Suggest and apply fixes for flaky tests based on detected patterns. Use after flaky-detect identifies unreliable tests that need repair.

Diagnose and eliminate flaky tests systematically.

Flask framework workflow guidelines. Activate when working with Flask projects, flask run, or Flask-specific patterns.

flesh out our plan by filling in gaps and clearly building out the specfification

Create scenario files for testing migrated Output SDK workflows. Use to set up test inputs in the scenarios/ subfolder.

Creer un nouveau flow d'automatisation de formulaire complet, incluant exploration du site web, implementation et tests. (project)

Enforces TDD Iron Law in flow-dev. NO PRODUCTION CODE WITHOUT A FAILING TEST FIRST.

Execute a plan file or Beads epic systematically with git setup, task tracking, quality checks, and commit workflow. Use when implementing a plan, working through a spec, following documented steps, or executing a Beads issue ID (e.g., bd-123, gno-45, app-12).

Refactor complex Android/KMP state management code to use FlowRedux state machine pattern. Use this when developers need to transform tangled state logic, multiple LiveData/StateFlow sources, or callback-heavy code into a clean, testable state machine architecture.

Containerizing Flox environments with Docker/Podman. Use for creating container images, OCI exports, multi-stage builds, and deployment workflows.

Build adaptive and responsive Flutter UIs that work beautifully across all platforms and screen sizes. Use when creating Flutter apps that need to adapt layouts based on screen size, support multiple platforms including mobile tablet desktop and web, handle different input devices like touch mouse and keyboard, implement responsive navigation patterns, optimize for large screens and foldables, or use Capability and Policy patterns for platform-specific behavior.

[Flutter] pub.dev package search skill. Quick package search, info lookup, version check, and dependency analysis. (project)

Comprehensive Flutter testing guidance covering unit tests, widget tests, and integration tests. Use when working with Flutter applications to write unit tests for functions/methods/classes, create widget tests to verify UI components, develop integration tests for end-to-end testing, mock dependencies and plugin interactions, debug common testing errors, test Flutter plugins with native code, and run tests in different build modes (debug, profile, release)

flutter-ui-components

Build complete UI screens by composing multiple uxscii components. Use when working with .uxm files, when user wants to create, scaffold, or build .uxm screens like login, dashboard, profile, settings, or checkout pages.

Import UI screenshots and generate uxscii components automatically using vision analysis. Use when user wants to import, convert, or generate .uxm components from screenshots or images.

Setup backend project with Flyway SQL migrations, tini init system, and MySQL integration testing. Modifies existing Dockerfile from backend-docker skill.

Family Medicine Residency Excel-based scheduling. Use when working with academic year block schedule spreadsheets to assign faculty half-days (C, GME, DFM) and resident half-days, validate constraints, process FMIT/SAFP blocks, apply post-call rules, and meet AT coverage. Triggers: Block schedule, faculty scheduling, resident scheduling, half-day assignments, FMIT, clinic coverage, resident supervision, AY 25-26.

Tenzir Python coding standards and tooling setup. Use when writing python code, running ruff/mypy/pytest, encountering pyproject.toml/uv.lock, or setting up a new Python project.

Configure footer navigation links for SEO completeness. Sets up all pages (Homepage, Services, About, Contact, Impressum, Datenschutz) in organized groups. Dynamically finds footer*.tsx component. Updates i18n with all footer keys.

Invoke FORCE_MANAGER for task force assembly and team composition decisions. Use when complex tasks require coordinated multi-agent teams with proper staffing and lifecycle management.

Use when analyzing critical documents, specifications, or large files (>3000 lines), before any synthesis or conclusions - enforces complete line-by-line reading with quantitative verification to prevent skimming that leads to incomplete understanding

Use to stress-test predictions by assuming they failed and working backward to identify why. Invoke when confidence is high (>80% or <20%), need to identify tail risks and unknown unknowns, or want to widen overconfident intervals. Use when user mentions premortem, backcasting, what could go wrong, stress test, or black swans.

Multi-role requirement analysis and task breakdown workflow using 4 specialized AI agents (PM, UX, Tech, QA). Each agent conducts web research before analysis to gather industry best practices, case studies, and current trends. Supports Quick Mode (parallel, ~3 min, one Q&A session) and Deep Mode (serial, ~8 min, Q&A after EACH agent so answers inform subsequent analysis). Triggers on 'foreman-spec', 'spec feature', 'break down requirement', 'define tasks', 'spec this'.

