HPC Skill Hub Registry

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97Skills

2Site adapters

12Collections

159Tools referenced

admin 8 containers 3 data 21 debugging 39 education 2 gpu 13 interactive 7 mpi 18 performance 23 scheduler 72 software 29 workflow 15

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12 curated entry points

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Skill	Summary	Risk	Maturity	Schedulers	Categories	Tags
Apptainer MPI On Slurm `apptainer-mpi-on-slurm`	Run MPI applications from Apptainer containers inside Slurm allocations.	medium	seed	slurm	containers mpi scheduler performance	apptainer singularity container mpi slurm srun
Apptainer Run Container `apptainer-run-container`	Run Apptainer containers safely on shared HPC systems.	medium	seed	slurm	containers scheduler	apptainer singularity container slurm gpu
BLAS OpenMP Thread Control `blas-openmp-thread-control`	Align BLAS, OpenMP, and language thread pools with HPC CPU allocations.	low	seed	agnostic	performance software debugging	openmp blas mkl openblas numexpr threads
BLAST On Slurm `blast-on-slurm`	Run local BLAST+ searches on Slurm with bounded smoke-test defaults.	medium	seed	slurm	workflow scheduler data	blast blastn blastp makeblastdb fasta bioinformatics
Checkpoint Restart Workflow `checkpoint-restart-workflow`	Structure long HPC jobs so they can resume after time limits or preemption.	medium	seed	slurm	scheduler debugging	checkpoint restart slurm preemption timeout state
Checksum Manifest Create `checksum-manifest-create`	Create checksum manifests for transfer validation and reproducibility.	low	seed	agnostic	data	checksum sha256 manifest transfer validation archive
Cluster Usage Report Readonly `cluster-usage-report-readonly`	Collect read-only Slurm usage evidence for facility support reports.	low	seed	slurm	admin scheduler	slurm sacct sreport squeue sinfo usage
CMake HPC Build Preflight `cmake-hpc-build-preflight`	Plan reproducible CMake configure, build, test, and install steps on HPC systems.	medium	seed	agnostic	software debugging mpi	cmake build compiler mpi ctest install-prefix
Compiler MPI Matrix `compiler-mpi-matrix`	Check compiler, MPI wrapper, and module compatibility before building HPC codes.	low	seed	agnostic	software mpi debugging	compiler mpi modules mpicc wrapper compatibility
Conda Mamba On HPC `conda-mamba-on-hpc`	Create Conda or Mamba environments while protecting shared HPC filesystems.	medium	seed	agnostic	software	conda mamba micromamba environment filesystem reproducibility
Container Build For HPC `container-build-for-hpc`	Plan and build Apptainer-compatible images for shared HPC systems.	medium	seed	agnostic	containers software	apptainer singularity container sif definition oci
CP2K On Slurm `cp2k-on-slurm`	Run CP2K calculations on Slurm with MPI/OpenMP layout and restart planning.	medium	seed	slurm	mpi gpu scheduler performance	cp2k dft quantum-chemistry molecular-dynamics mpi openmp
CWL On Slurm `cwl-on-slurm`	Run small CWL workflows inside Slurm allocations with cwltool.	medium	seed	slurm	workflow scheduler data	cwl cwltool workflow slurm bioinformatics reproducibility
Darshan I/O Profile Analysis `darshan-io-profile-analysis`	Analyze Darshan logs for HPC I/O behavior and bottleneck evidence.	low	seed	agnostic	performance data debugging mpi	darshan io profiling mpi-io hdf5 pnetcdf
Dask Jobqueue On Slurm `dask-jobqueue-on-slurm`	Launch Dask workers through Slurm with dask-jobqueue and bounded dry-run defaults.	medium	seed	slurm	software workflow scheduler	dask dask-jobqueue distributed python slurm workers
Dataset Staging To Scratch `dataset-staging-to-scratch`	Stage inputs to scratch, run work, and collect outputs from Slurm jobs.	medium	seed	slurm	data scheduler	scratch staging slurm rsync outputs workflow
DeepSpeed On Slurm `deepspeed-on-slurm`	Plan and smoke test DeepSpeed launches on Slurm GPU allocations.	medium	seed	slurm	gpu scheduler	deepspeed pytorch slurm zero checkpoint gpu
EasyBuild Install Software `easybuild-install-software`	Install scientific software with EasyBuild and generated modules.	medium	seed	agnostic	software	easybuild modules software easyconfig lmod
File Descriptor Limit Triage `file-descriptor-limit-triage`	Collect read-only evidence for too-many-open-files failures.	low	seed	agnostic	debugging data workflow	emfile ulimit nofile file-descriptor lsof dataloader
GATK Workflow On HPC `gatk-workflow-on-hpc`	Plan and run GATK variant-calling workflows on shared HPC systems.	medium	seed	slurm	workflow scheduler data	gatk genomics haplotypecaller java slurm variant-calling
Globus Transfer Dataset `globus-transfer-dataset`	Stage large datasets with Globus transfer and verification steps.	medium	seed	agnostic	data	globus transfer dataset checksum staging
GPU Memory Triage `gpu-memory-triage`	Distinguish GPU allocation, framework, and model memory failures.	low	seed	slurm	debugging gpu	gpu memory oom cuda rocm pytorch
GPU Sanity Check `gpu-sanity-check`	Verify GPU allocation, runtime visibility, and basic framework access.	medium	seed	slurm	gpu scheduler debugging	gpu cuda rocm nvidia amd slurm
Grid Engine Submit Job `grid-engine-submit-job`	Generate safe Grid Engine qsub scripts for common HPC job shapes.	medium	seed	grid-engine sge uge	scheduler	grid-engine sge uge qsub qstat array
GROMACS On Slurm `gromacs-on-slurm`	Run GROMACS jobs on Slurm with MPI, OpenMP, GPU, and checkpoint planning.	medium	seed	slurm	gpu mpi scheduler performance	gromacs molecular-dynamics mpi openmp gpu checkpoint
HTCondor Submit Job `htcondor-submit-job`	Generate safe HTCondor submit descriptions for common high-throughput job shapes.	medium	seed	htcondor	scheduler workflow	htcondor condor-submit condor-q high-throughput cpu gpu
Hugging Face Accelerate On Slurm `huggingface-accelerate-on-slurm`	Plan and smoke test Hugging Face Accelerate launches on Slurm.	medium	seed	slurm	software gpu scheduler	huggingface accelerate transformers pytorch slurm gpu
Hybrid MPI/OpenMP On Slurm `hybrid-mpi-openmp-slurm`	Plan and verify hybrid MPI/OpenMP task and thread layouts on Slurm.	medium	seed	slurm	mpi scheduler performance debugging	mpi openmp slurm cpus-per-task omp-num-threads cpu-bind
Interactive Session `interactive-session`	Start short interactive compute sessions for debugging and notebooks.	medium	seed	slurm	interactive scheduler	slurm salloc srun jupyter debugging
IOR MDTest Storage Smoke `ior-mdtest-storage-smoke`	Collect small IOR and MDTest storage benchmark evidence on Slurm.	medium	seed	slurm	performance data mpi scheduler	ior mdtest storage filesystem io mpi
JAX Distributed On Slurm `jax-distributed-on-slurm`	Plan and smoke test distributed JAX jobs on Slurm GPU allocations.	medium	seed	slurm	software gpu scheduler	jax xla python distributed slurm gpu
