Testing

by joelhooks

Test-Driven Development workflow with RED-GREEN-REFACTOR, lore from Kent Beck, Michael Feathers, and Ousterhout's counterpoint

by joelhooks

Patterns for testing code effectively. Use when breaking dependencies for testability, adding tests to existing code, understanding unfamiliar code through characterization tests, or deciding how to structure tests. Covers seams, dependency injection, test doubles, and safe refactoring techniques from Michael Feathers.

by team-attention

Collect and synthesize opinions from multiple AI agents. Use when users say "summon the council", "ask other AIs", or want multiple AI perspectives on a question.

by team-attention

This skill should be used when the user asks to "clarify requirements", "refine requirements", "specify requirements", "what do I mean", "make this clearer", or when the user's request is ambiguous and needs iterative questioning to become actionable. Also trigger when user says "clarify", "/clarify", or mentions unclear/vague requirements.

by temporalio

Migrate a Svelte 4 component to Svelte 5 runes syntax. Use when asked to migrate, convert, or upgrade a .svelte file to Svelte 5.

by kasperjunge

Perform comprehensive software architecture audits to identify improvements for robustness, changeability, and testability. Use when asked to audit, review, or analyze a codebase's architecture, or when asked to suggest structural improvements. Triggers include "architecture audit", "audit the codebase", "review architecture", "architectural analysis", "code structure review", or explicit "/architecture-audit".

by kasperjunge

Build Opportunity-Solution Trees to connect customer needs to solutions. Use when deciding what to build, structuring discovery work, translating stakeholder requests into opportunities, or testing assumptions before committing to solutions. Based on Teresa Torres's Continuous Discovery Habits framework.

by kasperjunge

A test skill with full YAML frontmatter for testing frontmatter parsing

by bonny

Runs SQL queries against the WordPress development database. Queries tables, inspects Simple History events, checks WordPress data, and helps with debugging. Triggers: "run query", "check database", "SQL", "show tables".

by bonny

Ensures WordPress.org compliance for freemium plugins and prevents trialware violations. Reviews premium features, upsells, license keys, and teasers before WordPress.org submission. Triggers: "premium", "upsell", "freemium", "license key", "wp.org guidelines", "trialware".

by elbwalker

Use when events aren't reaching destinations, debugging event flow, or troubleshooting mapping issues. Covers common problems and debugging strategies.

by bannzai

Flutterプロジェクトのpubspec.yamlパッケージを更新するスキル。一括更新または指定パッケージ更新に対応。メジャーバージョン更新時は確認を挟み、更新前にpub.dev/GitHubでchangelogを確認して変更内容を報告する。$ARGUMENTSにパッケージ名を指定するか、--allで全パッケージ更新。

by elbwalker

Use when configuring event mappings for specific use cases. Provides recipes for GA4, Meta, custom APIs, and common transformation patterns.

by khaneliman

khanelinix 7-level configuration hierarchy and customization strategy. Use when deciding where to put customizations, understanding override precedence, resolving option conflicts, or working with host/user specific configs.

by githubnext

Query GitHub discussions efficiently with jq argument support for filtering

by githubnext

Query GitHub issues efficiently with jq argument support for filtering

by githubnext

Query GitHub pull requests efficiently with jq argument support for filtering

by khaneliman

Comprehensive Nix validation: treefmt-nix integration, statix/deadnix linting, flake checks, khanelinix-specific patterns. Use when validating Nix code or setting up linting infrastructure.

by khaneliman

Create development environment templates and project scaffolding with Nix flakes. Use when creating new project templates, setting up dev shells, configuring language-specific environments, or integrating with CI/CD.

by mckinsey

Regenerate and debug types across the ARK stack (SDK, API, Dashboard). Use when fixing TypeScript type errors in ark-dashboard, updating types after CRD changes, regenerating types.ts from OpenAPI spec, debugging "Property does not exist on type" schema errors, or adding custom SDK functionality via overlays. Covers the full type pipeline from Kubernetes CRDs to TypeScript.

by mckinsey

Set up and install the Ark platform from source. Use this skill when the user wants to install, deploy, or configure Ark in their local Kubernetes cluster.

by hellowind777

Development implementation phase detailed rules; read when entering development implementation; includes execution flow, code specifications, consistency audit, solution package migration

by ceedaragents

Search the web for information. Use when you need to look something up, find current information, or research a topic.

by ahmedelgabri

This skill should be used when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage their Jira workflow. Triggers on keywords like "jira", "issue", "ticket", "sprint", "backlog", or issue key patterns.

