Ryan Sweet publishes skills that help an AI agent with formal verification, including writing TLA+ specifications and running model checks, alongside architecture visualization through Mermaid diagrams covering flowcharts, sequence diagrams, state machines, and entity relationship diagrams. His catalog also covers context window management, workstream coordination, roadmap and milestone tracking, environmental impact analysis, and converting Claude Code or Copilot sessions into reusable goal-seeking agents. Much of his work targets the amplihack workflow ecosystem, which gives his skills a consistent focus on structured, verifiable engineering processes.
Amplihack
129 skills · 76 stars
Agent Generator Tutor Interactive teaching agent for the goal-seeking agent generator and eval system.
Amplihack Expert Comprehensive knowledge of amplihack framework architecture, patterns, and usage
Analyzing Deeply Performs deep structured analysis on complex or ambiguous problems.
Anthropologist Analyst Analyzes events through anthropological lens using cultural analysis, ethnographic methods, kinsh…
Architecting Solutions Analyzes problems and designs system architecture before implementation.
Aspire Aspire orchestration for cloud-native distributed applications in any language (C#, Python, Node.…
Authenticated Web Scraper Scrape authenticated websites from WSL2 using Edge CDP.
Awesome Copilot Sync Monitors awesome-copilot releases for drift against the amplihack integration.
Azure Admin Administers Microsoft Azure using the az CLI, azd (Azure Developer CLI), Entra ID (formerly Azure AD
Azure Admin Comprehensive Azure administration capabilities covering identity management,
resource orchestrat…
Azure Devops Complete Azure DevOps (ADO) automation — work items, boards, sprints, repos, pull requests,
pipel…
Azure Devops Cli Expert guidance for Azure DevOps CLI (az devops) - automation, pipelines, repos, boards, and arti…
Backlog Curator Expert backlog manager that prioritizes work using multi-criteria scoring, analyzes dependencies,…
Biologist Analyst Analyzes living systems and biological phenomena through biological lens using evolution, molecul…
Cascade Workflow Graceful degradation through cascading fallback strategies - ensures system always completes whil…
Chemist Analyst Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodyna…
Claude Agent Sdk Comprehensive knowledge of Claude Agent SDK architecture, tools, hooks, skills, and production pa…
Code Atlas Builds comprehensive, living code-atlases as multi-layer architecture documents derived from
code…
Code Smell Detector Identifies anti-patterns specific to amplihack philosophy.
Code Visualizer Auto-generates code flow diagrams from multi-language module analysis.
Computer Scientist Analyst Analyzes events through computer science lens using computational complexity, algorithms, data st…
Consensus Voting Multi-agent consensus voting with domain-weighted expertise for critical decisions requiring stru…
Context Management Proactive context window management via token monitoring, intelligent extraction, and selective r…
Context Management Proactive context window management via token monitoring, intelligent extraction, and selective r…
Creating Pull Requests Creates high-quality pull requests with comprehensive descriptions, test plans, and context.
Crusty Old Engineer Curmudgeonly engineering advisor that provides grounded skepticism, evidence-linked judgment,
and…
Cybersecurity Analyst Analyzes events through cybersecurity lens using threat modeling, attack surface analysis, defens…
Debate Workflow Structured multi-perspective debate for important architectural decisions and complex trade-offs
Default Workflow Development workflow for features, bugs, refactoring.
Default Workflow Development workflow for features, bugs, refactoring.
Dependency Resolver Automated dependency conflict detection and resolution.
Design Patterns Expert Comprehensive knowledge of all 23 Gang of Four design patterns with
progressive disclosure (Quick…
Dev Orchestrator Default task orchestrator for all development and investigation work.
Documentation Writing Writing clear, discoverable software documentation following the Eight Rules and Diataxis framework.
Docx Create, edit, and analyze Word documents with tracked changes support
Dotnet Exception Handling Comprehensive .NET exception handling quality improvement workflow.
Dotnet Install .NET SDK and runtime installation across Windows, macOS, and Linux.
Dotnet10 Pack Tool Creates hybrid Native AOT + CoreCLR .NET 10 tool packages using ToolPackageRuntimeIdentifiers.
Dynamic Debugger Interactive debugging via DAP-MCP for multiple languages with natural language commands
E2E Outside In Test Generator Generates comprehensive end-to-end test scenarios using outside-in methodology.
Economist Analyst Analyzes events through economic lens using supply/demand, incentive structures, market dynamics,…
Email Drafter Generates professional emails from bullet points or conversation summaries.
Engineer Analyst Analyzes technical systems and problems through engineering lens using first principles, systems…
Environmentalist Analyst Analyzes events through environmental lens using ecological principles, systems thinking, sustain…
Epidemiologist Analyst Analyzes disease patterns and health events through epidemiological lens using surveillance syste…
Ethicist Analyst Analyzes moral dimensions and value conflicts through ethical frameworks using deontology, conseq…
Eval Recipes Runner Run Microsoft's eval-recipes benchmarks to validate amplihack improvements against baseline agents.
Fleet Fleet orchestration for distributed coding agents across Azure VMs.