tools.

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scientific-computing
538

discrete-event-simulator

Discrete event simulation skill for modeling and analyzing complex systems with stochastic processes.

a5c-ai
a5c-ai
research
open
academic
537

ref-hallucination-arena

Benchmark LLM reference recommendation capabilities by verifying every cited paper against Crossref, PubMed, arXiv, and DBLP. Measures hallucination rate, per-field accuracy (title/author/year/DOI), discipline breakdown, and year constraint compliance. Supports tool-augmented (ReAct + web search) mode. Use when the user asks to evaluate, benchmark, or compare models on academic reference hallucination, literature recommendation quality, or citation accuracy.

agentscope-ai
agentscope-ai
research
open
academic
537

bib-verify

Verify a BibTeX file for hallucinated or fabricated references by cross-checking every entry against CrossRef, arXiv, and DBLP. Reports each reference as verified, suspect, or not found, with field-level mismatch details (title, authors, year, DOI). Use when the user wants to check a .bib file for fake citations, validate references in a paper, or audit bibliography entries for accuracy.

agentscope-ai
agentscope-ai
research
open
academic
537

paper-review

Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline. Supports PDF files and LaTeX source packages (.tar.gz/.zip). Covers 10 disciplines: cs, medicine, physics, chemistry, biology, economics, psychology, environmental_science, mathematics, social_sciences. Use when the user asks to review, evaluate, critique, or assess a research paper, check references, or verify a BibTeX file.

agentscope-ai
agentscope-ai
research
open
scientific-computing
530

ljg-xray-paper

Paper X-ray. Extracts what the paper says (problem-perspective-result) and what it means for lijigang (cognitive delta cards in ASCII art). Use when user shares an arxiv link, paper URL, PDF, or asks to analyze a research paper. Usually called via ljg-xray router. Do NOT use for blog posts or non-academic articles (use ljg-xray-article instead).

lijigang
lijigang
research
open
academic
529

citation-formatter

A specialized skill for accurately converting academic citations and references across major styles including APA, MLA, and Chicago. Used by the reference-manager agent when collecting bibliographic information and standardizing formats. Automatically applied in contexts involving 'citation format,' 'APA,' 'MLA,' 'Chicago,' 'references,' 'BibTeX,' or 'bibliography management.' Note: automatic bibliographic extraction from academic databases and Zotero/EndNote software operation are outside the scope of this skill.

revfactory
revfactory
research
open
academic
529

hashtag-science

ํ•ด์‹œํƒœ๊ทธ๋ถ„์„๊ฐ€(hashtag-analyst)๊ฐ€ ์‚ฌ์šฉํ•˜๋Š” ํ•ด์‹œํƒœ๊ทธ ๊ณผํ•™ ์ „๋ฌธ ์Šคํ‚ฌ. ํ•ด์‹œํƒœ๊ทธ ํ”ผ๋ผ๋ฏธ๋“œ ์ „๋žต, ๊ฒฝ์Ÿ๋„ ๋ถ„์„, ํŠธ๋ Œ๋“œ ์˜ˆ์ธก, ํ”Œ๋žซํผ๋ณ„ ์ตœ์  ํ•ด์‹œํƒœ๊ทธ ์ „๋žต์„ ์ œ๊ณตํ•œ๋‹ค. 'ํ•ด์‹œํƒœ๊ทธ', 'ํ‚ค์›Œ๋“œ ์ „๋žต', 'ํŠธ๋ Œ๋“œ ๋ถ„์„', 'ํ•ด์‹œํƒœ๊ทธ ๋ฆฌ์„œ์น˜' ๋“ฑ์— ํ™œ์šฉํ•œ๋‹ค.

revfactory
revfactory
research
open
academic
529

systematic-review-protocol

์ฒด๊ณ„์  ๋ฌธํ—Œ ๊ณ ์ฐฐ(Systematic Review)์˜ PRISMA ํ”„๋กœํ† ์ฝœ๊ณผ ๋ฌธํ—Œ ๊ฒ€์ƒ‰ ์ „๋žต์„ ์ œ๊ณตํ•˜๋Š” ์ „๋ฌธ ์Šคํ‚ฌ. literature-searcher์™€ critic-synthesizer๊ฐ€ ํ•™์ˆ  ๋ฌธํ—Œ์„ ์ฒด๊ณ„์ ์œผ๋กœ ๊ฒ€์ƒ‰, ์„ ๋ณ„, ์ข…ํ•ฉํ•  ๋•Œ ํ™œ์šฉํ•œ๋‹ค. '์ฒด๊ณ„์  ๋ฌธํ—Œ ๊ณ ์ฐฐ', 'systematic review', 'PRISMA', '๋ฌธํ—Œ ๊ฒ€์ƒ‰ ์ „๋žต', 'ํฌํ•จ/๋ฐฐ์ œ ๊ธฐ์ค€', 'Boolean ๊ฒ€์ƒ‰' ๋“ฑ์˜ ๋งฅ๋ฝ์—์„œ ์ž๋™ ์ ์šฉํ•œ๋‹ค. ๋‹จ, ํ•™์ˆ  DB(Scopus, WoS) ์ง์ ‘ ์ ‘์†์ด๋‚˜ ๋ฉ”ํƒ€๋ถ„์„ ํ†ต๊ณ„ ์‹คํ–‰์€ ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