Job Failure Triage `job-failure-triage`	Diagnose common HPC job failures from scheduler and log evidence.	low	seed	slurm	debugging scheduler	slurm failure oom timeout logs triage
Julia On Slurm `julia-on-slurm`	Run Julia scripts on Slurm with explicit depot, project, and thread settings.	medium	seed	slurm	software scheduler	julia slurm depot packages threads batch
Jupyter On Slurm `jupyter-on-slurm`	Launch Jupyter notebooks inside short Slurm compute allocations.	medium	seed	slurm	interactive scheduler	jupyter notebook lab slurm tunnel interactive
LAMMPS On Slurm `lammps-on-slurm`	Run LAMMPS molecular dynamics jobs on Slurm with MPI, GPU, and restart planning.	medium	seed	slurm	mpi scheduler performance	lammps molecular-dynamics mpi slurm restart gpu
Large File Archive Prepare `large-file-archive-prepare`	Prepare large HPC datasets for archival, publication, or handoff.	medium	seed	agnostic	data	archive tar manifest publication dataset metadata
License-Aware Slurm Job `license-aware-slurm-job`	Plan Slurm jobs that request and verify tracked software license resources.	medium	seed	slurm	scheduler software debugging	slurm licenses sbatch scontrol lmutil licensed-software
LSF Submit Job `lsf-submit-job`	Generate safe IBM LSF bsub scripts for common HPC job shapes.	medium	seed	lsf	scheduler	lsf bsub bjobs cpu gpu mpi
Lustre Striping Layout Planning `lustre-striping-layout-planning`	Inspect and plan Lustre stripe layouts for data-intensive HPC workloads.	medium	seed	agnostic	data performance debugging	lustre striping lfs filesystem io layout
MATLAB Batch On Slurm `matlab-batch-on-slurm`	Run non-interactive MATLAB workloads on Slurm with explicit logs and license notes.	medium	seed	slurm	software scheduler	matlab slurm license batch logs m-files
Module Environment Debug `module-environment-debug`	Diagnose module, compiler, MPI, and library path conflicts.	low	seed	agnostic	software debugging	modules lmod environment compiler mpi ld_library_path
Module Tree Health Check `module-tree-health-check`	Collect read-only evidence about visible HPC module tree health.	low	seed	agnostic	software debugging admin	modules lmod environment-modules modulepath compiler mpi
MPI Fabric Diagnostics `mpi-fabric-diagnostics`	Collect MPI transport and fabric evidence for multi-node Slurm jobs.	medium	seed	slurm	mpi performance debugging scheduler	mpi slurm ucx libfabric ofi openmpi
MPI Hello And Benchmark `mpi-hello-and-benchmark`	Compile and run MPI sanity checks across allocated nodes.	medium	seed	slurm	mpi scheduler debugging	mpi slurm srun mpicc benchmark
MPI Rank Binding Diagnostics `mpi-rank-binding-diagnostics`	Collect MPI rank placement and CPU binding evidence from Slurm jobs.	medium	seed	slurm	mpi scheduler performance debugging	mpi slurm srun cpu-bind affinity rank-placement
mpi4py On Slurm `mpi4py-on-slurm`	Run mpi4py Python programs on Slurm with matching MPI and Python environments.	medium	seed	slurm	software mpi scheduler	python mpi4py mpi slurm srun mpiexec
NAMD On Slurm `namd-on-slurm`	Run NAMD molecular dynamics jobs on Slurm with CPU/GPU and restart planning.	medium	seed	slurm	mpi gpu scheduler performance	namd molecular-dynamics charm++ slurm gpu restart
NCCL Diagnostics `nccl-diagnostics`	Collect NCCL communication evidence for multi-GPU and multi-node jobs.	medium	seed	slurm	gpu debugging scheduler	nccl gpu distributed slurm all-reduce network
Nextflow On Slurm `nextflow-on-slurm`	Configure Nextflow pipelines to run through the Slurm executor.	medium	seed	slurm	workflow scheduler	nextflow slurm workflow nf-core
nf-core On Slurm `nf-core-on-slurm`	Run nf-core Nextflow pipelines on Slurm with conservative HPC defaults.	medium	seed	slurm	workflow scheduler data	nf-core nextflow slurm bioinformatics singularity samplesheet
Node Health Readonly Triage `node-health-readonly-triage`	Collect read-only Slurm node evidence for support triage.	low	seed	slurm	admin scheduler debugging	slurm sinfo scontrol squeue sacct node-health
Node Local Scratch Staging `node-local-scratch-staging`	Stage data through node-local scratch with guarded cleanup.	medium	seed	slurm	data scheduler debugging	slurm scratch tmpdir node-local staging cleanup
Object Storage Transfer `object-storage-transfer`	Plan object-storage transfers between HPC filesystems and cloud remotes.	medium	seed	agnostic	data	object-storage s3 rclone aws cloud transfer
Open OnDemand Batch Connect `open-ondemand-batch-connect`	Prepare reviewable Open OnDemand Batch Connect app templates.	medium	seed	slurm	interactive scheduler software education	openondemand batch-connect portal slurm interactive yaml
OpenFOAM On Slurm `openfoam-on-slurm`	Run OpenFOAM CFD cases on Slurm with decomposition, MPI launch, and reconstruction planning.	medium	seed	slurm	mpi scheduler performance	openfoam cfd mpi slurm decomposition reconstruction
OpenMP Thread Affinity `openmp-thread-affinity`	Align OpenMP threads with Slurm CPU allocations and affinity settings.	medium	seed	slurm	performance scheduler	openmp threads affinity slurm cpu-bind omp-num-threads
Parallel HDF5 NetCDF Preflight `parallel-hdf5-netcdf-preflight`	Check parallel HDF5 and NetCDF MPI-IO build and runtime assumptions.	medium	seed	slurm	software mpi data performance	hdf5 netcdf mpi mpi-io parallel-io smoke-test
Parsl On Slurm `parsl-on-slurm`	Run small Parsl workflows on Slurm with explicit provider and executor limits.	medium	seed	slurm	software workflow scheduler	parsl python workflow slurm htex slurmprovider
PBS Submit Job `pbs-submit-job`	Generate safe PBS or OpenPBS batch scripts for common HPC job shapes.	medium	seed	pbs openpbs pbs-pro	scheduler	pbs openpbs pbs-pro qsub qstat cpu
Performance Profile Basic `performance-profile-basic`	Collect first-pass performance evidence for an HPC workload.	low	seed	agnostic	performance debugging	profiling time memory io gpu perf
Python Virtualenv On HPC `python-virtualenv-on-hpc`	Create lightweight Python virtual environments with explicit HPC module assumptions.	low	seed	agnostic	software	python virtualenv venv pip modules reproducibility
PyTorch DDP On Slurm `pytorch-ddp-on-slurm`	Launch and verify PyTorch distributed data parallel jobs on Slurm.	medium	seed	slurm	gpu scheduler	pytorch ddp distributed slurm gpu nccl
Quantum ESPRESSO On Slurm `quantum-espresso-on-slurm`	Run Quantum ESPRESSO PWscf jobs on Slurm with MPI sizing and restart planning.	medium	seed	slurm	mpi scheduler performance	quantum-espresso qe pw.x pwscf dft mpi
Quota And Filesystem Triage `quota-and-filesystem-triage`	Diagnose quota, inode, and filesystem-space failures from user-visible evidence.	low	seed	agnostic	debugging data	quota inode filesystem storage enospc permission
