tsingyuai/scientify

algorithm-selection

Use this when the user needs to choose between multiple ML routes after survey but before committing to implementation. Compares candidate approaches, selects one, records rejected routes, and keeps a fallback.

원문 언어: 영어

baseline-runner

Use this when the project needs real baseline results before or alongside the main model. Runs classical or literature-aligned baselines under the same protocol and writes a reproducible baseline summary.

원문 언어: 영어

dataset-validate

Use this when the project needs a dedicated data-quality review before model review. Checks data reality, split correctness, label health, leakage risk, shape consistency, and mock-data disclosure.

원문 언어: 영어

artifact-review

Use this when the user wants a draft paper, figure bundle, README, release page, or experiment artifact reviewed before sharing. Checks evidence binding, claim scope, captions, layout clarity, and release readiness.

원문 언어: 영어

figure-standardize

Use this when the user wants to improve chart quality, standardize plotting style, regenerate release figures, or add captions/protocol notes. Normalizes fonts, colors, legends, units, and scope notes across Scientify figures.

원문 언어: 영어

release-layout

Use this when the user wants to improve README, docs pages, or microsites so a new reader can understand what the project is, how to use it, what artifacts exist, and what the scope boundaries are within one screen.

원문 언어: 영어

research-experiment

[Read when prompt contains /research-experiment]

원문 언어: 중국어

research-survey

[Read when prompt contains /research-survey]

원문 언어: 다국어 혼합

write-paper

Use this when the user wants a systems paper, experiment paper, technical report, or extended abstract drafted from existing Scientify artifacts. Builds a claim-bounded paper draft from experiment outputs, figures, and supporting notes.

원문 언어: 영어

write-review-paper

Use this when the user wants to write a literature review, survey paper, or thesis chapter from existing papers. Guides reading strategy, note-taking, synthesis, and academic writing. NOT for searching new papers (/research-collect) or generating ideas…

원문 언어: 영어

idea-generation

Use this when the user wants research ideas, innovation points, or to find research gaps (找研究方向, 生成创新点). Generates 5 ideas from collected papers, identifies gaps, proposes novel methods with citations. Requires papers in workspace.

원문 언어: 영어

metabolism

Knowledge metabolism: Day 0 init (discuss + baseline survey) or daily cycle (incremental search + update knowledge + generate hypotheses). Triggered by bootstrap and daily cron.

원문 언어: 중국어

paper-download

Download academic papers: arXiv source/PDF by ID, DOI papers via Unpaywall open access. Supports batch download.

원문 언어: 중국어

research-collect

[Read when prompt contains /research-collect]

원문 언어: 중국어

research-implement

[Read when prompt contains /research-implement]

원문 언어: 중국어

research-pipeline

Use this skill when the user wants to research a topic, analyze papers, build ML models, or run experiments. Orchestrates the full pipeline: paper search → analysis → planning → implementation → review → experiments.

원문 언어: 중국어

research-plan

[Read when prompt contains /research-plan]

원문 언어: 중국어

research-review

[Read when prompt contains /research-review]

원문 언어: 중국어