Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
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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
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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
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remote-work
Execute amplihack work on remote Azure VMs with automatic region and resource selection
rysweet/amplihack 45
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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
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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
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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
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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
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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
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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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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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context-management
Proactive context window management via token monitoring, intelligent extraction, and selective rehydration.
Use when approaching token limits or needing to preserve essential context.
Complements /transcripts and PreCompact hook with proactive optimization.
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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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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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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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
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docx
Create, edit, and analyze Word documents with tracked changes support
rysweet/amplihack 45