Extract domain models from monolithic codebases using DDD principles for microservices decomposition

Employee social sharing and advocacy program management for amplifying corporate messaging through employee networks

Automated escalation path determination and workflow execution

Specialized skill for fatigue life assessment and durability prediction under cyclic loading conditions

Feature store management skill for online/offline feature serving, feature registration, and training-serving consistency.

Check codebase compatibility with target framework versions and generate migration paths

Specialized skill for geometric dimensioning and tolerancing specification per ASME Y14.5 and ISO 1101

Analyze and classify music genres, subgenres, and micro-genres with deep knowledge of characteristics, history, and relationships for accurate style specification

Analyze and apply film/TV genre conventions, tropes, and audience expectations

Investor communications and financial disclosure management for public company stakeholder relations

Jupyter notebook execution skill for running notebooks programmatically and extracting outputs.

Extract tribal knowledge from code, documentation, and commit history to preserve institutional memory

Understand and document legacy code behavior through deep analysis and behavior characterization

Automated license compliance verification for dependencies to ensure legal compliance during migration

Mathematical programming skill for formulating and solving linear programming models for resource allocation, production planning, and capacity optimization.

Linear programming skill for resource allocation, scheduling, and optimization problems

Migrate logging infrastructure with format standardization, structured logging, and aggregation setup

Systematic material selection using Ashby methodology and performance indices

Skill for planning and specifying mechanical material tests per ASTM standards

Media interview preparation and crisis simulation tools for executive readiness and spokesperson development

Specialized skill for metallic materials analysis and metallography including grain size measurement, phase quantification, and inclusion rating

Validate functional equivalence after migration with side-by-side comparison and behavioral verification

Multi-criteria decision analysis for solution options with weighted scoring and sensitivity analysis

Capture performance baselines before migration for regression comparison and SLA verification

Generate user persona documents and empathy maps from templates

Specialized skill for polymer materials analysis including molecular weight distribution, thermal transitions, crystallinity, and rheological properties

ML-specific testing skill using pytest with fixtures for data, models, and predictions.

PyTorch model training skill with custom training loops, gradient management, and GPU optimization.

Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.

Real options valuation skill for analyzing strategic flexibility and investment timing decisions

Suggest and guide application of refactoring patterns to improve code quality

Reference class forecasting skill to counter optimism bias using historical analogies

Probability distribution fitting skill for calibrating uncertainty models from historical data or expert judgment

Format screenplays to industry standard using Fountain markup for professional presentation

SHAP-based model explainability skill for feature attribution, summary plots, and interaction analysis.

Orchestrate strangler fig pattern implementation for gradual migration with traffic routing and cutover management

Skill for surface composition, chemical state, and topography analysis including XPS depth profiling, AFM imaging, and contact angle measurements

System dynamics modeling skill for feedback loop analysis, stock-flow diagrams, and dynamic simulation

TensorFlow/Keras model training skill with callbacks, distributed strategies, and TensorBoard integration.

Generate user flow diagrams and flowcharts using Mermaid and other formats

Value at Risk (VaR) and related risk metrics calculation skill for financial and operational risk assessment

Create and analyze value stream maps with waste identification and process efficiency metrics

Expert skill for modal analysis, frequency response, and vibration characterization of mechanical systems

Create detailed vocal specifications including style, register, techniques, emotional delivery, and influence references for AI music generation

WhyLabs integration skill for ML observability, profile logging, and anomaly detection.

Assess and track ADKAR change readiness across stakeholder groups with intervention recommendations

Analytic Hierarchy Process (AHP) calculation skill for pairwise comparison matrices, consistency checking, and weight derivation

Apollo Server configuration, plugins, caching, federation, and performance optimization.

Migrate authentication systems with credential migration, OAuth2/OIDC setup, and identity provider integration

Search autocomplete and type-ahead suggestion optimization for knowledge bases

Bayesian network construction and inference skill for probabilistic reasoning, causal analysis, and belief updating

Bug condition/postcondition formalization as testable Behavior Contracts. Defines invariants that must be preserved across fixes.

Value innovation and market space creation analysis using Blue Ocean frameworks

Cross-browser and cross-device testing using BrowserStack or Sauce Labs

Run chaos engineering experiments using Chaos Monkey, Litmus, or Gremlin

Systematic codebase exploration following the Iron Law - understand the problem before exploring code. Four phases with file-finder and web-researcher agents.

Convention discovery and rule generation from codebase analysis. Scans project structure, builds search indexes, identifies patterns, and generates enforceable rules.

Generate accessible color palettes with WCAG compliance

Check compliance with SOC 2, GDPR, HIPAA, and PCI-DSS standards

Migrate configuration files between formats and versions with environment variable extraction

Check color contrast ratios for WCAG compliance

Organizational capability and core competency assessment using strategic frameworks

Crisis response platform integration and real-time monitoring

Generate cross-platform path handling utilities for Windows, macOS, and Linux compatibility in CLI applications.

Assess and measure organizational culture using validated frameworks

Analyze database query performance with execution plans and index recommendations

Identify and safely remove dead, unused, and unreachable code from codebases

Automated decision tree construction skill for structuring complex decisions with probabilities, payoffs, and expected value calculations

Generate module dependency graphs with circular dependency detection and coupling metrics

Automated dependency update execution with breaking change detection and rollback capability

ELECTRE family methods skill for outranking-based decision support with concordance and discordance analysis

Ensure compliance with employment laws and regulations across jurisdictions

Build and manage ETL pipelines for data migration with transformation, CDC, and monitoring

Migrate to event-sourcing architecture with event extraction, store setup, and CQRS implementation

Analyze exit interview data and identify retention insights and patterns

PreToolUse protection blocking sensitive file access across 195+ patterns in 12 categories with bash pipeline analysis and multi-tool ignore support.

Structured gap analysis with automated comparison and prioritization for current vs future state analysis

Generate getopts-based argument parsing for shell scripts with short/long options and validation.

Git diff forensics for surfacing and classifying code changes for trojan detection

Analyze user interaction heatmaps for attention patterns and click behavior

Support workplace investigation processes with documentation and methodology guidance

Execute development tasks to build features, producing code, tests, and configuration artifacts that satisfy specification requirements and comply with constitution standards.

Incident management platform integration for PagerDuty, Opsgenie, and related tools

Industry influencer and key opinion leader relationship management

Generate competency-based and behavioral interview questions with legal compliance validation

Generate and validate issue trees for structured problem solving with MECE validation

Analyze and evaluate jobs for internal equity and leveling using point-factor methods

Structured log analysis and aggregation expertise for observability and troubleshooting

Generate structured logging schemas with correlation ID patterns and ELK/Splunk integration

Generate metrics schemas for Prometheus, OpenTelemetry, and Grafana dashboards

Monte Carlo simulation engine skill for probabilistic modeling, risk quantification, and uncertainty propagation

Strategic distribution network modeling skill to optimize facility locations, capacity allocation, and inventory positioning

Skill for network condition simulation, emulation, and chaos engineering

Automate and manage employee onboarding workflows, checklists, and new hire integration

Generate OpenAPI specifications from code or legacy APIs with schema inference and documentation

Automated OpenAPI specification generation from code annotations, comments, and interface definitions