Guide for using the LESS radiative transfer model via pyLessSDK. Use when the user asks to create, configure, or run LESS simulations, set up scenes with vegetation/terrain, configure sensors (orthographic, perspective, fisheye, LiDAR, TRAC, photon tracing), define optical properties, or post-process simulation…
Generates R implementations for Six Sigma / statistical-process-control tasks — control charts (X-bar R, I-MR, P, NP, C, U), process capability (Cp/Cpk/Pp/Ppk), DPMO and sigma level, Pareto and run charts, histograms, box plots, scatter/regression, correlation, hypothesis tests (1- and 2-sample t, proportion…
Reviewer-gated extraction skill for deriving L2 structured artifacts from ingested normalized sources. Runs MCP terminology enrichment, presents batch proposals for human review, records decisions via concept review CLI, and writes finalized topics/ /structured/concepts/concepts.yaml plus an extract plan that includes…
A Chinese-language assistant for turning a Melodie agent-based model design into code, test data, and documentation. Melodie is a framework for building simulations whose individual entities interact over time.
Move fast AND rigorously through the full AI/ML research loop: framing a testable hypothesis, reviewing the literature, reproducing a baseline, designing leak-free experiments, tracking runs, analyzing results honestly, and writing up. Use this whenever the user is doing machine-learning or AI research — reading or…
Use when and ONLY when the user explicitly requests paper writing and G4 (write-ready) gate has passed — handles LaTeX structure, senior-level writing, reference verification, and iterative refinement.
Central hub for academic paper writing with selectable author styles. Use when the user asks to write, revise, evaluate, or distill any section of an academic paper.
A workflow for exploratory factor analysis (EFA), a method for discovering hidden dimensions behind measurements such as questionnaire items. It includes factor extraction, rotation, interpretation, and Cronbach’s alpha reliability analysis.
A workflow for producing a Chinese scientific review article from mapped and retrieved research literature. It uses acaflow to map papers and QingHydrogen to search for references for each topic branch.
An image-to-editable-SVG tool for research figures, method diagrams, architecture diagrams, and flowcharts. SVG is a vector image format whose parts can be edited individually in tools such as Figma.
Write correct, idiomatic THRML code, centered on Ising machines and how they are trained. THRML is Extropic's JAX-based GPU simulator for the block Gibbs sampling programs that run natively on Extropic's probabilistic computing hardware. Use this skill whenever the user mentions THRML, Extropic, probabilistic…
A Chinese-language toolkit for making and checking academic charts, diagrams, flowcharts, and graphical abstracts. A graphical abstract is a visual summary of a research paper, while a flowchart shows the steps or decisions in a process.
A multi-stage workflow for mathematical modelling competitions and similar problems using documents and spreadsheet data. It covers problem review, model selection, code, charts, validation, reproducibility, and writing handoff materials.
Rewrite, restructure, translate, or audit academic manuscripts so first-time readers can identify the problem, contribution, evidence, value, and limitations without decoding internal jargon or formulaic prose. Use for English or Chinese papers, abstracts, introductions, methods, results, conclusions, highlights…
A guide to using AI when drafting and improving scientific papers, while keeping the research question, evidence, and conclusions under the researcher's control.
Use when working with the Academic Paper Search and BibTeX Generation API, including searching papers, retrieving BibTeX citations, and monitoring API manager statistics.
Help an agent familiarize itself with any scientific Python library or codebase so it can write a high-quality opensci skill for that library. Use when creating, auditing, or refactoring opensci skills for published packages, source-only repositories, namespace packages, or mixed-layout projects. Content is optimized…
Apply Michael's academic writing style when drafting or editing text. Use when writing LaTeX prose, paper sections, abstracts, or any academic text for Michael.
A research workflow for systematic literature reviews, which collect and assess published studies on a defined topic. It searches several academic databases, downloads open-access papers, and builds a searchable local collection.
Run or adapt dynamo preprocessing with dynamo.preprocessing.Preprocessor, including the recipe branches monocle, seurat, sctransform, pearsonresiduals, and monoclepearsonresiduals. Use when converting or reproducing docs/tutorials/notebooks/100tutorialpreprocess.ipynb, preprocessing an AnnData object for downstream…
Use when the user wants to "productionize", "port", "package", "harden", "clean up", or "make installable" research, academic, or prototype code — loose scripts, notebooks, or a one-off repo — turn scripts/notebooks into a real library, get something pip/uv-installable, or build an HPC/SLURM-friendly tool that runs…
An end-to-end workflow for writing SCI research papers, which are scientific papers intended for journals indexed by the Science Citation Index. It supports brainstorming, novelty checks, paper structure, reviews, bilingual writing, and final document files.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: