Run the AI-DLC `ci-pipeline` stage (construction phase) in isolation, without advancing the main workflow.
Run the AI-DLC `deployment-execution` stage (operation phase) in isolation, without advancing the main workflow.
Run the AI-DLC `deployment-pipeline` stage (operation phase) in isolation, without advancing the main workflow.
Run the AI-DLC `infrastructure-design` stage (construction phase) in isolation, without advancing the main workflow.
Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query).
Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration,…
Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition/sort keys and GSIs, decides single-table vs.
Creates and automates custom image builds with EC2 Image Builder - Linux, Windows, and macOS AMIs, and container images to ECR.
Amazon Elasticsearch integration. Manage data, records, and automate workflows. Use when the user wants to interact with Amazon Elasticsearch data.
Builds, runs, debugs, and operates event-driven applications using EventBridge Event Bus - a managed, centrally governed publish/subscribe event bus that an organization can share…
Download and query your Amazon order history via an unofficial Python API and CLI.
Connects AI agents to remote Windows desktop applications on Amazon WorkSpaces Applications (AppStream 2.0) through the managed Agent Access MCP server, and guides reliable…
Turn an interpretive-ambiguity audit of a legal text — contract, statute, regulation, or judicial opinion — into a polished deliverable.
Adversarially stress-tests a legal text — a contract, statute, regulation, or judicial opinion — for interpretive ambiguity: it finds the seams where the people governed by it…
Coverage-aware agent workflow tool. Use PROACTIVELY before modifying files, making architecture decisions, debugging, or reviewing code.
Creates a complete Ambler walk — the TypeScript wiring file (walks/.ts) and the Markdown spec (specs/.md) — and ensures all required nodes exist.
Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice.
Use when targeting The American Journal of Gastroenterology or deciding whether a clinical GI/hepatology study fits this venue.
Must be triggered whenever the user asks to solve a problem, fix a bug, or debug an issue. Performs an organized debugging process, systematically isolating the root caus — from…
Design comprehensive testing strategies and quality assurance architectures before tests are coded. Formulates test pyramid distributions, mocking boundaries, and CI qual — from…
Must be triggered whenever the user asks to solve a problem, fix a bug, or debug an issue. Performs an organized debugging process, systematically isolating the root caus — from…
Write, translate, and optimize high-performance SQL queries across major database engines. Diagnoses execution anti-patterns, recommends indexing strategies, and refactor — from…
Analyzes the repository for technical debt, including outdated dependencies, dead code, duplication, and architectural inconsistencies.
Write, translate, and optimize high-performance SQL queries across major database engines. Diagnoses execution anti-patterns, recommends indexing strategies, and refactor — from…
Conducts an adversarial stress-test and premortem analysis on technical proposals, architectures, or features before implementation.
Analyzes the repository for technical debt, including outdated dependencies, dead code, duplication, and architectural inconsistencies.
Automatically generates tests for modified code if no existing tests cover the changes.
Finds and executes the test suite for the current project to ensure no regressions before opening a Pull Request.
Design comprehensive testing strategies and quality assurance architectures before tests are coded. Formulates test pyramid distributions, mocking boundaries, and CI qual — from…
Drafts the "Interest of Amicus Curiae" section of an amicus brief. Establishes institutional credibility, tethers the amicus's interest to the specific legal question, articulates…
Aminet search and browse: full-text search, category tree navigation, architecture filtering, package detail, and curated collections.
Drafts board-ready Anti-Money Laundering compliance programs for U.S. financial institutions under BSA/FinCEN requirements.
Use when designing the architecture for AML/KYC compliance workflows on Salesforce — covering verification orchestration, third-party screening integration patterns, risk scoring…
Use when the user challenges an existing proposal, asks whether it is the best solution, asks for a better approach, or wants second-pass review of the chosen best-standard,…
Use when the user asks how to design or implement a new feature, capability, workflow, page, API, or behavior before coding.
Use when the user asks why existing behavior is broken, incorrect, flaky, regressed, unexpected, or runtime/build behavior is failing and wants a bug-fix approach before coding.
Use when the user asks how to refactor, split modules, clarify architecture, move ownership, reduce coupling, or fix unclear state, data-flow, or component boundaries before…
Build amplifier-foundation modules using "bricks and studs" architecture. Covers tool, hook, provider, context, and orchestrator modules with testing, publishing, and best…
Comprehensive knowledge of amplihack framework architecture, patterns, and usage
Use Amprealize behavior retrieval and BCI before complex tasks. Use when starting feature work, debugging processes, or when AGENTS.md-style behaviors apply.
AmputatorBot migration plan v7 — locked decisions, milestones M1–M6, API contract, schema, port notes.
Patterns for extending `amy`, the Amethyst CLI in `cli/`. Use when adding an `amy ` command, touching files under `cli/src/main/kotlin/…/cli/`, wiring a new subcommand into…
Analysez les extraits de code Python ligne par ligne, prédisez leur sortie, identifiez les erreurs et expliquez leur comportement en français.
Analyser des extraits de code Python pour prédire leur sortie, identifier les erreurs ou expliquer leur fonctionnement, en fournissant une explication détaillée en français.
Audit an existing iOS codebase, detect the current architecture (or closest match), score it across nine parameters, and produce either a refactor plan to improve it in place OR a…
Use when WRITING or EDITING analysis code, notebooks, or data pipelines in R, Julia, or Python — to keep the code minimal, surgical, and legible rather than over-engineered.
Validates cross-artifact consistency and detects breaking changes during feature analysis. Use when running /analyze command, validating spec-plan alignment, checking tas — from…
Validates cross-artifact consistency and detects breaking changes during feature analysis. Use when running /analyze command, validating spec-plan alignment, checking tas — from…
Use when reviewing a data analysis, notebook, script, model, or result — your own before you ship it, a colleague's before it's published, or one handed to you to "check" or…
Multi-persona analytical framework for comprehensive code review and decision-making — from majiayu000/claude-skill-registry
Use when the work needs analytics architecture, event planning, KPI design, attribution boundaries, or instrumentation review across product and growth.
Measure what matters. Event tracking design, attribution modeling, funnel analysis, experimentation platforms.
Implement analytics, data analysis, and visualization best practices using Python, Jupyter, and modern data tools.
Real-time analytics with Redis counters, periodic PostgreSQL flush, and time-series aggregation. High-performance event tracking without database bottlenecks.
Generates protocol-based analytics infrastructure with swappable providers (TelemetryDeck, Firebase, Mixpanel).
MUST USE when investigating a bug, CI failure, test failure, regression, incident, broken behavior, root cause, RCA, or debug-why problem before deciding whether to create an…
Deep-dive a single application or infrastructure component (k3s, ClickHouse, PostgreSQL, MongoDB, valkey, MinIO, Kafka, pgvector, VictoriaLogs, Vector, nginx, node_exporter) and…
Analyze a source application project (monorepo or single service, any runtime: .NET, Go, Python, Node) and produce a Role Design Spec: components, images/ports or install details,…
Comprehensive brownfield architecture analysis for existing codebases. Discovers structure, identifies patterns, assesses quality, calculates production readiness, and provides…
Orient to a CakePHP application — versions, plugins, architecture, and where common extension points live.