Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
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environmentalist-analyst
Analyzes events through environmental lens using ecological principles, systems thinking, sustainability frameworks,
and conservation biology to assess ecosystem health, biodiversity impacts, and long-term environmental sustainability.
Provides insights on climate change, resource management, pollution, habitat conservation, and human-nature relationships.
Use when: Environmental policy, climate decisions, conservation planning, resource extraction, pollution assessment.
Evaluates: Ecosystem health, biodiversity, sustainability, climate impacts, carrying capacity, environmental justice.
rysweet/amplihack 45
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architecting-solutions
Analyzes problems and designs system architecture before implementation. Activates when user asks design questions, discusses architecture, or needs to break down complex features. Creates clear specifications following the brick philosophy of simple, modular, regeneratable components.
rysweet/amplihack 45
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setting-up-projects
Automates project setup with best practices including pre-commit hooks, linting, formatting, and boilerplate. Activates when creating new projects, missing configuration files, or setting up development environment. Ensures quality tooling from the start.
rysweet/amplihack 45
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aspire
Aspire orchestration for cloud-native distributed applications in any language (C#, Python, Node.js, Go). Handles dependency management, local dev with Docker, Azure deployment, service discovery, and observability dashboards. Use when setting up microservices, containerized apps, or polyglot distributed systems.
rysweet/amplihack 45
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code-visualizer
Auto-generates code flow diagrams from Python module analysis.
Detects when architecture diagrams become stale (code changed, diagram didn't).
Use when: creating new modules, reviewing PRs for architecture impact, or checking diagram freshness.
Generates mermaid diagrams showing imports, dependencies, and module relationships.
rysweet/amplihack 45
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poet-analyst
Analyzes events through poetic lens using close reading, metaphor analysis, imagery, rhythm,
form analysis, and attention to language's emotional and aesthetic dimensions.
Provides insights on emotional truth, symbolic meaning, human experience, aesthetic impact, and expressive depth.
Use when: Understanding emotional dimensions, symbolic meaning, communication impact, cultural resonance, human experience.
Evaluates: Imagery, metaphor, rhythm, emotional truth, symbolic depth, aesthetic power, resonance, ambiguity.
rysweet/amplihack 45
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claude-agent-sdk
Comprehensive knowledge of Claude Agent SDK architecture, tools, hooks, skills, and production patterns. Auto-activates for agent building, SDK integration, tool design, and MCP server tasks.
rysweet/amplihack 45
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context-management
Proactive context window management via token monitoring, intelligent extraction, and selective rehydration.
Features predictive budget monitoring, context health indicators, and priority-based retention.
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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model-evaluation-benchmark
Automated reproduction of comprehensive model evaluation benchmarks following the Benchmark Suite V3.
Auto-activates for model benchmarking, comparison evaluation, or performance testing between AI models.
rysweet/amplihack 45
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session-replay
Analyze claude-trace JSONL files for session health, patterns, and actionable insights.
Use when debugging session issues, understanding token usage, or identifying failure patterns.
rysweet/amplihack 45
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workflow-enforcement
Workflow step compliance guidance with mandatory step reminders and visual progress tracking. Reminds Claude to complete all workflow steps before PR creation.
rysweet/amplihack 45
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code-atlas
Builds comprehensive, living code-atlases as multi-layer architecture documents derived from
code-first truth. Defaults to both Graphviz DOT and Mermaid. User can override to single format.
Language-agnostic (Go, TypeScript, Python, .NET, Rust, Java). Files issues with
'code-atlas-bughunt' label. Treats atlas-building as a multi-agent bug-hunting journey:
graph-form reasoning exposes structural bugs, route/DTO mismatches, orphaned env vars,
dead code paths, and stale documentation that linear review misses. Three-pass bug hunt
with per-journey PASS/FAIL/NEEDS_ATTENTION verdicts.
Use when: creating architecture documentation, investigating unfamiliar codebases,
hunting structural bugs, setting up CI/CD diagram refresh, or publishing to GitHub Pages/mkdocs.
rysweet/amplihack 45
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socratic-review
Socratic code review using probing questions instead of direct critique. Based on Feynman's principle that teaching reveals gaps in understanding. Helps developers articulate reasoning, surface hidden assumptions, and discover issues themselves.
rysweet/amplihack 45
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oxidizer-workflow
Automated Python-to-Rust migration via iterative convergence loops.
Treats the Python codebase as the living specification and produces a
fully-tested Rust equivalent with zero-tolerance parity validation.
Use when migrating Python modules, libraries, or CLIs to Rust.
Activates for: migration, oxidize, python to rust, port to rust, rewrite in rust.
rysweet/amplihack 45
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transcript-viewer
Convert and browse session transcripts as HTML or Markdown.
Supports Claude Code JSONL logs (auto-saved to ~/.claude/projects/) and
GitHub Copilot CLI JSONL logs (auto-saved to ~/.copilot/session-state/*/events.jsonl).
Auto-detects log source based on available directories and file format.
Supports viewing the current session, a specific session by ID, agent background task
output files, or all project sessions with optional date-range filtering.
rysweet/amplihack 45
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quality-audit
Iterative codebase quality audit with multi-agent validation and escalating-depth SEEK/VALIDATE/FIX/RECURSE cycle. Enforces fix-all-per-cycle rule — every confirmed finding must be fixed before moving to the next cycle. Use for quality audit, code audit, codebase review, technical debt audit, refactoring opportunities, module quality check, or architecture review.
rysweet/amplihack 45
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indigenous-leader-analyst
Analyzes events through indigenous knowledge systems using relational thinking, seven generations principle,
reciprocity, holistic integration, and traditional ecological knowledge frameworks.
Provides insights on interconnectedness, long-term sustainability, collective wisdom, and decolonial perspectives.
Use when: Environmental decisions, resource stewardship, community governance, decolonization, intergenerational planning.
Evaluates: Relationships, sustainability, collective impact, indigenous rights, traditional knowledge integration.
rysweet/amplihack 45
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supply-chain-audit
Auditing software supply chain security across CI/CD pipelines, container images, and
language ecosystems. Detects mutable dependency references, insecure CI patterns,
credential exposure risks, and missing SBOM/SLSA controls. Use when performing a
supply chain audit, checking action pinning, auditing dependencies, scanning for
CI security issues, reviewing container security, or assessing dependency security.
Covers GitHub Actions, containers, Python, Node, Go, Rust, .NET, and more.
rysweet/amplihack 45
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cascade-workflow
Graceful degradation through cascading fallback strategies - ensures system always completes while maintaining acceptable functionality
rysweet/amplihack 45
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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
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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
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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
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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
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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