Agent skills for Zed

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

Optimizes academic manuscripts for the Scientific Decision Making journal by aligning framing, methodology, and formatting with its…

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

Optimizes academic manuscripts for submission to the Scientific Management Research journal, focusing on innovation policy and S&T…

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines.

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…

Use when the user has a clear-enough task and wants it decomposed into batched worker sub-tasks before any code is written.

Detects scope creep by quantifying drift percentage.

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 begins to stress-test whether a result clears PNAS's bar — high quality and broad significance to a general…

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

Quality assurance review with JURI (ethics) and MARU (empathy) — read-only expert review of generated card news

API class conventions for Scopy plugins including ApiObject inheritance, Q_INVOKABLE patterns, and IIOWidgetGroup access.

Standard scopy plugin patterns including ToolTemplate, refresh buttons, sections, plugin lifecycle, and architecture.