Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models. Enables cost/quality tradeoffs by selecting appropriate AI models for each agent role.

Roadmap parsing, analysis, and mutation operations for ROADMAP.md. Handles phase and milestone lifecycle including add, insert (decimal), remove, complete, and requirements coverage analysis.

Automated test validation, coverage checking, and quality metrics with aggressive defaults

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

Create a structured task_plan.md with phases, goals, and checkbox tracking for persistent planning.

Maintain progress.md with session logs, test results, error records, and phase status indicators.

Test-first development practice where test specifications are written before production code, integrated into plan tasks as mandatory first sub-steps.

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

Multi-agent swarm formation and coordinated execution with topology-aware agent deployment, consensus protocols, and anti-drift enforcement.

Few-shot example generation and optimization for improved LLM performance

Interface with Codeforces API for contest data, problem sets, and submissions

Automated Big-O complexity analysis of code and algorithms. Performs static analysis of loop structures, recursive call trees, space complexity estimation, and amortized analysis with detailed derivation documents.

Fetch and parse LeetCode problems with metadata, constraints, examples, hints, difficulty ratings, and related problems. Integrates with LeetCode API for comprehensive problem data retrieval.

Generate comprehensive test cases including edge cases, stress tests, and counter-examples for algorithm correctness verification. Supports random generation, constraint-based generation, and brute force oracle comparison.

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Set up MCP Inspector for debugging and testing MCP servers with request logging, response inspection, and protocol validation.

Generate characterization tests to capture and verify existing behavior before migration

Generates semantic layer definitions for BI tools from dimensional models

Data quality validation skill using Great Expectations for schema validation, expectation suites, data documentation, and automated data quality checks in ML pipelines.

Run accessibility audits with axe-core and screen reader testing for desktop applications

Generate and validate electron-builder configuration for multi-platform desktop builds with code signing, auto-update, and platform-specific packaging

Generate system tray and context menu configurations with platform-specific icons, menu templates, and event handling

Generate entitlements.plist with appropriate sandbox capabilities for macOS applications

Configure Playwright for comprehensive Electron application testing including E2E tests, visual regression, accessibility audits, and cross-platform test matrices

Generate CMake-based Qt project with proper module dependencies, cross-compilation support, and modern Qt6 configuration

Generate Qt Test fixtures with mock QObject signals and slots, data-driven tests, and GUI testing setup

Generate SwiftUI views with proper state management (@State, @Binding, @ObservedObject, @StateObject) and macOS-specific patterns

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.

Multi-cloud cost analysis and optimization expertise for FinOps practices

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

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.

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).

Generate and validate BPMN 2.0 diagrams from process descriptions

Automated calculation of business case financial metrics including NPV, IRR, ROI, and TCO

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

Structure analysis and presentations using the Pyramid Principle with SCQA and MECE frameworks

Specialized skill for analyzing and scoring requirements quality against BABOK and IEEE 29148 standards

Generate and validate user stories from requirements with INVEST validation and acceptance criteria

Pre-mortem analysis skill for prospective hindsight and failure mode identification

Scenario narrative generation skill for creating vivid, consistent future scenario descriptions

Business war game orchestration skill for competitive response simulation and strategic testing

Link prospecting and outreach automation for SEO link building campaigns

Video platform optimization and analytics for YouTube and other video channels

Integration with Applicant Tracking Systems and automated recruitment workflow management

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

Search autocomplete and type-ahead suggestion optimization for knowledge bases

AI-powered returns inspection and disposition decision skill maximizing value recovery

Streamlined warranty claim validation and processing skill improving customer satisfaction and reducing processing time

Deep integration with media monitoring platforms for coverage tracking, sentiment analysis, and reporting

Apollo.io prospecting and engagement data integration