AimatraTHIRD-PARTY SKILLS · ORIGINAL SOURCES
Curated Skills for a useful first task.
Practical workflows for scientific computing, design and research communication. Prepare your files and follow a guide to your first request in your own AI assistant.
Scientific Visualization
Turn research data into clear scientific figures
A third-party open-source skill by K-Dense Inc. for making and checking scientific figures with Matplotlib, Seaborn, or Plotly.
CSV or other tabular data, column meanings, units, and sample or replicate identifiers.
OutputStatic figures such as PDF, SVG, or PNG; interactive HTML when requested and supported by the chosen plotting library.
Original author K-Dense Inc.
Frontend Slides
Make browser slides from your talk notes
A third-party open-source skill by Zara Zhang (@zarazhangrui) for creating animated HTML presentations from an outline, Markdown, or an existing PowerPoint.
Markdown notes or an outline, the audience, talk length, language, and desired slide count.
OutputAn editable HTML slide deck with inline CSS and JavaScript, plus any required local media files.
Original author Zara Zhang (@zarazhangrui)
pymatgen
Check and work with local crystal structures
A third-party open-source skill by K-Dense Inc. for inspecting, validating, converting, and analyzing materials data with Python and pymatgen.
Your CIF, POSCAR, or another supported local structure file, with its source and the intended operation.
OutputA structure report covering composition, lattice, occupancy, parser warnings, and symmetry with stated tolerances.
Original author K-Dense Inc.
Lab Hardware CAD
Design a lab holder from measured dimensions
A third-party open-source skill by K-Dense Inc. for turning measured labware dimensions into parametric Python CAD models, fabrication files, and geometry checks.
A sketch or written brief with dimensions in millimetres, part orientation, mating surfaces, and the intended use.
OutputA parametric Python model with named dimensions, STEP and STL files, and an optional DXF section when a 2D cutting profile is suitable.
Original author K-Dense Inc.
Canvas Design
Create an academic lecture poster
A third-party open-source skill by Anthropic, PBC. for creating static posters and visual designs as PNG or PDF, accompanied by a Markdown design philosophy.
The exact poster text, audience, page size or pixel dimensions, intended medium, and any preferred colors or visual references.
OutputA static poster or visual design as PNG and/or PDF, checked for readable text, margins, clipping, and overlap.
Original author Anthropic, PBC.
PyBaMM
Simulate battery charge and discharge
A third-party open-source skill by K-Dense Inc. for local single-cell PyBaMM simulations, numerical checks, and comparison with measured voltage curves.
Cell chemistry, nominal capacity, parameter-set source, initial state of charge, temperature, and the chosen SPM or DFN model.
OutputCSV curves for voltage, current, and net discharge capacity, plus runs using tighter solver tolerances and a refined mesh.
Original author K-Dense Inc.
pycalphad
Calculate phase equilibria from a TDB database
A third-party open-source skill by K-Dense Inc. for local CALPHAD phase-equilibrium calculations using a thermodynamic TDB database.
A local TDB file and its source, permitted use, assessment reference, and validity range; list the elements and phases to consider.
OutputA CSV of stable phase compositions and molar phase fractions for each temperature and sampling run.
Original author K-Dense Inc.
Scientific Schematics
Draft a scientific workflow diagram
A third-party open-source skill by K-Dense Inc. for paid OpenRouter generation of PNG scientific-diagram drafts, with an AI review log and manual checking.
A source-backed list of components, exact labels, arrow directions, relationships, and the intended audience.
OutputRaster PNG drafts, with numbered versions when more than one generation is explicitly approved.
Original author K-Dense Inc.
Remotion
Turn a research outline into a short video
Official Remotion agent Skills for building React-based video compositions, previewing them locally and exporting video when requested.
A local talk outline or script, approved figures or photos, captions and the intended audience.
OutputAn editable React/TypeScript video project with a local Remotion Studio preview.
Original author Remotion AG
Impeccable
Improve a local research page's layout and typography
A third-party open-source Skill by Paul Bakaus for reviewing and refining frontend layout, typography, accessibility and responsive behavior.
A local research homepage or other frontend project, its intended audience, truthful content and the page or component to improve.
OutputPrioritized findings with changes to frontend source, layout, typography and responsive behavior.
Original author Paul Bakaus
Use a Codex or Claude Code project conversation with file and command access. This site provides sources and guidance; it does not run tasks or receive your project files.