sklearn-model-trainer
Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization. Enables automated ML model development using scikit-learn's comprehensive toolkit.
shap-explainer
SHAP-based model explainability skill for feature attribution, summary plots, and interaction analysis.
seldon-model-deployer
Seldon Core deployment skill for model serving, A/B testing, and canary deployments on Kubernetes.
Schema Evolution Manager
Manages schema evolution and compatibility across data systems
SCD Implementation Generator
Generates Slowly Changing Dimension implementations across platforms
OBT Design Optimizer
Designs and optimizes One Big Table (OBT) patterns
Kafka Topic Designer
Designs and optimizes Apache Kafka topics and configurations
Incremental Model Strategy Selector
Selects and configures optimal incremental model strategies
Great Expectations Generator
Generates Great Expectations suites from data profiles and business rules
ray-distributed-trainer
Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.
pytorch-trainer
PyTorch model training skill with custom training loops, gradient management, and GPU optimization.
pytest-ml-tester
ML-specific testing skill using pytest with fixtures for data, models, and predictions.
pandas-dataframe-analyzer
Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations.
optuna-hyperparameter-tuner
Optuna integration skill for automated hyperparameter optimization with advanced search strategies, pruning, multi-objective optimization, and visualization capabilities.
model-card-generator
Model documentation skill for generating model cards following Google's model card framework.
mlflow-experiment-tracker
MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API.
lime-explainer
LIME-based local explanation skill for individual predictions across tabular, text, and image data.
dotnet-clickonce-config
Configure ClickOnce deployment with auto-update, prerequisites, and publish settings for .NET applications
electron-auto-updater-setup
Configure electron-updater with code signing verification, delta updates, staged rollouts, and multiple update channels for Electron applications
electron-builder-config
Generate and validate electron-builder configuration for multi-platform desktop builds with code signing, auto-update, and platform-specific packaging
electron-ipc-security-audit
Analyze Electron IPC implementations for security vulnerabilities including contextIsolation, nodeIntegration, preload scripts, and channel validation
dmg-creator
Create macOS DMG installers with custom backgrounds and app placement
wpf-high-dpi-analyzer
Analyze and fix WPF applications for high DPI support, per-monitor DPI awareness, and scaling issues
wpf-mvvm-scaffold
Generate WPF MVVM architecture with ViewModelBase, RelayCommand, INotifyPropertyChanged, and dependency injection setup
wpf-xaml-style-generator
Generate XAML styles, templates, and resource dictionaries with theme support for WPF applications
xctest-ui-test-generator
Generate XCTest UI tests for macOS applications with accessibility identifiers and page object patterns
aws-cloud
AWS-specific infrastructure and services expertise for cloud operations and architecture
azure-cloud
Azure-specific infrastructure and services expertise for cloud operations and architecture
cicd-pipelines
Multi-platform CI/CD pipeline expertise. Generate GitHub Actions, GitLab CI, Jenkins, and Azure Pipelines configurations. Analyze failures, optimize execution time, validate syntax, and configure matrix builds and caching strategies.
cloud-cost-analysis
Multi-cloud cost analysis and optimization expertise for FinOps practices
container-images
Docker and OCI container image expertise for building, optimizing, and securing container images
gcp-cloud
GCP-specific infrastructure and services expertise for cloud operations and architecture
gitops
GitOps tooling expertise for Argo CD and Flux-based continuous delivery
helm-charts
Expert Helm chart development and management skill for Kubernetes package management
incident-platforms
Incident management platform integration for PagerDuty, Opsgenie, and related tools
kubernetes-ops
Deep integration with Kubernetes clusters for deployments, debugging, and operations. Execute kubectl commands, analyze pod logs/events/resources, generate and validate manifests, and debug cluster issues.
log-analysis
Structured log analysis and aggregation expertise for observability and troubleshooting
prometheus-grafana
Expert skill for Prometheus metrics and Grafana dashboards. Write and validate PromQL queries, generate Grafana dashboard JSON, create alerting and recording rules, analyze metric cardinality, and debug scrape configurations.
secrets-management
Enterprise secrets management across platforms. Manage secrets with HashiCorp Vault, AWS Secrets Manager, Azure Key Vault, GCP Secret Manager, and Kubernetes secrets. Configure rotation, policies, and access controls.
service-mesh
Service mesh configuration and operations expertise for Istio, Linkerd, and Consul Connect
terraform-iac
Specialized skill for Terraform and Infrastructure as Code operations. Execute terraform commands, validate HCL, analyze state and drift, generate modules, and support multi-cloud providers (AWS, GCP, Azure).
adkar-assessment
Assess and track ADKAR change readiness across stakeholder groups with intervention recommendations
bpmn-generator
Generate and validate BPMN 2.0 diagrams from process descriptions
communication-plan-generator
Generate stakeholder communication plans and message templates for change initiatives
deb-package-builder
Build Debian packages with proper control files, dependencies, and maintainer scripts
financial-calculator
Automated calculation of business case financial metrics including NPV, IRR, ROI, and TCO
gap-analysis-framework
Structured gap analysis with automated comparison and prioritization for current vs future state analysis
issue-tree-generator
Generate and validate issue trees for structured problem solving with MECE validation
metrics-dashboard-designer
Design KPI dashboards and tracking mechanisms for performance measurement and reporting
options-scoring
Multi-criteria decision analysis for solution options with weighted scoring and sensitivity analysis
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