rysweet-amplihack

Plugin rysweet-amplihack from marketplace cascade-data-analytics in joshuarweaver/cascade-data-analytics. Commands read from the repo's manifest — 1 month ago.

Skills (121)

• agent-generator-tutor

  Interactive teaching agent for the goal-seeking agent generator and eval system. Provides a structured 14-lesson curriculum covering agent generation, SDK selection, multi-agent architecture, progressive evaluation (L1-L12), retrieval strategies, intent classification, math code generation, self-imp

• amplihack-expert

  Comprehensive knowledge of amplihack framework architecture, patterns, and usage

• anthropologist-analyst

  Analyzes events through anthropological lens using cultural analysis, ethnographic methods, kinship and social organization, symbolic systems, ritual and practice, and comparative ethnology. Provides insights on cultural meanings, social practices, symbolic structures, cultural change, and cross-cul

• 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 distri

• authenticated-web-scraper

  Scrape authenticated websites from WSL2 using Edge CDP. Launches headed Edge for user auth, then headless scraping via Chrome DevTools Protocol. Use when mirroring internal wikis, docs sites, or any site requiring 2FA/SSO login.

• 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 aw

• 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.

• azure-devops-cli

  Expert guidance for Azure DevOps CLI (az devops) - automation, pipelines, repos, boards, and artifacts management. Use when working with Azure DevOps, managing pipelines, creating work items, or when user mentions ADO, builds, releases, or Azure repos.

• 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. - azure devops - work item - boards - wiql - ado - ado boards - devop

• backlog-curator

  Expert backlog manager that prioritizes work using multi-criteria scoring, analyzes dependencies, and recommends optimal next tasks. Activates when managing backlogs, prioritizing work, adding items, or analyzing what to work on next.

• 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, e

• cascade-workflow

  Graceful degradation through cascading fallback strategies - ensures system always completes while maintaining acceptable functionality

• 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 met

• 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.

• 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. Tr

• 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.

• code-visualizer

  Auto-generates code flow diagrams from multi-language module analysis. Detects when architecture diagrams become stale (code changed, diagram didn't). Supports Python, TypeScript/JavaScript, Rust, and Go out of the box. Use when: creating new modules, reviewing PRs for architecture impact, or checki

• 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.

• computer-scientist-analyst

  Analyzes events through computer science lens using computational complexity, algorithms, data structures, systems architecture, information theory, and software engineering principles to evaluate feasibility, scalability, security. Provides insights on algorithmic efficiency, system design, computa

• consensus-voting

  Multi-agent consensus voting with domain-weighted expertise for critical decisions requiring structured validation

• 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 /transc

• crusty-old-engineer

  Curmudgeonly engineering advisor that provides grounded skepticism, evidence-linked judgment, and constructive progress on architectural decisions, legacy refactors, tooling choices, and broad "how should I start?" questions. Sounds like a senior systems engineer who has reviewed too many designs to

• cybersecurity-analyst

  Analyzes events through cybersecurity lens using threat modeling, attack surface analysis, defense-in-depth, zero-trust architecture, and risk-based frameworks (CIA triad, STRIDE, MITRE ATT&CK). Provides insights on vulnerabilities, attack vectors, defense strategies, incident response, and security

• debate-workflow

  Structured multi-perspective debate for important architectural decisions and complex trade-offs

• default-workflow

  Development workflow for features, bugs, refactoring. Normally executed as a sub-recipe by dev-orchestrator/smart-orchestrator. Supports direct invocation via recipe runner for standalone use. - "implement feature spanning multiple files" - "complex integration across components" - "refactor affecti

• dependency-resolver

  Automated dependency conflict detection and resolution. Detects local vs CI environment mismatches, compares versions, and generates pinning recommendations. Run as pre-push check to catch issues early.

• design-patterns-expert

  Comprehensive knowledge of all 23 Gang of Four design patterns with progressive disclosure (Quick/Practical/Deep), pattern recognition for problem-solving, and philosophy-aligned guidance to prevent over-engineering. - https://refactoring.guru/design-patterns - https://sourcemaking.com/design_patter

• dev-orchestrator

  Default task orchestrator for all development and investigation work. Classifies tasks, decomposes into parallel workstreams if appropriate, and routes execution through the recipe runner. Replaces ultrathink-orchestrator. - "implement" - "build" - "create" - "add feature" - "fix bug" - "refactor" -

• 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.

• 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.

• documentation-writing

  Writing clear, discoverable software documentation following the Eight Rules and Diataxis framework. Use when creating README files, API docs, tutorials, how-to guides, or any project documentation. Automatically enforces docs/ location, linking requirements, and runnable examples.

• docx

  Create, edit, and analyze Word documents with tracked changes support

• dotnet-exception-handling

  Comprehensive .NET exception handling quality improvement workflow. Auto-detects .NET projects, investigates 10 common exception handling mistakes, generates prioritized findings, and orchestrates fixes following best practices.

• 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

• 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.

• 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. Supports 5 app types: Web (Playwright), CLI, TUI, API, and MCP (gadugi YAML). Auto-detects app type or accepts explicit override. - "add e2e tests" - "add playwright tests" - "add browser tests" - "add outside-in tests"

• economist-analyst

  Analyzes events through economic lens using supply/demand, incentive structures, market dynamics, and multiple schools of economic thought (Classical, Keynesian, Austrian, Behavioral). Provides insights on market impacts, resource allocation, policy implications, and distributional effects. Use when

• email-drafter

  Generates professional emails from bullet points or conversation summaries. Use when you need to draft emails quickly with consistent style and tone. Supports multiple tones: formal, casual, technical Supports contexts: status updates, requests, announcements, follow-ups

• 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, optim

• 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, pollut

• 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

• 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

• eval-recipes-runner

  Run Microsoft's eval-recipes benchmarks to validate amplihack improvements against baseline agents. Auto-activates when testing improvements, running evals, or benchmarking changes.

