Skill collection · HeshamFS

materials-simulation-skills agent skills by HeshamFS

24 skills from HeshamFS/materials-simulation-skills are listed in the directory, across 2 categories. 12 skills have a full page with install steps and a pre-install summary.

View HeshamFS/materials-simulation-skills on GitHub

At a glance

PublisherHeshamFS
Repositorygithub.com/HeshamFS/materials-simulation-skills
Listed skills24
Security scanNot scanned
CategoriesScience and Research, AI Agents and LLM Engineering
LicenseApache-2.0
Last commitJune 25, 2026
Install every skillnpx skills add https://github.com/HeshamFS/materials-simulation-skills
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Skills in HeshamFS/materials-simulation-skills

Linked names open the skill's directory page; the rest open the skill folder on GitHub. Descriptions on rows without a page are quoted from each SKILL.md.

SkillCategoryWhat it does
convergence-study 84/100 · BSciencePerforms spatial and temporal convergence analysis for numerical solutions, computing observed convergence orders, Richardson extrapolation, and Grid Convergence Index per ASME V&V 20.

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differentiation-schemes 82/100 · BScienceSelects and applies numerical differentiation schemes for PDE and ODE discretization, including finite-difference stencils, central, upwind, compact and spectral methods.

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hpc-runtime-doctor 85/100 · BScienceDiagnoses HPC runtime and scheduler problems for already-submitted materials simulation jobs that failed, ran slowly, were killed, or behaved differently on a cluster.

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linear-solvers 82/100 · BScienceSelects and configures linear solvers for Ax=b systems, covering direct and iterative methods, preconditioners, sparsity and conditioning analysis, and diagnosing convergence stagnation.

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mesh-generation 82/100 · BSciencePlans and evaluates mesh generation for numerical simulations, covering grid resolution, mesh quality checks, and structured, unstructured, or adaptive refinement choices.

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nonlinear-solvers 82/100 · BScienceSelects and configures nonlinear solvers for root-finding, optimization, and least-squares problems, including Newton variants, quasi-Newton methods, globalization, and convergence rate diagnosis.

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numerical-integration 82/100 · BScienceSelects and configures time integration methods for ODE and PDE simulations, including error tolerances, adaptive step-size control, and IMEX operator splitting.

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numerical-stability 84/100 · BScienceAnalyzes numerical stability for time-dependent PDE simulations, covering CFL and Fourier criteria, von Neumann analysis, stiffness detection, and explicit versus implicit time-stepping recommendations.

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ontology-explorer 82/100 · BScienceParses, navigates, and queries materials science ontology structures, including class hierarchies, property definitions, term search, and OWL/XML summaries, currently for CMSO and ASMO.

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ontology-mapper 82/100 · BScienceMaps materials science terms, crystal structures, and sample descriptions to standardized ontology classes and properties, producing ontology-compliant annotations and sample metadata.

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ontology-validator 82/100 · BScienceValidates material sample annotations against ontology constraints, checking that terms exist, relationships are consistent, and required properties are present.

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parameter-optimization 82/100 · BScienceExplores and optimizes simulation parameters using design of experiments, sensitivity analysis, optimizer selection, and surrogate models, including parameter sweep planning.

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benchmark-and-mms-planner 81/100 · BSciencePlan verification and validation campaigns for simulation codes using manufactured solutions, canonical benchmark problems, grid/time refinement…
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fair-simulation-packager 73/100 · CScienceCreate FAIR-minded reproducibility bundles for materials simulations by collecting input/output file inventories, hashes, units, engine versions…

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md-analysis-planner 73/100 · CSciencePlan molecular dynamics post-processing for materials simulations, including RDF, MSD and diffusion, VACF/VDOS, coordination numbers, bond-angle…

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performance-profiling 82/100 · BScienceIdentify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials…
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post-processing 82/100 · BScienceExtract, analyze, and summarize simulation output data — pull spatial fields at specific timesteps, compute time-series trends and detect steady…
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simulation-failure-triage 74/100 · CScienceFirst-response triage for cross-code (LAMMPS/VASP/QE/MOOSE) simulation failures: classifies the failure signature (nonconvergence, NaN/Inf…

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simulation-orchestrator 82/100 · BScienceOrchestrate multi-simulation campaigns — generate parameter sweep configurations (grid, linspace, or Latin Hypercube sampling), initialize and track…
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simulation-validator 82/100 · BScienceValidate simulations across three stages — run pre-flight checks on configuration files (parameter ranges, required fields, disk space), monitor…
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skill-evaluator 84/100 · BAI agentsRigorously evaluate an Agent Skill end-to-end across ANY coding-agent CLI — verify its scripts emit the documented numbers (deterministic checks)…
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slurm-job-script-generator 82/100 · BScienceGenerate correct, copy-pasteable SLURM sbatch job scripts and sanity-check HPC resource requests — configure nodes, MPI tasks, OpenMP threads…
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time-stepping 84/100 · BSciencePlan and control time-step policies for transient simulations — couple CFL and physics-based stability limits with adaptive stepping, ramp initial…
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workflow-engine-mapper 81/100 · BScienceMap computational materials tasks onto workflow engines such as atomate2, jobflow, AiiDA, pyiron, or a simple one-off script. Use when deciding how…
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Where this repository is cited

HeshamFS/materials-simulation-skills appears in 2 curated lists: BehiSecc/awesome-claude-skills, VoltAgent/awesome-agent-skills.