Spawn parallel AI agents in new terminal windows for true concurrency

Test WordPress form submissions and email delivery. Validates contact forms, checks WP Mail SMTP configuration, and sends test emails. Use when verifying form functionality or troubleshooting email delivery issues.

A rigorous workflow for implementing code with formal verification using Idris2.

Generate FOSMVVM Form Specifications (Fields protocols) with validation and localization. Use when defining user input contracts for forms, request bodies, or any ValidatableModel.

Generate Fluent DataModels for FOSMVVM server-side persistence. Use when creating new database-backed entities, adding tables, or when the user mentions adding Models like Users, Ideas, Documents, etc. Uses fosmvvm-fields-generator for the Fields layer, then generates Fluent DataModel, migrations, and tests.

Generate comprehensive ServerRequest tests using VaporTesting infrastructure. Use when testing any ServerRequest type (ShowRequest, ViewModelRequest, CreateRequest, UpdateRequest, DeleteRequest) against a Vapor server.

Generate comprehensive ViewModel tests with multi-locale translation verification. Use when creating test coverage for ViewModels, especially those with localization.

Build and test Solidity smart contracts with Foundry toolkit. Use when developing Ethereum contracts, writing Forge tests, deploying with scripts, or debugging with Cast/Anvil. Triggers on Foundry commands (forge, cast, anvil), Solidity testing, smart contract development, or files like foundry.toml, *.t.sol, *.s.sol.

Fourier analysis specialist covering series, transforms, signal processing, and harmonic analysis

Build React components using @fpkit/acss library patterns. Scaffolds complete component structures (tsx, types, scss, stories, tests), validates CSS variables follow naming conventions (--component-property with rem units), enforces TypeScript patterns, accessibility standards (WCAG 2.1 AA), and Storybook documentation. Use when building new components, generating boilerplate, or refactoring to use fpkit primitives. Includes automation scripts, reference guides, and templates.

Guide for building applications with @fpkit/acss components. This skill should be used when composing custom React components from fpkit primitives, validating CSS variable naming conventions, extending fpkit components with custom behavior, or ensuring accessibility compliance in fpkit-based applications. Use when the user needs help with component composition patterns, CSS customization, or accessibility testing. Not for developing the @fpkit/acss library itself.

Collect posts and comments from Twitter/X around specific topics, organize netizen opinions and add host commentary, and generate narration scripts.

Expert on SpecWeave framework structure, rules, and spec-driven development conventions. Use when learning SpecWeave best practices, understanding increment lifecycle, or configuring hooks. Covers source-of-truth discipline, tasks.md/spec.md formats, living docs sync, and file organization patterns.

Generate API documentation, user guides, and technical documentation for Frappe apps. Use when documenting APIs, creating user guides, or generating OpenAPI specs.

Generate integration tests for multi-DocType workflows in Frappe. Use when testing end-to-end workflows, state transitions, or complex business processes.

Generate comprehensive unit tests for Frappe DocTypes, controllers, and API methods. Use when creating test files, writing test cases, or setting up test infrastructure for Frappe/ERPNext applications.

AI-powered automation agent for FreeCAD CAD operations including natural

Expert in Static Site Generation (SSG) using Gravito Freeze. Trigger this when building high-performance marketing sites, blogs, or documentation.

FreqAI self-adaptive ML retraining framework. Auto-retrains models on fresh data, prevents overfitting, adapts to regime changes. Built on FreqTrade.

'Test Orient from a clean clone to validate the full development setup and test suite'

DOM Testing Library patterns for behavior-driven UI testing. Framework-agnostic patterns for testing user interfaces. Use when testing any front-end application.

Analyze React/Next.js components to extract typography, colors, layout, fonts, spacing systems, and design tokens. Identifies accessibility issues, responsive breakpoints, and component hierarchies.

Analyzes and maps frontend API calls to backend endpoints. Detects missing endpoints, unused endpoints, and integration gaps. Optional: trace complete data flows to database and design tokens. Related: api-contract-validator for detailed type analysis.

Autonomously debug frontend issues through empirical browser observation using Chrome DevTools MCP. This skill should be used when debugging UI/UX issues, visual bugs, interaction failures, console errors, or network problems in web applications. Provides systematic 6-phase debugging workflow with GitHub integration, automated verification, and knowledge retention.

Create distinctive, production-grade React/TypeScript frontends with exceptional design quality

Build React components, implement responsive layouts, and handle