自动化
工作流自动化与调度
node-show-gateway
scitix
Show the gateway for a network interface on a Kubernetes node. Runs ip -j route on the host via node_script tool.
writing-bash-scripts
lexler
Bash script style guide. Always use when writing bash scripts, shell scripts, or CLI bash tools.
job-debug
scitix
Diagnose Job and CronJob failures (BackoffLimitExceeded, DeadlineExceeded, pods failing, CronJob not triggering). Checks Job status, pod logs, and CronJob schedule to identify why batch workloads are failing.
node-ping-gateway
scitix
Ping a node's gateway for a given network interface. Auto-detects gateway IP from the routing table, then pings it. Execute via node_script tool.
using-uv
lexler
Python package and project management with UV. Use when creating Python scripts, initializing projects, or managing dependencies.
eisenhower
neurofoo
Eisenhower Matrix prioritization categorizing tasks by urgency and importance into Do, Schedule, Delegate, Eliminate quadrants. Use for task prioritization, time management, or when overwhelmed.
mikrotik-routeros-rsc
alexandre-machado
"Creation, editing, and review of RouterOS scripts (.rsc) with focus on idempotency, security, and best practices. Use when you need to generate, adjust, or import .rsc files for MikroTik: (1) create new configurations via script, (2) edit existing scripts with safe corrections, (3) review risks and execution policies, (4) validate with import dry-run and error handling."
android-use
shehbajdhillon
Control Android devices via ADB commands - tap, swipe, type, navigate apps
context-engineering
itsmostafa
Strategies for managing LLM context windows effectively in AI agents. Use when building agents that handle long conversations, multi-step tasks, tool orchestration, or need to maintain coherence across extended interactions.
lora
itsmostafa
Parameter-efficient fine-tuning with Low-Rank Adaptation (LoRA). Use when fine-tuning large language models with limited GPU memory, creating task-specific adapters, or when you need to train multiple specialized models from a single base.
pytorch
itsmostafa
Building and training neural networks with PyTorch. Use when implementing deep learning models, training loops, data pipelines, model optimization with torch.compile, distributed training, or deploying PyTorch models.
agents
itsmostafa
Patterns and architectures for building AI agents and workflows with LLMs. Use when designing systems that involve tool use, multi-step reasoning, autonomous decision-making, or orchestration of LLM-driven tasks.
jira-communication
netresearch
"Use when interacting with Jira issues - searching, creating, updating, transitioning, commenting, logging work, downloading attachments, managing sprints, boards, issue links, fields, or users. Auto-triggers on Jira URLs and issue keys (PROJ-123)."
dev-experts
DeevsDeevs
"Apply opinionated developer personas for architecture decisions, production debugging, language-specific code review, comprehensive reviewer passes, and test strategy. Use when you need an architect plan, devops investigation, Rust/Python/C++ review, grumpy reviewer audit, or tester-driven test plan. Triggers: architect, devops, rust-dev, python-dev, cpp-dev, reviewer, tester, pre-merge review, refactor for maintainability."
magento-cronjob-developer
maxnorm
Implements scheduled tasks and background processing for Magento 2. Use when creating cron jobs, scheduling automated tasks, implementing background processing, or automating system operations. Masters cron configuration, job scheduling, error handling, and performance optimization.
clerk
clerk
Clerk authentication router. Use when user asks about adding authentication, setting up Clerk, custom sign-in flows, Next.js patterns, organizations, syncing users, or testing. Automatically routes to the specific skill based on their task.
pywayne-vio-se3
wangyendt
SE(3) rigid body transformation library for 3D rotation and translation operations. Use when working with robot poses, camera transformations, SLAM systems, or any 3D rigid body motion tasks. Supports SE(3) matrix operations, Lie group/algebra mappings (log/Log, exp/Exp), representation conversions (quaternion, axis-angle, Euler angles), and batch processing of trajectories.
bio-protein-clustering-pangenome
fmschulz
Cluster proteins into orthogroups and derive pangenome matrices.
bio-binning-qc
fmschulz
Perform metagenomic binning, refinement, and QC with completeness/contamination checks.
bio-reads-qc-mapping
fmschulz
Ingest, QC, and map reads with reproducible outputs. Use for raw read processing and coverage stats.
bio-workflow-methods-docwriter
fmschulz
Generate reproducible Methods documentation from workflow run artifacts (Nextflow/Snakemake/CWL), including exact commands, versions, parameters, QC gates, and outputs.
bio-foundation-housekeeping
fmschulz
Initialize a bioinformatics project scaffold with reproducible environments, schemas, and data cataloging. Use for new projects or repo setup.
bio-viromics
fmschulz
Detect, classify, and QC viral contigs.
bio-prefect-dask-nextflow
fmschulz
Design and scaffold bioinformatics pipelines using Prefect+Dask for local/distributed execution or Nextflow for HPC schedulers.