Ray On Slurm `ray-on-slurm`	Launch resource-bounded Ray clusters inside Slurm allocations.	medium	seed	slurm	software gpu scheduler	ray python distributed slurm ai gpu
Reproducible Run Capture `reproducible-run-capture`	Capture command, environment, provenance, and logs for reproducible HPC runs.	low	seed	agnostic	debugging software	reproducibility provenance environment logs git checksum
Rscript On Slurm `rscript-on-slurm`	Run R scripts on Slurm with explicit package-library and output controls.	medium	seed	slurm	software scheduler	r rscript slurm cran rlibs packages
RStudio On Slurm `rstudio-on-slurm`	Launch policy-aware RStudio or Posit sessions from Slurm allocations.	medium	seed	slurm	interactive scheduler software	rstudio posit r slurm interactive tunnel
Rsync Data Transfer `rsync-data-transfer`	Transfer datasets with rsync dry-runs, resumable options, and validation hooks.	medium	seed	agnostic	data	rsync transfer checksum resume data logs
Scientific Simulation Workflows `scientific-simulation-workflows`	Plan, check, and triage common scientific simulation workloads on HPC systems.	medium	seed	slurm pbs openpbs pbs-pro lsf	workflow software scheduler debugging performance	simulation scientific-computing molecular-dynamics cfd weather materials
Scratch Storage Management `scratch-storage-management`	Inspect scratch, project, and working-directory usage before HPC jobs.	low	seed	agnostic	data debugging	scratch storage quota filesystem cleanup staging
Shared Project Permissions Triage `shared-project-permissions-triage`	Collect read-only evidence for shared project directory permission failures.	low	seed	agnostic	debugging data admin	permissions acl group setgid scratch project
Slurm Array Retry Plan `slurm-array-retry-plan`	Plan safe retries for failed Slurm array tasks.	medium	seed	slurm	scheduler debugging workflow	slurm array retry sacct sbatch failed-tasks
Slurm Efficiency Report `slurm-efficiency-report`	Summarize completed Slurm job efficiency from accounting data.	low	seed	slurm	scheduler performance debugging	slurm seff sacct efficiency cpu memory
Slurm GPU Binding Diagnostics `slurm-gpu-binding-diagnostics`	Collect per-task GPU binding and visibility evidence from Slurm jobs.	medium	seed	slurm	gpu scheduler debugging performance	slurm gpu cuda-visible-devices gpu-bind gres nvidia-smi
Slurm Job Array Patterns `slurm-job-array-patterns`	Run parameter sweeps and many independent tasks with Slurm job arrays.	medium	seed	slurm	scheduler	slurm array manifest parameter-sweep throughput rerun
Slurm Job Dependency Chain `slurm-job-dependency-chain`	Chain multi-stage Slurm jobs with explicit dependencies.	medium	seed	slurm	scheduler workflow	slurm sbatch dependency afterok afterany singleton
Slurm Maintenance Reservation Triage `slurm-maintenance-reservation-triage`	Collect read-only Slurm evidence for maintenance windows and reservations.	low	seed	slurm	scheduler debugging admin	slurm maintenance reservation squeue sinfo scontrol
Slurm Monitor Job `slurm-monitor-job`	Inspect Slurm job state, accounting records, and output paths.	low	seed	slurm	scheduler debugging	slurm squeue sacct scontrol logs
Slurm Node Failure Triage `slurm-node-failure-triage`	Collect read-only evidence for Slurm node-related job failures.	low	seed	slurm	scheduler debugging admin	slurm node-fail boot-fail sacct scontrol sinfo
Slurm OOM Memory Triage `slurm-oom-memory-triage`	Collect Slurm memory evidence for out-of-memory jobs.	low	seed	slurm	debugging scheduler performance	slurm oom memory sacct maxrss reqmem
Slurm Output Log Triage `slurm-output-log-triage`	Collect read-only evidence for missing or confusing Slurm output logs.	low	seed	slurm	scheduler debugging data	slurm stdout stderr logs output sacct
Slurm Pending Reason Triage `slurm-pending-reason-triage`	Explain why Slurm jobs are pending using read-only scheduler signals.	low	seed	slurm	scheduler debugging	slurm pending squeue scontrol sprio priority
Slurm Preemption And Requeue `slurm-preemption-requeue`	Handle Slurm preemption signals and guarded requeue workflows.	medium	seed	slurm	scheduler debugging	slurm preemption requeue signal checkpoint restart
Slurm QOS Account Limit Triage `slurm-qos-account-limit-triage`	Collect read-only evidence for Slurm account, QOS, and fairshare limits.	low	seed	slurm	scheduler debugging admin	slurm qos account association fairshare limits
Slurm Resource Estimator `slurm-resource-estimator`	Estimate future Slurm resource requests from accounting history.	low	seed	slurm	scheduler performance	slurm sacct resources memory walltime
Slurm Submit Job `slurm-submit-job`	Generate safe Slurm batch scripts for common HPC job shapes.	medium	seed	slurm	scheduler	slurm sbatch cpu gpu mpi array
Slurm Time Limit Triage `slurm-time-limit-triage`	Collect read-only evidence for Slurm time-limit failures.	low	seed	slurm	scheduler debugging workflow	slurm timeout walltime timelimit sacct scontrol
Snakemake On Slurm `snakemake-on-slurm`	Configure Snakemake workflows to submit jobs through Slurm.	medium	seed	slurm	workflow scheduler	snakemake slurm workflow profile
Spack Environment Create `spack-environment-create`	Create reproducible Spack environments for HPC software stacks.	medium	seed	agnostic	software	spack environment modules software reproducibility
Streamlit On Slurm `streamlit-on-slurm`	Run policy-aware Streamlit apps from short Slurm compute allocations.	medium	seed	slurm	interactive scheduler software	streamlit python web-app slurm interactive tunnel
TensorBoard On Slurm `tensorboard-on-slurm`	Run policy-aware TensorBoard monitors from short Slurm allocations.	medium	seed	slurm	interactive scheduler software debugging	tensorboard tensorflow pytorch training slurm monitoring
TensorFlow Multiworker On Slurm `tensorflow-multiworker-on-slurm`	Plan and smoke test TensorFlow MultiWorkerMirroredStrategy jobs on Slurm.	medium	seed	slurm	software gpu scheduler	tensorflow tfconfig multiworker keras slurm gpu
Training Cluster Reset Checklist `training-cluster-reset-checklist`	Prepare and review HPC training environments before and after workshops.	medium	seed	slurm	education admin scheduler	training workshop slurm preflight checklist onboarding
VS Code Tunnel On Slurm `vscode-tunnel-on-slurm`	Run VS Code Remote Tunnels from short Slurm compute allocations.	medium	seed	slurm	interactive scheduler software	vscode remote-tunnels ide slurm interactive code-cli
WDL On Slurm `wdl-on-slurm`	Run small WDL workflows inside Slurm allocations with miniwdl.	medium	seed	slurm	workflow scheduler data	wdl miniwdl workflow slurm bioinformatics reproducibility
WRF On Slurm `wrf-on-slurm`	Run WRF real-data jobs on Slurm with MPI sizing, real.exe staging, restart, and I/O planning.	medium	seed	slurm	mpi scheduler performance	wrf weather climate mpi slurm restart