by Stewart86

Create Hamr launcher plugins with proper JSON protocol, testing, and manifest structure

by NeoLabHQ

Use when executing implementation plans with independent tasks in the current session or facing 3+ independent issues that can be investigated without shared state or dependencies - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates

by ailabs-393

This skill should be used when working with CSV files to create interactive data visualizations, generate statistical plots, analyze data distributions, create dashboards, or perform automatic data profiling. It provides comprehensive tools for exploratory data analysis using Plotly for interactive visualizations.

by ailabs-393

This skill should be used when analyzing CSV datasets, handling missing values through intelligent imputation, and creating interactive dashboards to visualize data trends. Use this skill for tasks involving data quality assessment, automated missing value detection and filling, statistical analysis, and generating Plotly Dash dashboards for exploratory data analysis.

by m1rl0k

Performs hybrid semantic/lexical search with neural reranking for codebase retrieval. Use for finding implementations, Q&A grounded in source code, and cross-session persistent memory.

by nghyane

Test llm-mux IR translator - cross-format API translation

by AojdevStudio

Run Monte Carlo simulations for Finance Guru portfolio strategy. USE WHEN user mentions monte carlo OR run simulation OR stress test portfolio OR probability analysis OR income projections OR margin safety analysis. Supports 4-layer portfolio (Growth, Income, Hedge, GOOGL) with auto-detection of current values from Fidelity CSV.

by CharlesWiltgen

Use when choosing Core Data vs SwiftData, setting up the Core Data stack, modeling relationships, or implementing concurrency patterns - prevents thread-confinement errors and migration crashes

by CharlesWiltgen

Use when fixing or auditing ANY accessibility issue - VoiceOver, Dynamic Type, color contrast, touch targets, WCAG compliance, App Store accessibility review.

by CharlesWiltgen

Use when working with ANY data persistence, database, axiom-storage, CloudKit, migration, or serialization. Covers SwiftData, Core Data, GRDB, SQLite, CloudKit sync, file storage, Codable, migrations.

by CharlesWiltgen

Use when implementing or debugging ANY network connection, API call, or socket. Covers URLSession, Network.framework, NetworkConnection, deprecated APIs, connection diagnostics, structured concurrency networking.

by CharlesWiltgen

CarPlay Now Playing integration patterns. Use when implementing CarPlay audio controls, CPNowPlayingTemplate customization, or debugging CarPlay-specific issues.

by CharlesWiltgen

Use when CAAnimation completion handler doesn't fire, spring physics look wrong on device, animation duration mismatches actual time, gesture + animation interaction causes jank, or timing differs between simulator and real hardware - systematic CAAnimation diagnosis with CATransaction patterns, frame rate awareness, and device-specific behavior

by CharlesWiltgen

Use when starting any iOS/Swift conversation - establishes how to find and use Axiom skills, requiring Skill tool invocation before ANY response including clarifying questions

by iamzhihuix

Download and process videos from YouTube and other platforms. Supports video download, audio extraction, format conversion (mp4, webm), and Whisper transcription. Use when user mentions YouTube download, video conversion, audio extraction, transcription, mp4, webm, ffmpeg, yt-dlp, or whisper transcription.

by benchflow-ai

Parse scheduling constraints from a email text.

by benchflow-ai

Generator economic dispatch and cost optimization for power systems. Use when minimizing generation costs, computing optimal generator setpoints, calculating operating margins, or working with generator cost functions.

by benchflow-ai

This skill should be considered when you need to repair an infeasible or non-optimal flexible job scheduling planning schedule into a downtime-feasible, precedence-feasible one while keep no worse policy budget.

by benchflow-ai

A toolkit for fuzzy string matching and data reconciliation. Useful for matching entity names (companies, people) across different datasets where spelling variations, typos, or formatting differences exist.

by benchflow-ai

Comprehensive clinical laboratory data harmonization for multi-source healthcare analytics. Convert between US conventional and SI units, standardize numeric formats, and clean data quality issues. This skill should be used when you need to harmonize lab values from different sources, convert units for clinical analysis, fix formatting inconsistencies (scientific notation, decimal separators, whitespace), or prepare lab panels for research.

by benchflow-ai

Enable HTTPS for local development with trusted SSL certificates. Use when developers need to test SSL/TLS features, work with third-party APIs requiring HTTPS, or simulate production environments. Supports mkcert, OpenSSL, and automatic certificate trust configuration for macOS, Linux, and Windows.

by benchflow-ai

Use when managing Maven dependencies, resolving dependency conflicts, configuring BOMs, or optimizing dependency trees in Java projects.

by benchflow-ai

This skill should be used when the user asks about "package development workflow", "release process", "beta testing", "package versioning", "CumulusCI", "CI/CD for packages", or needs guidance on the end-to-end package development process from design through release.

by benchflow-ai

Power system network data formats and topology. Use when parsing bus, generator, and branch data for power flow analysis.

