Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
-
chemist-analyst
Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics,
kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry).
Provides insights on chemical processes, material properties, reaction pathways, synthesis, and analytical methods.
Use when: Chemical reactions, material analysis, synthesis planning, process optimization, environmental chemistry.
Evaluates: Molecular structure, reaction mechanisms, yield, selectivity, safety, environmental impact.
rysweet/amplihack 45
-
github-copilot-sdk
Comprehensive knowledge of GitHub Copilot SDK for embedding Copilot's agentic workflows in Python, TypeScript, Go, and .NET applications. Auto-activates for Copilot SDK integration, CopilotClient usage, session management, streaming responses, custom tools, and MCP server connections.
rysweet/amplihack 45
-
learning-path-builder
Creates personalized learning paths for technologies, frameworks, or concepts.
Use for user-interactive session only for onboarding new technologies, hackathon skill-building, or personal development planning. Not for use in automated development or investigation.
Sequences resources (docs, tutorials, exercises) based on current skill level and learning goals.
Adapts to learning style: hands-on, theory-first, project-based.
rysweet/amplihack 45
-
gh-work-report
Generates comprehensive GitHub activity reports across all authenticated accounts. Gathers repos, PRs, features, and themes for configurable time periods (1/5/7/30/90 days). Produces shareable markdown with tables, mermaid charts, and executive summaries. Can create a private repo with GitHub Actions automation and GitHub Pages aggregation site. Use when: "github report", "work report", "activity summary", "what did I work on", "gh-work-report", "show my github activity".
rysweet/amplihack 45
-
pr-review-assistant
Philosophy-aware PR reviews checking alignment with amplihack principles.
Use when reviewing PRs to ensure ruthless simplicity, modular design, and zero-BS implementation.
Suggests simplifications, identifies over-engineering, verifies brick module structure.
Posts detailed, constructive review comments with specific file:line references.
rysweet/amplihack 45
-
gh-aw-adoption
Adopt GitHub Agentic Workflows (gh-aw) in any repository. Investigates existing workflows, identifies gaps, creates agentic workflows, and handles CI/merge issues. Auto-activates for gh-aw adoption, agentic workflow setup, or workflow automation requests.
rysweet/amplihack 45
-
fleet-copilot
Autonomous co-pilot — agent formulates goal from natural language, enables lock mode with SessionCopilot reasoning, works until goal is achieved.
rysweet/amplihack 45
-
code-smell-detector
Identifies anti-patterns specific to amplihack philosophy.
Use when reviewing code for quality issues or refactoring.
Detects: over-abstraction, complex inheritance, large functions (>50 lines), tight coupling, missing __all__ exports.
Provides specific fixes and explanations for each smell.
rysweet/amplihack 45
-
biologist-analyst
Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology,
ecology, and systems biology frameworks.
Provides insights on mechanisms, adaptations, interactions, and life processes.
Use when: Biological systems, health issues, evolutionary questions, ecological problems, biotechnology.
Evaluates: Function, structure, heredity, evolution, interactions, molecular mechanisms.
rysweet/amplihack 45
-
microsoft-agent-framework
Comprehensive knowledge of Microsoft Agent Framework for building production AI agents and workflows.
Auto-activates for agent building, workflow design, AutoGen migration, and enterprise AI tasks.
rysweet/amplihack 45
-
dotnet10-pack-tool
Creates hybrid Native AOT + CoreCLR .NET 10 tool packages using ToolPackageRuntimeIdentifiers. Use for building high-performance CLI tools with Native AOT on supported platforms and CoreCLR fallback for universal compatibility.
rysweet/amplihack 45
-
fleet
Fleet orchestration for distributed coding agents across Azure VMs.
Invoked as `/fleet <command>`. Covers all fleet operations: status, scout,
advance, adopt, watch, snapshot, dry-run, start, add-task, queue, auth,
dashboard, tui, and more. Use when: user mentions fleet, agents, VMs,
sessions, or asks "what are my agents doing".
rysweet/amplihack 45
-
work-iq
Microsoft Work IQ MCP integration for querying M365 data (emails, meetings, Teams, documents) with natural language. Enables searching your Microsoft 365 workspace directly from Claude Code.
rysweet/amplihack 45
-
multi-repo
Multi-repository orchestration for coordinating atomic changes across dependent repositories. Tracks dependency graphs, coordinates cross-repo PRs, and detects breaking changes.
rysweet/amplihack 45
-
lsp-setup
Auto-discovers and configures Language Server Protocol (LSP) servers for your project's languages
rysweet/amplihack 45
-
awesome-copilot-sync
Monitors awesome-copilot releases for drift against the amplihack integration.
Checks latest commits on github/awesome-copilot via the GitHub API and reports
whether the local integration is current or has drifted behind upstream changes.
Use when auditing integration freshness or before updating awesome-copilot features.
rysweet/amplihack 45
-
test-gap-analyzer
Analyzes code to identify untested functions, low coverage areas, and missing edge cases.
Use when reviewing test coverage or planning test improvements.
Generates specific test suggestions with example templates following amplihack's testing pyramid (60% unit, 30% integration, 10% E2E).
Can use coverage.py for Python projects.
rysweet/amplihack 45
-
remote-work
Execute amplihack work on remote Azure VMs with automatic region and resource selection
rysweet/amplihack 45
-
meeting-synthesizer
Processes meeting notes or transcripts to extract structured information.
Use after meetings to quickly generate action items, capture decisions, and create follow-up tasks.
Extracts: action items with owners, decisions made, key discussion points, follow-up tasks with priorities.
rysweet/amplihack 45
-
epidemiologist-analyst
Analyzes disease patterns and health events through epidemiological lens using surveillance systems,
outbreak investigation methods, and disease modeling frameworks.
Provides insights on disease spread, risk factors, prevention strategies, and public health interventions.
Use when: Disease outbreaks, health policy evaluation, risk assessment, intervention planning.
Evaluates: Transmission dynamics, risk factors, causality, population health impact, intervention effectiveness.
rysweet/amplihack 45
-
creating-pull-requests
Creates high-quality pull requests with comprehensive descriptions, test plans, and context. Activates when user wants to create PR, says 'ready to merge', or has completed feature work. Analyzes commits and changes to generate meaningful PR descriptions.
rysweet/amplihack 45
-
azure-devops
Complete Azure DevOps (ADO) automation — work items, boards, sprints, repos, pull requests,
pipelines, builds, artifacts. Use when user mentions ADO, work items, user stories, bugs,
sprints, builds, releases, or Azure DevOps URLs.
rysweet/amplihack 45
-
qa-team
QA team for outside-in validation, side-by-side parity loops, and A/B behavioral comparison.
Use when you need behavior-driven tests, legacy-vs-new comparison, or rollout shadow validation.
Creates executable scenarios and parity workflows that agents can observe, compare, and iterate on.
Supports local, observable tmux, remote SSH, and shadow-mode divergence logging patterns.
rysweet/amplihack 45
-
ethicist-analyst
Analyzes moral dimensions and value conflicts through ethical frameworks using deontology, consequentialism,
virtue ethics, and applied ethics methodologies.
Provides insights on moral obligations, rights, justice, and ethical decision-making.
Use when: Ethical dilemmas, policy decisions, technology ethics, professional conduct issues.
Evaluates: Moral principles, stakeholder interests, consequences, rights, justice, virtues.
rysweet/amplihack 45