citation-standards

Academic citation and reference standards guide. Referenced by the paper-writer and submission-preparer agents when composing citations and references. Use for 'citation format', 'APA', or 'references' requests. Original paper retrieval and professional database access are out of scope.

revfactory
revfactory
research
open
academic
529

academic-paper

Full research pipeline for academic paper writing where an agent team collaborates to generate research design, experiment protocols, analysis, manuscript writing, and submission preparation. Use this skill for requests such as 'write an academic paper', 'research paper writing', 'help me write a paper', 'design a study', 'run statistical analysis', 'prepare journal submission', 'manuscript writing', 'research methodology design', 'hypothesis testing', 'academic writing', and other academic research paper tasks. Also supports analysis, rewriting, and submission preparation when existing data or drafts are available. However, actual data collection execution, official IRB submission, journal system login and upload, and running actual statistical software are outside the scope of this skill.

revfactory
revfactory
research
open
academic
529

academic-paper

ํ•™์ˆ  ๋…ผ๋ฌธ ์ž‘์„ฑ์˜ ์—ฐ๊ตฌ์„ค๊ณ„, ์‹คํ—˜, ๋ถ„์„, ์ง‘ํ•„, ํˆฌ๊ณ ์ค€๋น„๋ฅผ ์—์ด์ „ํŠธ ํŒ€์ด ํ˜‘์—…ํ•˜์—ฌ ํ•œ ๋ฒˆ์— ์ƒ์„ฑํ•˜๋Š” ํ’€ ์—ฐ๊ตฌ ํŒŒ์ดํ”„๋ผ์ธ. 'ํ•™์ˆ  ๋…ผ๋ฌธ ์จ์ค˜', '์—ฐ๊ตฌ ๋…ผ๋ฌธ ์ž‘์„ฑ', '๋…ผ๋ฌธ ์“ฐ๊ธฐ ๋„์™€์ค˜', '์—ฐ๊ตฌ ์„ค๊ณ„ํ•ด์ค˜', 'ํ†ต๊ณ„ ๋ถ„์„ํ•ด์ค˜', '์ €๋„ ํˆฌ๊ณ  ์ค€๋น„', '๋…ผ๋ฌธ ์ง‘ํ•„', '์—ฐ๊ตฌ ๋ฐฉ๋ฒ•๋ก  ์„ค๊ณ„', '๊ฐ€์„ค ๊ฒ€์ฆ', 'ํ•™์ˆ  ๊ธ€์“ฐ๊ธฐ' ๋“ฑ ํ•™์ˆ  ์—ฐ๊ตฌ ๋…ผ๋ฌธ ์ž‘์„ฑ ์ „๋ฐ˜์— ์ด ์Šคํ‚ฌ์„ ์‚ฌ์šฉํ•œ๋‹ค. ๊ธฐ์กด ๋ฐ์ดํ„ฐ๋‚˜ ์ดˆ๊ณ ๊ฐ€ ์žˆ๋Š” ๊ฒฝ์šฐ์—๋„ ๋ถ„์„/๋ฆฌ๋ผ์ดํŒ…/ํˆฌ๊ณ  ์ค€๋น„๋ฅผ ์ง€์›ํ•œ๋‹ค. ๋‹จ, ์‹ค์ œ ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ ์‹คํ–‰, IRB ๊ณต์‹ ์ œ์ถœ, ์ €๋„ ์‹œ์Šคํ…œ ๋กœ๊ทธ์ธ ๋ฐ ์—…๋กœ๋“œ, ์‹ค์ œ ํ†ต๊ณ„ ์†Œํ”„ํŠธ์›จ์–ด ์‹คํ–‰์€ ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

