Agent skills for Windsurf (legacy)

Guides researchers in drafting structured, point-by-point author response letters and manuscript revisions for Scientia Sinica…

Designs rigorous experimental protocols and evidence-to-claim mappings for papers submitted to Scientia Sinica Informationis (SSI).

Audits and prepares academic manuscripts for submission to Scientia Sinica Informationis with comprehensive formatting, ethics, and…

Evaluates research novelty, target journal fit, and section positioning for submissions to Scientia Sinica Informationis and related…

Orchestrates the end-to-end academic publishing lifecycle for submissions to Scientia Sinica Informationis from topic selection to…

Use when the user needs to design, review, adapt, or rehearse scientific communication for a live, spoken, visual, or audience-facing…

Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE…

Use only when the current deliverable is holistic, prioritized, multi-lens critique of audience-facing scientific communication or…

This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or…

Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization.

When to activate: scikit-learn, sklearn, Pipeline, ColumnTransformer, GridSearchCV, cross-validation, custom transformers, feature…

Generate Scoop manifest for Windows CLI distribution.

Right-sizes architecture to project scope, classifying projects into 6 tiers to prevent over-engineering.

Judgment check before calling substantial work done or proposing a commit.

Load at the start of any build, fix, refactor, or "make it better" request, and again before every follow-up iteration on work already…

Design and implement scoped permission models

Use before any writing — as the first gate — to stress-test whether a result fits PNAS Nexus — high-quality, broadly significant…

Use before any writing to stress-test whether a result clears Science's (AAAS) desk-reject filter — broad significance and general…

Capture screenshots and generate PNG/PDF output from existing HTML slides

Social media caption and hashtag generation with DARI and BINNA — platform-optimized captions for your card news

Full card news generation pipeline — auto-selects sequential (subagent) or collaborative (Agent Teams) mode based on environment