Apptainer MPI On Slurm apptainer-mpi-on-slurm

v0.1.0

Run MPI applications from Apptainer containers inside Slurm allocations.

medium seed containers mpi scheduler performance

Schedulers: slurm
Tools: apptainer, sbatch, srun, mpirun

Apptainer Run Container apptainer-run-container

v0.1.0

Run Apptainer containers safely on shared HPC systems.

medium seed containers scheduler

Schedulers: slurm
Tools: apptainer, sbatch

BLAS OpenMP Thread Control blas-openmp-thread-control

v0.1.0

Align BLAS, OpenMP, and language thread pools with HPC CPU allocations.

low seed performance software debugging

Schedulers: scheduler agnostic
Tools: bash, printenv, python3

BLAST On Slurm blast-on-slurm

v0.1.0

Run local BLAST+ searches on Slurm with bounded smoke-test defaults.

medium seed workflow scheduler data

Schedulers: slurm
Tools: blastn, makeblastdb, sbatch, mkdir, date

Checkpoint Restart Workflow checkpoint-restart-workflow

v0.1.0

Structure long HPC jobs so they can resume after time limits or preemption.

medium seed scheduler debugging

Schedulers: slurm
Tools: sbatch, bash, mkdir, date, cat

Checksum Manifest Create checksum-manifest-create

v0.1.0

Create checksum manifests for transfer validation and reproducibility.

low seed data

Schedulers: scheduler agnostic
Tools: sha256sum, shasum, cksum, mkdir, dirname

Cluster Usage Report Readonly cluster-usage-report-readonly

v0.1.0

Collect read-only Slurm usage evidence for facility support reports.

low seed admin scheduler

Schedulers: slurm
Tools: sacct, sreport, squeue, sinfo

CMake HPC Build Preflight cmake-hpc-build-preflight

v0.1.0

Plan reproducible CMake configure, build, test, and install steps on HPC systems.

medium seed software debugging mpi

Schedulers: scheduler agnostic
Tools: bash, cmake, ctest, ninja, make

Compiler MPI Matrix compiler-mpi-matrix

v0.1.0

Check compiler, MPI wrapper, and module compatibility before building HPC codes.

low seed software mpi debugging

Schedulers: scheduler agnostic
Tools: module, command, mkdir, hostname, head

Conda Mamba On HPC conda-mamba-on-hpc

v0.1.0

Create Conda or Mamba environments while protecting shared HPC filesystems.

medium seed software

Schedulers: scheduler agnostic
Tools: conda, mamba, micromamba, mkdir, env

Container Build For HPC container-build-for-hpc

v0.1.0

Plan and build Apptainer-compatible images for shared HPC systems.

medium seed containers software

Schedulers: scheduler agnostic
Tools: apptainer, singularity, command, mkdir, date

CP2K On Slurm cp2k-on-slurm

v0.1.0

Run CP2K calculations on Slurm with MPI/OpenMP layout and restart planning.

medium seed mpi gpu scheduler performance

Schedulers: slurm
Tools: cp2k.psmp, sbatch, srun, sed, mkdir

CWL On Slurm cwl-on-slurm

v0.1.0

Run small CWL workflows inside Slurm allocations with cwltool.

medium seed workflow scheduler data

Schedulers: slurm
Tools: cwltool, sbatch, mkdir, date, hostname

Darshan I/O Profile Analysis darshan-io-profile-analysis

v0.1.0

Analyze Darshan logs for HPC I/O behavior and bottleneck evidence.

low seed performance data debugging mpi

Schedulers: scheduler agnostic
Tools: bash, darshan-parser, darshan-config, darshan-job-summary.pl, darshan-summary-per-file.sh

Dask Jobqueue On Slurm dask-jobqueue-on-slurm

v0.1.0

Launch Dask workers through Slurm with dask-jobqueue and bounded dry-run defaults.

medium seed software workflow scheduler

Schedulers: slurm
Tools: python, dask, distributed, dask_jobqueue, sbatch

Dataset Staging To Scratch dataset-staging-to-scratch

v0.1.0

Stage inputs to scratch, run work, and collect outputs from Slurm jobs.