legal-research

๋ฒ•๋ฅ  ๋ฆฌ์„œ์น˜ ํ’€ ํŒŒ์ดํ”„๋ผ์ธ. ํŒ๋ก€๊ฒ€์ƒ‰โ†’๋ฒ•๋ฆฌ๋ถ„์„โ†’์˜๊ฒฌ์„œโ†’์ „๋žต์ˆ˜๋ฆฝ์„ ์—์ด์ „ํŠธ ํŒ€์ด ํ˜‘์—…ํ•˜์—ฌ ํ•œ ๋ฒˆ์— ์ˆ˜ํ–‰ํ•œ๋‹ค. '๋ฒ•๋ฅ  ๋ฆฌ์„œ์น˜', 'ํŒ๋ก€ ๊ฒ€์ƒ‰', '๋ฒ•๋ฆฌ ๋ถ„์„', '๋ฒ•๋ฅ  ์˜๊ฒฌ์„œ', '์†Œ์†ก ์ „๋žต', '๋ฒ•์  ์Ÿ์  ๋ถ„์„', '๋ฒ•๋ฅ  ๊ฒ€ํ† ', '๋ถ„์Ÿ ๋Œ€์‘ ์ „๋žต', '๋ฒ•์  ๋ฆฌ์Šคํฌ ๋ถ„์„', '๋ฒ•๋ฅ  ์ž๋ฌธ ์ž๋ฃŒ' ๋“ฑ ๋ฒ•๋ฅ  ๋ฆฌ์„œ์น˜ ์ „๋ฐ˜์— ์ด ์Šคํ‚ฌ์„ ์‚ฌ์šฉํ•œ๋‹ค. ๋‹จ, ์‹ค์ œ ๋ฒ•๋ฅ  ์ž๋ฌธ(๋ณ€ํ˜ธ์‚ฌ ์˜๊ฒฌ์„œ), ์†Œ์†ก/์‹ฌํŒ ๋Œ€๋ฆฌ, ๋ฒ•๋ฅ  ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค(์ข…ํ•ฉ๋ฒ•๋ฅ ์ •๋ณด) ์ง์ ‘ ์—ฐ๋™, ๋ฒ•๋ฅ  ๋ฌธ์„œ ๊ณต์ฆ์€ ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

academic-writing-style

A specialized skill that systematically guides academic thesis style, structure, and citation rules. Used by writing-coach and proofreader agents to improve academic writing quality and verify format compliance. Automatically applied in contexts such as 'academic style', 'thesis structure', 'citation format', 'APA style', 'argumentation structure', 'scholarly expression'. However, running plagiarism detection software (Turnitin) and journal submission on behalf of the user are outside the scope of this skill.

revfactory
revfactory
research
open
academic
529

investigative-research

๋ฆฌ์„œ์ฒ˜(researcher)์™€ ํŒฉํŠธ์ฒด์ปค(fact-checker)๊ฐ€ ์‚ฌ์šฉํ•˜๋Š” ํƒ์‚ฌ ๋ฆฌ์„œ์น˜ ์ „๋ฌธ ์Šคํ‚ฌ. 1์ฐจ/2์ฐจ ์ž๋ฃŒ ์ˆ˜์ง‘, ์ถœ์ฒ˜ ์‹ ๋ขฐ๋„ ํ‰๊ฐ€, ๋ฐ์ดํ„ฐ ์‚ผ๊ฐ๊ฒ€์ฆ, ํŽธํ–ฅ์„ฑ ๋ถ„์„ ๋ฐฉ๋ฒ•๋ก ์„ ์ œ๊ณตํ•œ๋‹ค. '์ž๋ฃŒ ์กฐ์‚ฌ', 'ํŒฉํŠธ์ฒดํฌ', '์ถœ์ฒ˜ ๊ฒ€์ฆ', 'ํƒ์‚ฌ ๊ธฐ๋ฒ•' ๋“ฑ์— ํ™œ์šฉํ•œ๋‹ค.