• fleet-copilot

  Autonomous co-pilot — agent formulates goal from natural language, enables lock mode with SessionCopilot reasoning, works until goal is achieved. - "fleet copilot" - "copilot mode" - "work toward goal" - "keep going until done" - "autonomous mode

• 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 as

• futurist-analyst

  Analyzes events through futures lens using scenario planning, trend analysis, weak signals, drivers of change, and forecasting methods (exploratory, normative, backcasting). Provides insights on possible futures, emerging trends, disruptive forces, strategic foresight, and alternative scenarios. Use

• 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.

• 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 Action

• gherkin-expert

  Gherkin/BDD specification expert for writing behavioral scenarios, acceptance criteria, and applying structured specifications to improve code generation quality

• github-copilot-cli-expert

  Expert knowledge of GitHub Copilot CLI - installation, configuration, usage, custom agents, MCP servers, and version management. Use when asking about copilot cli, copilot commands, installing copilot, updating copilot, copilot features.

• github-copilot-cli

  Expert knowledge of GitHub Copilot CLI - installation, configuration, usage, MCP servers, skills, custom agents, and troubleshooting. Use when asking about copilot cli, installing copilot, gh copilot, copilot commands, MCP setup, or copilot extensibility.

• 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.

• 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.

• 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 automa

• historian-analyst

  Analyzes events through historical lens using source analysis, comparative history, periodization, causation, continuity/change, and contextualization frameworks. Provides insights on historical patterns, precedents, path dependency, and long-term trends. Use when: Understanding historical context,

• 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 perspe

• investigation-workflow

  6-phase investigation workflow for understanding existing systems. Normally executed as a sub-recipe by dev-orchestrator/smart-orchestrator. Supports direct invocation via recipe runner for standalone use. - "investigate how" - "explain the architecture" - "understand the system" - "how does" - "why

• 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 ne

• knowledge-extractor

  Extracts key learnings from conversations, debugging sessions, and failed attempts. Use at session end or after solving complex problems to capture insights. Stores discoveries in memory (via amplihack.memory.discoveries), suggests PATTERNS.md updates, and recommends new agent creation. Ensures know

• lawyer-analyst

  Analyzes events through legal lens using statutory interpretation, case law analysis, legal reasoning, constitutional principles, and multiple legal frameworks (common law, civil law, international law). Provides insights on legal rights, obligations, liabilities, remedies, and compliance requiremen

• 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, tutorial

• lsp-setup

  Auto-discovers and configures Language Server Protocol (LSP) servers for your project's languages

• markitdown

  Convert documents (PDF, Word, Excel, PowerPoint, images, HTML) to Markdown using microsoft/markitdown. Use for document analysis, content extraction, preprocessing for LLMs, or batch document conversion. Supports images with OCR/LLM descriptions, audio transcription, and ZIP archives.

• mcp-manager

  Conversational interface for managing MCP (Model Context Protocol) server configurations in Claude Code

• 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.

• merge-ready

  Checks whether a pull request satisfies the project's merge criteria and records the required evidence in the PR description. Use with `/merge-ready` before review or merge when QA-team scenarios, docs links, quality-audit convergence, CI status, and diff scope must be verified.

• mermaid-diagram-generator

  Converts architecture descriptions, module specs, or workflow docs into Mermaid diagrams. Use when visualizing brick module relationships, workflows (DDD, investigation), or system architecture. Supports: flowcharts, sequence diagrams, class diagrams, state machines, entity relationship diagrams, an

• analyzing-deeply

  Performs deep structured analysis on complex or ambiguous problems. Activates when problems are unclear, have multiple perspectives, or require careful thinking before proceeding. Uses ultrathink methodology for systematic exploration of problem space.

• 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.

• 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.

• 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.

• multi-repo

  Multi-repository orchestration for coordinating atomic changes across dependent repositories. Tracks dependency graphs, coordinates cross-repo PRs, and detects breaking changes.

• multitask

  Execute multiple independent development tasks in parallel using subprocess isolation. Each task runs in a clean /tmp clone with Recipe Runner code-enforced workflow execution. Proven pattern: 4/5 PRs created successfully in first production use. - "parallel workstreams" - "multiple tasks in paralle

• n-version-workflow

  N-version programming for critical implementations - generates N independent solutions and selects the best through comparison

• 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 develo

• 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.

• 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, oxidi

• 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.

• philosopher-analyst

  Analyzes fundamental questions and concepts through philosophical lens using logic, epistemology, metaphysics, and critical analysis frameworks. Provides insights on meaning, truth, knowledge, existence, reasoning, and conceptual clarity. Use when: Conceptual ambiguity, logical arguments, foundation

• philosophy-compliance-workflow
• physicist-analyst
• pm-architect
• poet-analyst
• political-scientist-analyst
• pptx
• pr-review-assistant
• pre-commit-manager
• psychologist-analyst
• qa-team
• quality-audit
• reviewing-code
• testing-code
• remote-work
• researching-topics
• roadmap-strategist
• self-improving-agent-builder
• session-learning
• session-replay
• shadow-testing
• silent-degradation-audit
• skill-builder
• smart-test
• sociologist-analyst
• socratic-review
• storytelling-synthesizer
• supply-chain-audit
• test-gap-analyzer
• tla-plus-expert
• transcript-viewer
• ultrathink-orchestrator
• urban-planner-analyst
• work-delegator
• work-iq
• workflow-enforcement
• workiq-wsl
• workstream-coordinator
• xlsx
• session-to-agent
• context_management
• gh_work_report

MCP servers (1)

• workiq

  runs: npx -y @microsoft/workiq mcp

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