Measure, categorize, and prioritize technical debt for migration planning and remediation

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

Analyze test coverage and identify gaps before migration to ensure adequate safety nets

Generate Textual (Python) TUI application structure with widgets, screens, and CSS styling.

Time series forecasting skill for business metric prediction and demand planning

Design optimal track order and album flow including opener/closer strategy, energy curves, transitions, and pacing for cohesive listening experiences

Design training curricula and learning paths for change initiatives with competency-based learning

Unity DOTS/ECS skill for data-oriented design, jobs system, burst compiler optimization, and high-performance gameplay systems.

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

Video platform optimization and analytics for YouTube and other video channels

Multi-dimensional visual scoring using pixel-diff and structural analysis for design-to-implementation comparison

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

Weights & Biases integration skill for experiment tracking, hyperparameter sweeps, and artifact versioning.

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

Design settings, locations, props, costumes, and production elements for film/TV with visual consistency

Design, administer, and analyze 360-degree feedback surveys for leadership development

Expert skill for bytecode virtual machine design including instruction set design, dispatch mechanisms, and stack/register architectures

Expert skill for implementing language-level concurrency support including threads, channels, and synchronization

Expert skill for generating and hand-writing lexers using DFA-based, table-driven, and recursive approaches

Expert skill for parser generation and implementation using LL, LR, LALR, PEG, and Pratt parsing techniques

Expert skill in type theory foundations for implementing type systems including inference, checking, and subtyping

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

Generate AGENT.md files with proper YAML frontmatter, role definitions, expertise areas, and prompt templates following Babysitter SDK conventions.

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

AP style compliance, grammar checking, and PR writing assistance

Discover and document existing API endpoints from code, logs, and traffic analysis

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

Deep expertise in ARM Cortex-M architecture and peripherals

Integration with Applicant Tracking Systems and automated recruitment workflow management

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

Search autocomplete and type-ahead suggestion optimization for knowledge bases

AWS-specific infrastructure and services expertise for cloud operations and architecture

Azure-specific infrastructure and services expertise for cloud operations and architecture

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.

Business intelligence and marketing dashboard creation with multi-platform support

Value innovation and market space creation analysis using Blue Ocean frameworks

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

Migrate build systems to modern alternatives with build file conversion and CI/CD integration

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

Multi-cloud cost analysis and optimization expertise for FinOps practices

Analyze code complexity metrics including cyclomatic complexity, code smells, and technical debt

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

Audit and inventory existing UI components in a codebase

Migrate configuration files between formats and versions with environment variable extraction

Establish project governing principles including dev guidelines, code quality standards, testing policies, UX requirements, performance benchmarks, and security constraints.

Docker and OCI container image expertise for building, optimizing, and securing container images

Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization.

State capture and restore across context window compactions. Monitors usage thresholds and serializes quality, task, and spec state for seamless continuation.

Generate contract tests for API migrations with consumer-driven contracts and provider verification

Check color contrast ratios for WCAG compliance

Organizational capability and core competency assessment using strategic frameworks

Create detailed text-to-image prompts for album and song cover artwork optimized for Midjourney, DALL-E, and other AI image generators

Crisis response platform integration and real-time monitoring

Deep integration with CRM platforms for customer data and actions

Perform cross-artifact consistency and coverage analysis across constitution, specification, plan, and task artifacts to detect gaps, conflicts, and misalignments before implementation.

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

Assess and measure organizational culture using validated frameworks

Generate monitoring dashboards for Grafana and DataDog with alert integration

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

Validate design system compliance in code and detect token usage violations

Generate documentation for migrated systems including API docs, architecture docs, and runbooks

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

Ensure compliance with employment laws and regulations across jurisdictions

Design, administer, and analyze employee engagement surveys with action planning

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.

Expert skill for FreeRTOS configuration, debugging, and optimization

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

GCP-specific infrastructure and services expertise for cloud operations and architecture

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

GitOps tooling expertise for Argo CD and Flux-based continuous delivery

Analyze user interaction heatmaps for attention patterns and click behavior

Expert Helm chart development and management skill for Kubernetes package management

Support workplace investigation processes with documentation and methodology guidance

Generate Infrastructure as Code from existing infrastructure with Terraform/CloudFormation support

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

Employee communications platform integration and analytics

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