revfactory
revfactory
research
open
academic
529

academic-writing-style

ํ•™์ˆ  ๋…ผ๋ฌธ์˜ ๋ฌธ์ฒด, ๊ตฌ์กฐ, ์ธ์šฉ ๊ทœ์น™์„ ์ฒด๊ณ„์ ์œผ๋กœ ๊ฐ€์ด๋“œํ•˜๋Š” ์ „๋ฌธ ์Šคํ‚ฌ. writing-coach์™€ proofreader ์—์ด์ „ํŠธ๊ฐ€ ํ•™์ˆ ์  ๊ธ€์“ฐ๊ธฐ ํ’ˆ์งˆ์„ ํ–ฅ์ƒ์‹œํ‚ค๊ณ  ํ˜•์‹ ์˜ค๋ฅ˜๋ฅผ ๊ฒ€์ฆํ•  ๋•Œ ํ™œ์šฉํ•œ๋‹ค. 'ํ•™์ˆ  ๋ฌธ์ฒด', '๋…ผ๋ฌธ ๊ตฌ์กฐ', '์ธ์šฉ ํ˜•์‹', 'APA ์Šคํƒ€์ผ', '๋…ผ์ฆ ๊ตฌ์กฐ', 'ํ•™์ˆ ์  ํ‘œํ˜„' ๋“ฑ์˜ ๋งฅ๋ฝ์—์„œ ์ž๋™ ์ ์šฉํ•œ๋‹ค. ๋‹จ, ์‹ค์ œ ํ‘œ์ ˆ ๊ฒ€์‚ฌ ์†Œํ”„ํŠธ์›จ์–ด(Turnitin) ์‹คํ–‰์ด๋‚˜ ํ•™์ˆ ์ง€ ํˆฌ๊ณ  ๋Œ€ํ–‰์€ ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

thesis-advisor

๋…ผ๋ฌธ ์ž‘์„ฑ ์ข…ํ•ฉ ์ง€์› ํŒŒ์ดํ”„๋ผ์ธ. ์ฃผ์ œ์„ ์ •โ†’๋ฌธํ—Œ์กฐ์‚ฌโ†’๋ฐฉ๋ฒ•๋ก ์„ค๊ณ„โ†’์ง‘ํ•„โ†’๊ต์ •์„ ์—์ด์ „ํŠธ ํŒ€์ด ํ˜‘์—…ํ•˜์—ฌ ์ˆ˜ํ–‰ํ•œ๋‹ค. '๋…ผ๋ฌธ ๋„์™€์ค˜', '์—ฐ๊ตฌ ์ฃผ์ œ ์žก์•„์ค˜', '๋ฌธํ—Œ ๊ฒ€ํ† ', '๋ฐฉ๋ฒ•๋ก  ์„ค๊ณ„', '๋…ผ๋ฌธ ์จ์ค˜', '๋…ผ๋ฌธ ๊ต์ •', 'ํ•™์œ„ ๋…ผ๋ฌธ', 'ํ•™์ˆ ์ง€ ํˆฌ๊ณ ', '์—ฐ๊ตฌ ์„ค๊ณ„', 'literature review' ๋“ฑ ํ•™์ˆ  ๋…ผ๋ฌธ ์ž‘์„ฑ ์ „๋ฐ˜์— ์ด ์Šคํ‚ฌ์„ ์‚ฌ์šฉํ•œ๋‹ค. ๊ธฐ์กด ์›๊ณ ๋‚˜ ๋ฌธํ—Œ ๋ชฉ๋ก์ด ์žˆ์œผ๋ฉด ํ•ด๋‹น ๋‹จ๊ณ„๋ฅผ ๋ณด๊ฐ•ํ•œ๋‹ค. ๋‹จ, ์‹ค์ œ ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ยท๋ถ„์„ ์‹คํ–‰, ํ†ต๊ณ„ ์†Œํ”„ํŠธ์›จ์–ด ์กฐ์ž‘, ํ•™์ˆ ์ง€ ํˆฌ๊ณ  ์‹œ์Šคํ…œ ์กฐ์ž‘์€ ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

research-assistant

ํ•™์ˆ  ์—ฐ๊ตฌ ๋ณด์กฐ๋ฅผ ์—์ด์ „ํŠธ ํŒ€์ด ์ฒด๊ณ„์ ์œผ๋กœ ์ˆ˜ํ–‰ํ•˜๋Š” ํŒŒ์ดํ”„๋ผ์ธ. '๋…ผ๋ฌธ ์กฐ์‚ฌํ•ด์ค˜', '๋ฌธํ—Œ ๋ฆฌ๋ทฐ', '์—ฐ๊ตฌ ์ž๋ฃŒ ์ •๋ฆฌ', 'literature review', 'ํ•™์ˆ  ๋ฆฌ์„œ์น˜', '์ฐธ๊ณ ๋ฌธํ—Œ ์ •๋ฆฌ', '์„ ํ–‰ ์—ฐ๊ตฌ ๋ถ„์„', '์—ฐ๊ตฌ ๋™ํ–ฅ ํŒŒ์•…', '๋ฌธํ—Œ ๊ฒ€์ƒ‰', 'ํ•™์ˆ  ๋ฉ”๋ชจ ์ •๋ฆฌ' ๋“ฑ ํ•™์ˆ  ์—ฐ๊ตฌ ๋ณด์กฐ ์ „๋ฐ˜์— ์ด ์Šคํ‚ฌ์„ ์‚ฌ์šฉํ•œ๋‹ค. ๋‹จ, ์‹คํ—˜ ์ˆ˜ํ–‰, ํ†ต๊ณ„ ๋ถ„์„ ์‹คํ–‰, ๋…ผ๋ฌธ ์ตœ์ข… ์ง‘ํ•„, ํ•™์ˆ ์ง€ ํˆฌ๊ณ ๋Š” ์ด ์Šคํ‚ฌ์˜ ๋ฒ”์œ„๊ฐ€ ์•„๋‹ˆ๋‹ค.

