tondevrel/scientific-agent-skills
42 skills2.7k installs798 starsGitHub
Install
npx skills add https://github.com/tondevrel/scientific-agent-skillsSkills in this repo
1Matplotlibmatplotlib is a scientific visualization skill from tondevrel/scientific-agent-skills covering Matplotlib 3.8, the industry-standard Python library for customizable 2D plotting. The skill helps developers create publication-quality figures including line plots, heatmaps, contours, vector fields, and multi-panel layouts with LaTeX-formatted axes, drawing from NumPy arrays or Pandas DataFrames. Developers reach for matplotlib when analysis scripts need precise control over spines, line styles, color maps, and export-ready figures rather than quick exploratory charts alone. The skill documents when Matplotlib beats higher-level wrappers for fine-grained scientific plotting during Python data work.314installs2Opencvopencv is an advanced skill for data workflows. With 211+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.253installs3Plotlyplotly is an advanced skill for data workflows. With 131+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.174installs4PyomoPyomo is a BSD-licensed Python optimization framework from the COIN-OR project that lets solo builders describe linear, mixed-integer, and nonlinear programs in readable mathematical form, then hand the model to whichever solver they have licensed or installed. It fits indie builders shipping internal planning tools, energy or logistics prototypes, or research pipelines where the hard part is maintaining one source of truth for constraints while experimenting with engines. Use it during validation when you are stress-testing allocation scenarios, during build when you embed solvers behind APIs or batch jobs, and during operate when you rerun dispatch or supply models on fresh data. The skill walks prerequisites first—pyomo plus at least one solver—then when-to-use cases spanning strategic planning, process engineering, grid problems, and NLP objectives. It is not a hosted optimizer; you own solver installs, runtime, and numerical stability. For agents, it is procedural knowledge for structuring Pyomo models correctly rather than ad-hoc scipy hacks.168installs5Ortoolsortools is an advanced skill for data workflows. With 113+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.144installs6Numpynumpy is an advanced skill for data workflows. With 65+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.82installs7Matplotlib Promatplotlib pro is an advanced skill for data workflows. With 52+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.67installs8Fastapi Streamlitfastapi streamlit is an advanced skill for development workflows. With 53+ installs, it provides robust integration for developers. Essential for teams scaling technical infrastructure.64installs9Numbanumba is an advanced skill for data workflows. With 40 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.58installs10Chempychempy is an advanced skill for data workflows. With 42 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.55installs11Asease is an advanced skill for data workflows. With 44 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.53installs12Mnemne is an advanced skill for data workflows. With 41 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.52installs13Mdanalysismdanalysis is an advanced skill for data workflows. With 41 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.50installs14Pytorch Researchpytorch research is an advanced skill for data workflows. With 33 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.50installs15Jax Pdejax pde is an advanced skill for data workflows. With 33 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.49installs16Duckdbduckdb is an advanced skill for data workflows. With 35 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.46installs17Jaxjax is an advanced skill for data workflows. With 28 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.46installs18Pandas Performancepandas performance is an advanced skill for data workflows. With 32 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.46installs19Pytorchpytorch is an advanced skill for data workflows. With 30 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.45installs20Numpy Low Levelnumpy low level is an advanced skill for data workflows. With 31 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.44installs21Biopythonbiopython is an advanced skill for data workflows. With 35 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.43installs22Networkxnetworkx is an advanced skill for data workflows. With 31 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.43installs23Pydicompydicom is an advanced skill for data workflows. With 30 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.43installs24Pyscfpyscf is an advanced skill for data workflows. With 34 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.43installs25Geopandasgeopandas is an advanced skill for data workflows. With 32 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.42installs26Lifelineslifelines is an advanced skill for data workflows. With 30 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.42installs27Pytorch Deploymentpytorch deployment is an advanced skill for data workflows. With 29 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.39installs28Astropyastropy is an advanced skill for data workflows. With 26 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.38installs29Openbabelopenbabel is an advanced skill for data workflows. With 30 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.38installs30Polarspolars is an advanced skill for data workflows. With 27 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.37installs31Pyprojpyproj is an advanced skill for data workflows. With 27 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.37installs32Prodyprody is an advanced skill for data workflows. With 28 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.36installs33Pysampysam is an advanced skill for data workflows. With 26 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.36installs34Cobrapycobrapy is an advanced skill for data workflows. With 27 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.35installs35H5pyh5py is an advanced skill for data workflows. With 25 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.34installs36Photutilsphotutils is an advanced skill for data workflows. With 23 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.34installs37Qiskitqiskit is an advanced skill for data workflows. With 26 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.34installs38Dask Optimizationdask optimization is an advanced skill for data workflows. With 23 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.32installs39Daskdask is an advanced skill for data workflows. With 22 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.31installs40Qiskit Hardwareqiskit hardware is an advanced skill for data workflows. With 23 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.31installs41Pennylanepennylane is an advanced skill for data workflows. With 21 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.30installs42Example Skillexample skill is an advanced skill for development workflows. With 21 installs, it delivers specialized capabilities for building solutions. Essential for teams scaling technical infrastructure.29installs