by benchflow-ai

Python JSON parsing best practices covering performance optimization (orjson/msgspec), handling large files (streaming/JSONL), security (injection prevention), and advanced querying (JSONPath/JMESPath). Use when working with JSON data, parsing APIs, handling large JSON files, or optimizing JSON performance.

by benchflow-ai

Lookup accommodations by city from the bundled dataset. Use this skill when you need to recommend places to stay in a given city or filter lodging options before building an itinerary.

by benchflow-ai

Search flights by origin, destination, and departure date using the bundled flights dataset. Use this skill when proposing flight options or checking whether a route/date combination exists.

by benchflow-ai

When given a Python project codebase, this skill helps the agent to set up virtual environments, install dependencies, and run scripts.

by benchflow-ai

Sql standards for sql in Database environments. Covers best practices,

by benchflow-ai

Test Temporal workflows with pytest, time-skipping, and mocking strategies. Covers unit testing, integration testing, replay testing, and local development setup. Use when implementing Temporal workflow tests or debugging test failures.

by benchflow-ai

Transit Least Squares (TLS) algorithm for detecting exoplanet transits in light curves. Use when searching for transiting exoplanets specifically, as TLS is more sensitive than Lomb-Scargle for transit-shaped signals. Based on the transitleastsquares Python package.

by benchflow-ai

Data validation and pipeline testing utilities for ML training projects. Validates datasets, model checkpoints, training pipelines, and dependencies. Use when validating training data, checking model outputs, testing ML pipelines, verifying dependencies, debugging training failures, or ensuring data quality before training.

by peteonrails

Test voxtype in Docker containers. Use for testing builds, verifying packages work on different distros, or isolating test environments.

by peteonrails

Package voxtype for release. Creates deb and rpm packages from binaries. Use when building distribution packages.

by peteonrails

Validate voxtype binaries for CPU instruction contamination. Use when checking release binaries for AVX-512 or GFNI instruction leaks that would crash on older CPUs.

by CaoMeiYouRen

运行和分析项目质量检查（Linting, 类型检查, 测试）。

by CaoMeiYouRen

编写、运行和优化项目测试用例（Vitest）。

by MadAppGang

💡 Tool selector for code search tasks. Helps choose between semantic search (claudemem) and native tools (Grep/Glob) based on query type. Semantic search recommended for: 'how does X work', 'find all', 'audit', 'investigate', 'architecture'.

by MadAppGang

Use when integrating detective skills across plugins. Maps agent roles to appropriate detective skills (developer → developer-detective, architect → architect-detective). Reference this to connect agents with claudemem investigation capabilities.

by MadAppGang

Coordinate multiple agents in parallel or sequential workflows. Use when running agents simultaneously, delegating to sub-agents, switching between specialized agents, or managing agent selection. Trigger keywords - "parallel agents", "sequential workflow", "delegate", "multi-agent", "sub-agent", "agent switching", "task decomposition".

by MadAppGang

Implement quality gates, user approval, iteration loops, and test-driven development. Use when validating with users, implementing feedback loops, classifying issue severity, running test-driven loops, or building multi-iteration workflows. Trigger keywords - "approval", "user validation", "iteration", "feedback loop", "severity", "test-driven", "TDD", "quality gate", "consensus".

by MadAppGang

💡 Bulk file read optimizer. Suggests semantic search alternatives when reading multiple files. Helps reduce token usage by using claudemem's ranked results instead of sequential file reads.

by MadAppGang

Quick-reference for using external AI models with Task tool. CRITICAL - PROXY_MODE is NOT a Task parameter - it goes in the PROMPT. Use when confused about "Task tool external model", "PROXY_MODE parameter", "how to specify external model", "Task doesn't have model parameter", "only accepts sonnet/opus/haiku", or "minimax/grok/gemini with Task". Trigger keywords - "Task tool parameter", "PROXY_MODE not working", "external model Task", "external LLM", "claudish directly", "claudish with Task", "model parameter missing".

by SwitchbackTech

Use when reviewing UI diffs, accessibility audits, or flaky UI tests to catch a11y regressions, semantic issues, keyboard/focus problems, and to recommend minimal fixes plus role-based test selectors.

by SwitchbackTech

Use when reviewing UI diffs, accessibility audits, or flaky UI tests to catch a11y regressions, semantic issues, keyboard/focus problems, and to recommend minimal fixes plus role-based test selectors.

by namastexlabs

Route code reviews to appropriate council members. Use when reviewing PRs, architecture decisions, or significant code changes that need expert perspective.

by dtprj

Used to start or stop the project's server in development mode via scripts, or run DtAdmin for test cluster O&M operations, or run benchmarks.

by neurostuff

Run tests to ensure code functionality and correctness.