revfactory
revfactory
research
open
academic
529

citation-standards

ํ•™์ˆ  ์ธ์šฉ ๋ฐ ์ฐธ๊ณ ๋ฌธํ—Œ ํ‘œ์ค€ ๊ฐ€์ด๋“œ. paper-writer์™€ submission-preparer ์—์ด์ „ํŠธ๊ฐ€ ๋…ผ๋ฌธ์˜ ์ธ์šฉ๊ณผ ๋ ˆํผ๋Ÿฐ์Šค๋ฅผ ์ž‘์„ฑํ•  ๋•Œ ์ฐธ์กฐ. '์ธ์šฉ ํ˜•์‹', 'APA', '์ฐธ๊ณ ๋ฌธํ—Œ' ์š”์ฒญ ์‹œ ์‚ฌ์šฉ. ๋‹จ, ์›๋ฌธ ๋…ผ๋ฌธ ๊ฒ€์ƒ‰์ด๋‚˜ ์ „๋ฌธ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ์ ‘๊ทผ์€ ๋ฒ”์œ„ ๋ฐ–.

revfactory
revfactory
research
open
academic
529

thesis-advisor

A thesis writing support full pipeline. An agent team collaborates to perform topic selection, literature review, methodology design, writing, and proofreading. Use this skill for requests like 'help with my thesis', 'find a research topic', 'literature review', 'methodology design', 'write my thesis', 'proofread my thesis', 'dissertation', 'journal submission', 'research design', and other academic thesis writing needs. Existing manuscripts or reference lists can augment the relevant phase. However, actual data collection/analysis execution, statistical software operation, and journal submission system operation are outside the scope of this skill.

revfactory
revfactory
research
open
academic
529

research-assistant

A pipeline where an agent team systematically performs academic research assistance. Use this skill for requests such as 'search for papers,' 'literature review,' 'organize research materials,' 'academic research,' 'organize references,' 'prior research analysis,' 'research trend analysis,' 'literature search,' or 'academic note organization.' Note: experiment execution, statistical analysis execution, final paper writing, and journal submission are outside the scope of this skill.

revfactory
revfactory
research
open
academic
529

research-methodology

Research methodology guide. Referenced by the research-designer and statistical-analyst agents when selecting research designs and analysis methods. Use for 'research methodology', 'experiment design', or 'statistical analysis' requests. Actual data collection and IRB review processing are out of scope.

revfactory
revfactory
research
open
academic
529

systematic-review-protocol

A specialized skill providing PRISMA protocols and literature search strategies for systematic reviews. Used by the literature-searcher and critic-synthesizer agents when systematically searching, screening, and synthesizing academic literature. Automatically applied in contexts involving 'systematic review,' 'PRISMA,' 'literature search strategy,' 'inclusion/exclusion criteria,' or 'Boolean search.' Note: direct access to academic databases (Scopus, WoS) and meta-analysis statistical execution are outside the scope of this skill.

revfactory
revfactory
research
open
lab-tools
529

experiment-tracking-setup

Guide for experiment tracking tool setup (MLflow, Weights & Biases, etc.), reproducibility assurance, model registry, and experiment comparison methodology. Use this skill for ML experiment management involving 'experiment tracking', 'MLflow', 'W&B', 'Weights and Biases', 'reproducibility', 'model registry', 'experiment comparison', 'hyperparameter logging', etc. Enhances the training-manager's experiment management capabilities. Note: model architecture design and feature engineering are outside this skill's scope.

revfactory
revfactory
research
open
lab-tools
529

semver-analyzer

Methodology for analyzing changes according to Semantic Versioning (SemVer) rules and determining the appropriate version number. Use this skill for 'SemVer analysis', 'version number determination', 'Breaking Change assessment', 'version bump decisions', and other version management tasks. Note: automatic git tag creation and CI/CD release execution are outside the scope of this skill.

revfactory
revfactory
research
open
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