medium seed data scheduler

Schedulers: slurm
Tools: sbatch, rsync, mkdir, date, hostname

DeepSpeed On Slurm deepspeed-on-slurm

v0.1.0

Plan and smoke test DeepSpeed launches on Slurm GPU allocations.

medium seed gpu scheduler

Schedulers: slurm
Tools: sbatch, srun, scontrol, python3, deepspeed

EasyBuild Install Software easybuild-install-software

v0.1.0

Install scientific software with EasyBuild and generated modules.

medium seed software

Schedulers: scheduler agnostic
Tools: eb, module

File Descriptor Limit Triage file-descriptor-limit-triage

v0.1.0

Collect read-only evidence for too-many-open-files failures.

low seed debugging data workflow

Schedulers: scheduler agnostic
Tools: bash, ulimit, ls, wc, grep

GATK Workflow On HPC gatk-workflow-on-hpc

v0.1.0

Plan and run GATK variant-calling workflows on shared HPC systems.

medium seed workflow scheduler data

Schedulers: slurm
Tools: gatk, sbatch, mkdir, pwd, date

Globus Transfer Dataset globus-transfer-dataset

v0.1.0

Stage large datasets with Globus transfer and verification steps.

medium seed data

Schedulers: scheduler agnostic
Tools: globus

GPU Memory Triage gpu-memory-triage

v0.1.0

Distinguish GPU allocation, framework, and model memory failures.

low seed debugging gpu

Schedulers: slurm
Tools: sbatch, python3, nvidia-smi, rocm-smi, grep

GPU Sanity Check gpu-sanity-check

v0.2.0

Verify GPU allocation, runtime visibility, and basic framework access.

medium seed gpu scheduler debugging

Schedulers: slurm
Tools: sbatch, nvidia-smi, rocm-smi

Grid Engine Submit Job grid-engine-submit-job

v0.1.0

Generate safe Grid Engine qsub scripts for common HPC job shapes.

medium seed scheduler

Schedulers: grid-engine, sge, uge
Tools: qsub, qstat, qdel, mpirun

GROMACS On Slurm gromacs-on-slurm

v0.1.0

Run GROMACS jobs on Slurm with MPI, OpenMP, GPU, and checkpoint planning.

medium seed gpu mpi scheduler performance

Schedulers: slurm
Tools: gmx, gmx_mpi, sbatch, srun, mkdir

HTCondor Submit Job htcondor-submit-job

v0.1.0

Generate safe HTCondor submit descriptions for common high-throughput job shapes.

medium seed scheduler workflow

Schedulers: htcondor
Tools: condor_submit, condor_q, condor_rm

Hugging Face Accelerate On Slurm huggingface-accelerate-on-slurm

v0.1.0

Plan and smoke test Hugging Face Accelerate launches on Slurm.

medium seed software gpu scheduler

Schedulers: slurm
Tools: sbatch, srun, scontrol, accelerate, python3

Hybrid MPI/OpenMP On Slurm hybrid-mpi-openmp-slurm

v0.1.0

Plan and verify hybrid MPI/OpenMP task and thread layouts on Slurm.

medium seed mpi scheduler performance debugging

Schedulers: slurm
Tools: mpicc, srun, bash, lscpu, module

Interactive Session interactive-session

v0.1.0

Start short interactive compute sessions for debugging and notebooks.

medium seed interactive scheduler

Schedulers: slurm
Tools: salloc, srun, ssh

IOR MDTest Storage Smoke ior-mdtest-storage-smoke

v0.2.0

Collect small IOR and MDTest storage benchmark evidence on Slurm.

medium seed performance data mpi scheduler

Schedulers: slurm
Tools: sbatch, srun, ior, mdtest, python3

JAX Distributed On Slurm jax-distributed-on-slurm

v0.1.0

Plan and smoke test distributed JAX jobs on Slurm GPU allocations.

medium seed software gpu scheduler

Schedulers: slurm
Tools: sbatch, srun, scontrol, python3, nvidia-smi

Job Failure Triage job-failure-triage

v0.2.0

Diagnose common HPC job failures from scheduler and log evidence.

low seed debugging scheduler

Schedulers: slurm
Tools: sacct, scontrol, grep, tail

Julia On Slurm julia-on-slurm

v0.1.0

Run Julia scripts on Slurm with explicit depot, project, and thread settings.

medium seed software scheduler

Schedulers: slurm
Tools: julia, sbatch, module, mkdir

Jupyter On Slurm jupyter-on-slurm

v0.1.0

Launch Jupyter notebooks inside short Slurm compute allocations.

medium seed interactive scheduler

Schedulers: slurm
Tools: sbatch, jupyter, module, ssh, hostname

LAMMPS On Slurm lammps-on-slurm

v0.1.0

Run LAMMPS molecular dynamics jobs on Slurm with MPI, GPU, and restart planning.

medium seed mpi scheduler performance

Schedulers: slurm
Tools: lmp, sbatch, srun, mkdir, date

Large File Archive Prepare large-file-archive-prepare

v0.1.0

Prepare large HPC datasets for archival, publication, or handoff.

medium seed data

Schedulers: scheduler agnostic
Tools: find, sort, du, wc, tar

License-Aware Slurm Job license-aware-slurm-job

v0.1.0

Plan Slurm jobs that request and verify tracked software license resources.

medium seed scheduler software debugging

Schedulers: slurm
Tools: sbatch, scontrol, lmutil, module

LSF Submit Job lsf-submit-job

v0.1.0

Generate safe IBM LSF bsub scripts for common HPC job shapes.

medium seed scheduler

Schedulers: lsf
Tools: bsub, bjobs, mpirun

Lustre Striping Layout Planning lustre-striping-layout-planning

v0.1.0

Inspect and plan Lustre stripe layouts for data-intensive HPC workloads.

medium seed data performance debugging

Schedulers: scheduler agnostic
Tools: bash, lfs, df, stat, find

MATLAB Batch On Slurm matlab-batch-on-slurm

v0.1.0

Run non-interactive MATLAB workloads on Slurm with explicit logs and license notes.

medium seed software scheduler

Schedulers: slurm
Tools: matlab, sbatch, module, mkdir

Module Environment Debug module-environment-debug

v0.1.0

Diagnose module, compiler, MPI, and library path conflicts.

low seed software debugging

Schedulers: scheduler agnostic
Tools: module, which, ldd

Module Tree Health Check module-tree-health-check

v0.1.0

Collect read-only evidence about visible HPC module tree health.

