Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
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ultrathink-orchestrator
DEPRECATED — Use dev-orchestrator skill instead.
This skill redirects to dev-orchestrator for backward compatibility.
rysweet/amplihack 45
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psychologist-analyst
Analyzes events through psychological lens using cognitive psychology, social psychology, developmental psychology,
clinical psychology, and neuroscience. Provides insights on behavior, cognition, emotion, motivation, group dynamics,
decision-making biases, mental health, and individual differences.
Use when: Behavioral patterns, decision-making, group behavior, mental health, leadership, persuasion, trauma, development.
Evaluates: Cognitive processes, emotional responses, motivations, biases, group dynamics, personality, mental states.
rysweet/amplihack 45
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investigation-workflow
6-phase investigation workflow for understanding existing systems. Auto-activates for research tasks.
Optimized for exploration and understanding, not implementation. Includes parallel agent deployment
for efficient deep dives and automatic knowledge capture to prevent repeat investigations.
rysweet/amplihack 45
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pre-commit-manager
Manage pre-commit hooks with preference memory and template-based configuration.
Use when installing, configuring, enabling/disabling, or checking status of pre-commit hooks.
Supports templates for python, javascript, typescript, go, rust, and generic projects.
rysweet/amplihack 45
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shadow-testing
Creates isolated container environments for testing local uncommitted changes before pushing.
Use when testing library changes, multi-repo coordination, or validating "works on my machine" → "works in CI".
Provides git bundle snapshots, embedded git server, selective URL rewriting, and package manager cache isolation.
Works with any coding agent via standalone CLI, shell scripts, or Docker Compose.
rysweet/amplihack 45
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workiq-wsl
Access Microsoft 365 data (emails, calendar, files) from WSL via the Windows
Copilot CLI bridge. Routes queries through powershell.exe to the Windows-native
Copilot CLI with WorkIQ plugin for M365 Graph API access.
rysweet/amplihack 45
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outside-in-testing
Deprecated compatibility alias for qa-team.
Use when existing recipes or agents still invoke outside-in-testing by name.
Redirects future work to the qa-team skill for outside-in validation and parity loops.
rysweet/amplihack 45
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engineer-analyst
Analyzes technical systems and problems through engineering lens using first principles, systems thinking,
design methodologies, and optimization frameworks.
Provides insights on feasibility, performance, reliability, scalability, and trade-offs.
Use when: System design, technical feasibility, optimization, failure analysis, performance issues.
Evaluates: Requirements, constraints, trade-offs, efficiency, robustness, maintainability.
rysweet/amplihack 45
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journalist-analyst
Analyzes events through journalistic lens using 5 Ws and H, investigative methods, source evaluation,
fact-checking, newsworthiness criteria, and ethical journalism principles.
Provides insights on story angles, information gaps, credibility, public interest, and media framing.
Use when: Breaking news, information verification, source analysis, story development, media criticism.
Evaluates: Factual accuracy, source credibility, completeness, newsworthiness, bias, public interest.
rysweet/amplihack 45
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amplihack-expert
Comprehensive knowledge of amplihack framework architecture, patterns, and usage
rysweet/amplihack 45
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session-learning
Cross-session learning system that extracts insights from session transcripts and injects
relevant past learnings at session start. Uses simple keyword matching for relevance.
Complements DISCOVERIES.md/PATTERNS.md with structured YAML storage.
rysweet/amplihack 45
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physicist-analyst
Analyzes events through physics lens using fundamental laws (thermodynamics, conservation, relativity),
quantitative modeling, systems dynamics, and energy principles to understand causation, constraints, and feasibility.
Provides insights on energy systems, physical limits, technological feasibility, and complex systems behavior.
Use when: Energy decisions, technology assessment, systems analysis, physical constraints, feasibility evaluation.
Evaluates: Energy flows, conservation laws, efficiency limits, physical feasibility, scaling behavior, emergent properties.
rysweet/amplihack 45
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consensus-voting
Multi-agent consensus voting with domain-weighted expertise for critical decisions requiring structured validation
rysweet/amplihack 45
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dotnet-install
.NET SDK and runtime installation across Windows, macOS, and Linux. Handles version detection, platform-specific installers (WinGet, Homebrew, apt, dnf), SDK vs runtime selection, offline installation, Docker setup, and troubleshooting. Auto-activates for .NET installation, setup, version management, and multi-platform deployment.
rysweet/amplihack 45
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roadmap-strategist
Expert strategist managing project roadmaps, goals, milestones, and strategic direction. Tracks goal progress, ensures alignment, and provides strategic recommendations. Activates when planning roadmaps, setting goals, tracking milestones, or discussing strategic direction.
rysweet/amplihack 45
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azure-admin
Comprehensive Azure administration capabilities covering identity management,
resource orchestration, CLI tooling, and DevOps automation. Auto-activates for
Azure, az cli, azd, Entra ID, RBAC, and infrastructure tasks.
rysweet/amplihack 45
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goal-seeking-agent-pattern
Guides architects on when and how to use goal-seeking agents as a design pattern.
This skill helps evaluate whether autonomous agents are appropriate for a given
problem, how to structure their objectives, integrate with goal_agent_generator,
and reference real amplihack examples like AKS SRE automation, CI diagnostics,
pre-commit workflows, and fix-agent pattern matching.
rysweet/amplihack 45
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github
Expert guidance for GitHub CLI (gh) - issues, PRs, repos, releases, and GitHub API. Use when working with GitHub, managing issues/PRs, or when user mentions GitHub, PRs, issues, or repos. Preferred over GitHub MCP server for context efficiency.
rysweet/amplihack 45
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tla-plus-expert
TLA+ formal specification expert for writing specs, model checking, and applying formal methods to amplihack workflows
rysweet/amplihack 45
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pdf
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
rysweet/amplihack 45
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module-spec-generator
Generates module specifications following amplihack's brick philosophy template.
Use when creating new modules or documenting existing ones to ensure they follow
the brick & studs pattern. Analyzes code to extract: purpose, public contract,
dependencies, test requirements.
rysweet/amplihack 45
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political-scientist-analyst
Analyzes events through political science lens using IR theory (Realism, Liberalism, Constructivism),
comparative politics, institutional analysis, and power dynamics.
Provides insights on governance, security, regime change, international cooperation, and policy outcomes.
Use when: Political events, international crises, elections, regime transitions, policy changes, conflicts.
Evaluates: Power distributions, institutional effects, actor interests, strategic interactions, norms.
rysweet/amplihack 45
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silent-degradation-audit
Production-ready skill for detecting silent degradation across codebases.
Uses multi-wave audit system with 6 specialized category agents, multi-agent
validation panel, and convergence detection.
rysweet/amplihack 45
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novelist-analyst
Analyzes events through narrative lens using story structure, character arc analysis, dramatic tension,
thematic development, and narrative theory (three-act structure, hero's journey, conflict-resolution).
Provides insights on narrative coherence, character motivations, dramatic stakes, plot development, and thematic resonance.
Use when: Complex human stories, leadership analysis, organizational narratives, crisis narratives, cultural moments.
Evaluates: Character development, narrative arc, dramatic tension, thematic depth, symbolic meaning, narrative coherence.
rysweet/amplihack 45