low seed software debugging admin

Schedulers: scheduler agnostic
Tools: module, which, printenv

MPI Fabric Diagnostics mpi-fabric-diagnostics

v0.1.0

Collect MPI transport and fabric evidence for multi-node Slurm jobs.

medium seed mpi performance debugging scheduler

Schedulers: slurm
Tools: mpicc, srun, ucx_info, fi_info, ompi_info

MPI Hello And Benchmark mpi-hello-and-benchmark

v0.2.0

Compile and run MPI sanity checks across allocated nodes.

medium seed mpi scheduler debugging

Schedulers: slurm
Tools: mpicc, srun, python3

MPI Rank Binding Diagnostics mpi-rank-binding-diagnostics

v0.1.0

Collect MPI rank placement and CPU binding evidence from Slurm jobs.

medium seed mpi scheduler performance debugging

Schedulers: slurm
Tools: mpicc, srun, lscpu, numactl, hwloc-ls

mpi4py On Slurm mpi4py-on-slurm

v0.1.0

Run mpi4py Python programs on Slurm with matching MPI and Python environments.

medium seed software mpi scheduler

Schedulers: slurm
Tools: python, mpi4py, srun, sbatch, module

NAMD On Slurm namd-on-slurm

v0.1.0

Run NAMD molecular dynamics jobs on Slurm with CPU/GPU and restart planning.

medium seed mpi gpu scheduler performance

Schedulers: slurm
Tools: namd2, charmrun, sbatch, srun, mkdir

NCCL Diagnostics nccl-diagnostics

v0.1.0

Collect NCCL communication evidence for multi-GPU and multi-node jobs.

medium seed gpu debugging scheduler

Schedulers: slurm
Tools: sbatch, srun, nvidia-smi, all_reduce_perf, mkdir

Nextflow On Slurm nextflow-on-slurm

v0.1.0

Configure Nextflow pipelines to run through the Slurm executor.

medium seed workflow scheduler

Schedulers: slurm
Tools: nextflow, sbatch

nf-core On Slurm nf-core-on-slurm

v0.1.0

Run nf-core Nextflow pipelines on Slurm with conservative HPC defaults.

medium seed workflow scheduler data

Schedulers: slurm
Tools: nextflow, sbatch, mkdir, pwd, date

Node Health Readonly Triage node-health-readonly-triage

v0.1.0

Collect read-only Slurm node evidence for support triage.

low seed admin scheduler debugging

Schedulers: slurm
Tools: sinfo, scontrol, squeue, sacct

Node Local Scratch Staging node-local-scratch-staging

v0.1.0

Stage data through node-local scratch with guarded cleanup.

medium seed data scheduler debugging

Schedulers: slurm
Tools: sbatch, bash, rsync, mktemp, df

Object Storage Transfer object-storage-transfer

v0.1.0

Plan object-storage transfers between HPC filesystems and cloud remotes.

medium seed data

Schedulers: scheduler agnostic
Tools: rclone, aws, mkdir, date, tee

Open OnDemand Batch Connect open-ondemand-batch-connect

v0.1.0

Prepare reviewable Open OnDemand Batch Connect app templates.

medium seed interactive scheduler software education

Schedulers: slurm
Tools: bash, find, grep, Open OnDemand, sbatch

OpenFOAM On Slurm openfoam-on-slurm

v0.1.0

Run OpenFOAM CFD cases on Slurm with decomposition, MPI launch, and reconstruction planning.

medium seed mpi scheduler performance

Schedulers: slurm
Tools: blockMesh, decomposePar, reconstructPar, icoFoam, sbatch

OpenMP Thread Affinity openmp-thread-affinity

v0.1.0

Align OpenMP threads with Slurm CPU allocations and affinity settings.

medium seed performance scheduler

Schedulers: slurm
Tools: sbatch, bash, srun, env, hostname

Parallel HDF5 NetCDF Preflight parallel-hdf5-netcdf-preflight

v0.1.0

Check parallel HDF5 and NetCDF MPI-IO build and runtime assumptions.

medium seed software mpi data performance

Schedulers: slurm
Tools: bash, mpicc, h5pcc, h5cc, nc-config

Parsl On Slurm parsl-on-slurm

v0.1.0

Run small Parsl workflows on Slurm with explicit provider and executor limits.

medium seed software workflow scheduler

Schedulers: slurm
Tools: python, parsl, sbatch, squeue, scancel

PBS Submit Job pbs-submit-job

v0.1.0

Generate safe PBS or OpenPBS batch scripts for common HPC job shapes.

medium seed scheduler

Schedulers: pbs, openpbs, pbs-pro
Tools: qsub, qstat, mpirun

Performance Profile Basic performance-profile-basic

v0.1.0

Collect first-pass performance evidence for an HPC workload.

low seed performance debugging

Schedulers: scheduler agnostic
Tools: time, nvidia-smi, perf

Python Virtualenv On HPC python-virtualenv-on-hpc

v0.1.0

Create lightweight Python virtual environments with explicit HPC module assumptions.

low seed software

Schedulers: scheduler agnostic
Tools: python3, pip, module, mkdir, env

PyTorch DDP On Slurm pytorch-ddp-on-slurm

v0.1.0

Launch and verify PyTorch distributed data parallel jobs on Slurm.

medium seed gpu scheduler

Schedulers: slurm
Tools: sbatch, srun, scontrol, python3, nvidia-smi

Quantum ESPRESSO On Slurm quantum-espresso-on-slurm

v0.1.0

Run Quantum ESPRESSO PWscf jobs on Slurm with MPI sizing and restart planning.

medium seed mpi scheduler performance

Schedulers: slurm
Tools: pw.x, sbatch, srun, sed, mkdir

Quota And Filesystem Triage quota-and-filesystem-triage

v0.2.0

Diagnose quota, inode, and filesystem-space failures from user-visible evidence.

low seed debugging data

Schedulers: scheduler agnostic
Tools: df, quota, grep, tail, dirname

Ray On Slurm ray-on-slurm

v0.1.0

Launch resource-bounded Ray clusters inside Slurm allocations.

medium seed software gpu scheduler

Schedulers: slurm
Tools: ray, python, srun, sbatch, scontrol

Reproducible Run Capture reproducible-run-capture

v0.1.0

Capture command, environment, provenance, and logs for reproducible HPC runs.

low seed debugging software

Schedulers: scheduler agnostic
Tools: env, mkdir, date, hostname, uname

Rscript On Slurm rscript-on-slurm

v0.1.0

Run R scripts on Slurm with explicit package-library and output controls.

medium seed software scheduler

Schedulers: slurm
Tools: Rscript, sbatch, module, mkdir

RStudio On Slurm rstudio-on-slurm

v0.1.0

Launch policy-aware RStudio or Posit sessions from Slurm allocations.

medium seed interactive scheduler software

Schedulers: slurm
Tools: sbatch, R, rserver, ssh

Rsync Data Transfer rsync-data-transfer

v0.1.0

Transfer datasets with rsync dry-runs, resumable options, and validation hooks.

medium seed data

Schedulers: scheduler agnostic
Tools: rsync, mkdir, date, tee

Scientific Simulation Workflows scientific-simulation-workflows

v0.1.0

Plan, check, and triage common scientific simulation workloads on HPC systems.

medium seed workflow software scheduler debugging performance

Schedulers: slurm, pbs, openpbs, pbs-pro, lsf
Tools: bash, python3, mkdir, date, hostname

Scratch Storage Management scratch-storage-management

v0.1.0

Inspect scratch, project, and working-directory usage before HPC jobs.

low seed data debugging

Schedulers: scheduler agnostic
Tools: df, du, find, sort, head

Shared Project Permissions Triage shared-project-permissions-triage

v0.2.0

Collect read-only evidence for shared project directory permission failures.

low seed debugging data admin

Schedulers: scheduler agnostic
Tools: id, ls, stat, test, dirname

Slurm Array Retry Plan slurm-array-retry-plan

v0.1.0

Plan safe retries for failed Slurm array tasks.

medium seed scheduler debugging workflow

Schedulers: slurm
Tools: bash, sacct, sbatch, awk, sort

Slurm Efficiency Report slurm-efficiency-report

v0.1.0

Summarize completed Slurm job efficiency from accounting data.

low seed scheduler performance debugging

Schedulers: slurm
Tools: sacct, seff, bash

Slurm GPU Binding Diagnostics slurm-gpu-binding-diagnostics

v0.1.0

Collect per-task GPU binding and visibility evidence from Slurm jobs.

medium seed gpu scheduler debugging performance

Schedulers: slurm
Tools: srun, sbatch, nvidia-smi, rocm-smi, python3

Slurm Job Array Patterns slurm-job-array-patterns

v0.1.0

Run parameter sweeps and many independent tasks with Slurm job arrays.

medium seed scheduler

Schedulers: slurm
Tools: sbatch, sed, awk, mkdir

Slurm Job Dependency Chain slurm-job-dependency-chain

v0.1.0

Chain multi-stage Slurm jobs with explicit dependencies.

medium seed scheduler workflow

Schedulers: slurm
Tools: sbatch, squeue, bash, mkdir

Slurm Maintenance Reservation Triage slurm-maintenance-reservation-triage

v0.1.0

Collect read-only Slurm evidence for maintenance windows and reservations.

low seed scheduler debugging admin

Schedulers: slurm
Tools: squeue, sinfo, scontrol, grep, bash

Slurm Monitor Job slurm-monitor-job

v0.1.0

Inspect Slurm job state, accounting records, and output paths.

low seed scheduler debugging

Schedulers: slurm
Tools: squeue, sacct, scontrol

Slurm Node Failure Triage slurm-node-failure-triage

v0.1.0

Collect read-only evidence for Slurm node-related job failures.

low seed scheduler debugging admin

Schedulers: slurm
Tools: bash, sacct, scontrol, sinfo, squeue

Slurm OOM Memory Triage slurm-oom-memory-triage

v0.2.0

Collect Slurm memory evidence for out-of-memory jobs.

low seed debugging scheduler performance

Schedulers: slurm
Tools: bash, sacct, scontrol, seff, grep

Slurm Output Log Triage slurm-output-log-triage

v0.2.0

Collect read-only evidence for missing or confusing Slurm output logs.

low seed scheduler debugging data

Schedulers: slurm
Tools: bash, sacct, scontrol, squeue, ls

Slurm Pending Reason Triage slurm-pending-reason-triage

v0.2.0

Explain why Slurm jobs are pending using read-only scheduler signals.

low seed scheduler debugging

Schedulers: slurm
Tools: squeue, scontrol, sprio, bash, python3

Slurm Preemption And Requeue slurm-preemption-requeue

v0.1.0

Handle Slurm preemption signals and guarded requeue workflows.

medium seed scheduler debugging

Schedulers: slurm
Tools: sbatch, bash, scontrol, squeue, mkdir

Slurm QOS Account Limit Triage slurm-qos-account-limit-triage

v0.2.0

Collect read-only evidence for Slurm account, QOS, and fairshare limits.

low seed scheduler debugging admin

Schedulers: slurm
Tools: squeue, bash, scontrol, sacctmgr, sshare

Slurm Resource Estimator slurm-resource-estimator

v0.1.0

Estimate future Slurm resource requests from accounting history.

low seed scheduler performance

Schedulers: slurm
Tools: sacct, awk

Slurm Submit Job slurm-submit-job

v0.2.0

Generate safe Slurm batch scripts for common HPC job shapes.

medium seed scheduler

Schedulers: slurm
Tools: sbatch, srun

Slurm Time Limit Triage slurm-time-limit-triage

v0.1.0

Collect read-only evidence for Slurm time-limit failures.

low seed scheduler debugging workflow

Schedulers: slurm
Tools: bash, sacct, scontrol, seff, grep

Snakemake On Slurm snakemake-on-slurm

v0.1.0

Configure Snakemake workflows to submit jobs through Slurm.

medium seed workflow scheduler

Schedulers: slurm
Tools: snakemake, sbatch

Spack Environment Create spack-environment-create

v0.1.0

Create reproducible Spack environments for HPC software stacks.

medium seed software

Schedulers: scheduler agnostic
Tools: spack

Streamlit On Slurm streamlit-on-slurm

v0.1.0

Run policy-aware Streamlit apps from short Slurm compute allocations.

medium seed interactive scheduler software

Schedulers: slurm
Tools: sbatch, python3, streamlit, ssh

TensorBoard On Slurm tensorboard-on-slurm

v0.1.0

Run policy-aware TensorBoard monitors from short Slurm allocations.

medium seed interactive scheduler software debugging

Schedulers: slurm
Tools: sbatch, python3, tensorboard, ssh

TensorFlow Multiworker On Slurm tensorflow-multiworker-on-slurm

v0.1.0

Plan and smoke test TensorFlow MultiWorkerMirroredStrategy jobs on Slurm.

medium seed software gpu scheduler

Schedulers: slurm
Tools: sbatch, srun, scontrol, python3, nvidia-smi

Training Cluster Reset Checklist training-cluster-reset-checklist

v0.1.0

Prepare and review HPC training environments before and after workshops.

medium seed education admin scheduler

Schedulers: slurm
Tools: sinfo, squeue, sacct, module, df

VS Code Tunnel On Slurm vscode-tunnel-on-slurm

v0.1.0

Run VS Code Remote Tunnels from short Slurm compute allocations.

medium seed interactive scheduler software

Schedulers: slurm
Tools: code, sbatch, squeue

WDL On Slurm wdl-on-slurm

v0.1.0

Run small WDL workflows inside Slurm allocations with miniwdl.

medium seed workflow scheduler data

Schedulers: slurm
Tools: miniwdl, sbatch, mkdir, date, hostname

WRF On Slurm wrf-on-slurm

v0.1.0

Run WRF real-data jobs on Slurm with MPI sizing, real.exe staging, restart, and I/O planning.

medium seed mpi scheduler performance

Schedulers: slurm
Tools: real.exe, wrf.exe, ncdump, sbatch, srun

Open HPC Skill Ecosystem

Adopt portable skills, adapt them to public site policy, and improve them through community evidence.

Adopt Start with a curated collection, run public-safe checks, and share an adoption report. Adopter playbook
Contribute Request or author a skill with clear scope, conservative examples, and public references. Skill lifecycle
Adapt Map portable skills to public local policy without forking the core registry. Site adapters
Integrate Consume registry JSON, schemas, and CLI output from portals, assistants, and workflow tools. Integration guide

Contribution Lanes

Start with the issue type that matches the smallest public-safe change.

Skill request Site adapter request Integration request Adoption report Safety review RFC proposal

Collection	Summary	Status	Skills	Audience
ai-hpc	Skills for launching, validating, monitoring, demoing, and troubleshooting distributed AI workloads, CPU thread pools, file descriptor pressure, GPU binding, and accelerator visibility on Slurm-backed HPC systems.	draft	20	AI/HPC users, machine learning researchers, research software engineers, HPC support teams
bioinformatics-workflows	Domain skills for running reviewed nf-core, GATK, and BLAST bioinformatics workflows on Slurm-backed HPC systems.	draft	7	bioinformatics teams, core facilities, genomics platform engineers
containers	Skills for building, validating, running MPI containers, and staging data for containerized HPC workloads.	draft	7	research software engineers, container users, HPC support teams
core-hpc	Starter skills for Slurm jobs, arrays, array retry planning, dependency chains, pending reason and maintenance triage, QOS/account limit evidence, OOM, time-limit, node-failure, and output-log triage, efficiency review, file descriptor triage, license-aware jobs, restartable and requeue-safe workflows, notebooks, RStudio, IDE tunnels, OpenMP placement, debugging, node-local scratch staging, shared project permissions, and storage triage.	draft	28	new HPC users, research software engineers, support teams
data-movement	Skills for staging, transferring, validating, profiling, layout planning, benchmarking, permissions and file descriptor triage, and managing research data across HPC filesystems, node-local scratch, and object storage.	draft	14	data stewards, research groups, facility support teams
facility-ops	Read-only operational skills for usage reporting, pending reason and maintenance triage, QOS/account limit evidence, OOM memory, time-limit, and node-failure triage, file descriptor pressure, node triage, shared project permissions, and module tree health.	draft	11	HPC support teams, facility maintainers, research computing operators
gpu-mpi-performance	Skills for validating GPU allocations, GPU binding, GPU memory failures, TensorBoard training monitors, Ray, JAX, Hugging Face Accelerate, TensorFlow multi-worker training, NCCL communication, DeepSpeed and PyTorch DDP launches, MPI fabric evidence, MPI rank binding, hybrid MPI/OpenMP layouts, BLAS/OpenMP thread pools, CMake build preflight, parallel HDF5/NetCDF preflight, Darshan I/O profile analysis, Lustre striping layout planning, containerized MPI, and mpi4py launches, OpenMP placement, Slurm efficiency review, storage smoke benchmarks, and first-pass performance evidence.	draft	27	AI/HPC users, simulation teams, performance engineers
scheduler-basics	Starter skills for submitting and comparing basic jobs across Slurm, PBS-style, LSF, HTCondor, and Grid Engine schedulers, including array retry, common failure, output-log triage, memory triage, time-limit triage, and node-failure triage.	draft	12	new HPC users, training instructors, support teams, sites with mixed schedulers
simulation-workflows	Domain skills for scientific simulation planning, MPI/GPU-heavy simulation, MPI fabric evidence, hybrid MPI/OpenMP layouts, rank binding diagnostics, CMake build preflight, parallel HDF5/NetCDF preflight, Darshan I/O profile analysis, Lustre striping layout planning, electronic-structure, CFD, weather, restart, profiling, and storage-smoke workflows on HPC systems.	draft	21	simulation teams, computational scientists, performance engineers
software-stacks	Skills for debugging modules, checking module tree health, compiler/MPI compatibility, CMake build preflight, parallel HDF5/NetCDF preflight, BLAS/OpenMP thread pools, licensed software jobs, Python, TensorBoard, Streamlit, Open OnDemand templates, Ray, Dask, Parsl, JAX, Hugging Face Accelerate, TensorFlow, mpi4py, R, RStudio, Julia, MATLAB, Conda environments, IDE tunnels, containers, containerized MPI, and reproducible HPC software stacks.	draft	30	research software engineers, HPC support teams, tool maintainers
training-onboarding	Skills for teaching new HPC users, including Slurm jobs, maintenance and reservation triage, array retry planning, output-log triage, OOM memory, time-limit, and node-failure triage, file descriptor limits, BLAS/OpenMP thread pools, node-local scratch staging, shared project permissions, requeue-safe restart behavior, license-aware software use, notebooks, Open OnDemand templates, TensorBoard monitors, Streamlit apps, RStudio, IDE tunnels, Python, R, Julia, and MATLAB workloads, and workshop environments.	draft	29	instructors, new HPC users, training cluster maintainers
workflow-engines	Skills for launching portable workflow engines, CWL/WDL runs, Dask and Parsl worker pools, file descriptor and time-limit triage, lightweight Slurm dependency chains, and safe array retry planning.	draft	11	pipeline authors, bioinformatics teams, workflow platform maintainers

Adapter	Summary	Status	Scheduler	Partitions
example-campus-cluster	A non-production adapter showing how a site can map generic skills to local HPC policy.	example	slurm	debug, cpu, gpu
nersc-perlmutter-public	A public-doc-backed draft adapter for mapping portable skills to NERSC Perlmutter conventions.	draft	slurm	regular, debug, interactive, preempt, shared

v0.6.0 Release Status

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