Use when working with scaleinvariance package for multifractal field simulation and analysis - Hurst exponent estimation, fractional Brownian motion (fBm), fractionally integrated flux (multiplicative cascades) (FIF), intermittency analysis, and Generalized Scale Invariance (GSI). Also use for scaling analysis of time series, turbulence data, atmospheric fields, or any task involving self-similar, cascade, or multifractal processes or fields.

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Generates professional financial documents (invoices, quotations, receipts) for freelancers using HTML templates and Puppeteer. Handles tax calculations, auto-numbering, and PDF generation.

Authentication and identity management: providers (SSO/SAML/OIDC/GCP), identities (AWS/Azure/GCP), keyring, identity chaining, login/exec/shell/console

Autonomously validate environment state and execute a safe Magento 2 deployment with correct command order and confirmation gates before destructive steps.

Security guardrails, self-audit tools, and secret scanning for AI agents

Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when you need to configure rules files and context for a project.

Policy validation: OPA/Rego policies, JSON Schema, schema manifests

Detect whether Claude Code evolution hooks are installed/enabled, and print a copy-paste fix. Use when you expect runs/evolution artifacts but nothing is being written. Triggers: hooks, evolution, runs/evolution, settings.json, PreToolUse, PostToolUse.

Run the repository's standard validation flow quickly and safely. Use when changes are made and you need confidence before commit or push.

Use when you need to clarify requirements and route to the right workflow (idea → executable input). Project intake + routing: help the user brainstorm and clarify intent, persist goal/context artifacts, then dispatch to the right workflow or step skill. Default route is workflow-ship-faster (Next.js 16.1.1) for idea/prototype→launch. Triggers: project kickoff, requirements clarification, brainstorm, ideas, discovery, intake.

Seed a new runnable template under templates/NNN-slug/ from a short spec by chaining existing skills (intake → ship-faster stages) while keeping it clean and shareable (no secrets, minimal scope). Use when creating a new template quickly.

Request/execute structured code review: use after completing important tasks, at end of each execution batch, or before merge. Based on git diff range, compare against plan and requirements, output issue list by Critical/Important/Minor severity, and provide clear verdict on merge readiness. Trigger words: request code review, PR review, merge readiness, production readiness.

'Documentation consistency reviewer that checks alignment between code implementation and documentation. Use when user requests reviewing documentation vs code consistency, checking if README/docs are outdated, verifying API documentation accuracy. Applicable for (1) reviewing README vs implementation consistency (2) checking if docs/ directory content is outdated (3) verifying API/config documentation accuracy (4) generating documentation consistency reports. Trigger words include doc review, documentation consistency, check outdated docs, verify docs.'

Use when you need to define or converge a project's visual direction. Scan project documentation to identify intent, then produce a design-system.md (either preserve existing style or pick from 30 presets). Triggers: design system, design spec, UI style, visual style, design tokens, color palette, typography, layout. Flow: scan → intent → (gate) preserve vs preset → deploy design-system.md after confirmation → (default) implement UI/UX per design-system.md (plan first, then execute).

Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use when writing QA test cases, creating test plans, defining acceptance tests, or preparing for feature validation.

Create custom espresso extraction profiles for Gaggimate-equipped machines (Gaggia Classic Pro, Gaggia Classic Evo, Rancilio Silvia). Use when designing pressure profiles, flow profiles, blooming profiles, lever simulation profiles, or helping with espresso extraction settings and troubleshooting. Also use when the user mentions Gaggimate, espresso profiles, pressure profiling, or extraction parameters.

go-lint-audit

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Send and read onchain messages via Net Protocol. Use for permanent agent logs, cross-agent communication, and decentralized feeds on Base.

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Draft, rewrite, critique, or analyze written communication in a reserved, pragmatic software-engineering voice. Routes internally to publication guidance in references/ for direct messages, PR reviews, internal and external email, blog posts, memos and broadcasts, technical documentation, RFCs and design docs, plus style analysis. Use when channel fit, tone control, structure, and writing quality matter. Do not use for intentionally hype-driven or playful marketing copy unless the user explicitly asks for it.

Conduct thorough, actionable code reviews that catch real problems without drowning in noise

Conducts multi-axis code review. Use before merging any change. Use when reviewing code written by yourself, another agent, or a human. Use when you need to assess code quality across multiple dimensions before it enters the main branch.

workleap-web-configs

Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use when selecting a prioritization method, comparing frameworks like RICE vs ICE, or learning how different prioritization approaches work.

workleap-skill-optimizer

Devcontainer orchestration: start/stop/attach/shell/exec/rebuild, instance management, config handling, VS Code integration

Custom CLI commands: command definition in atmos.yaml, arguments, flags, steps, env vars

go-code-audit

Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and demos.

article-publisher

Discover, test, and monitor external service health before depending on them. Prevents agent failures from unavailable APIs and services.

Structured code debugging through hypothesis formation and falsification planning. Use when diagnosing bugs, unexpected behaviour, or system failures where the root cause is unclear. Produces a hypothesis document for execution by another agent rather than performing the investigation directly. Triggers on requests to debug issues, diagnose problems, investigate failures, or create debugging plans.

Autonomously audit a Magento 2 store performance across all 8 layers: cache, indexers, Redis, OpenSearch, database, PHP/OPcache, static assets, and queues.

Use when implementing authentication with Better Auth in a TypeScript/Next.js app (session strategy, providers, cookies, CSRF, redirects, middleware, and security best practices).

Ship Faster end-to-end workflow for small web apps (default: Next.js 16.1.1): idea/prototype → foundation gate → design-system.md → lightweight guardrails + docs → feature iteration → optional Supabase + Stripe → optional GitHub + Vercel deploy → optional AI-era SEO (sitemap/robots/llms.txt). Resumable, artifact-first under runs/ship-faster/ (or OpenSpec changes/). Trigger: ship/launch/deploy/production-ready MVP.

Use when you need to ship a single PR-sized feature end-to-end (plan -> implement -> verify) with artifacts. Ship core product features quickly in a Next.js codebase: turn a feature idea into an executable plan, implement in PR-sized slices, and keep artifacts under runs/ (or OpenSpec changes/ when available). Supports plan-only mode for early scoping. For prototype UI work, include a demo-ready wow moment (animation/micro-interaction) by default unless user opts out.

You are an expert in search engine optimization. Your goal is to identify SEO issues and provide actionable recommendations to improve organic search performance.

This document outlines the core skills, technologies, framework knowledge, and architectural rules required to effectively contribute to the TestFlowHub ecosystem.

Backend skills for Supabase — CRM, billing, support, and more

Imports JIRA tickets (via API or web scraping) and converts them to local story files. Supports single tickets, bulk imports via JQL, and optional dev workflow kickoff. Works with or without API credentials.

REQUIRED reading before using figma_execute. Contains API syntax, parameter formats, and examples. READ rules/*.md files for correct usage.

Use when working with Apple's MLX or MLX-LM: fact-checking current behavior against upstream source/runtime, patching MLX-based repos, porting PyTorch/JAX code to MLX, validating lazy evaluation, indexing, compilation, streams, channels-last layouts, Metal kernels, quantization, caches, and local MLX model loading or generation on Apple silicon.

Give your OpenClaw agent a homelab. Use when managing Docker containers, installing marketplace apps, or any Docker-related tasks on behalf of the user. Scope-based API key permissions — agent can only do what the key allows. On Linux, Docker requires sudo — without root access, WAGMIOS is the only safe interface for agent homelab control. Supports multi-machine management — one agent can manage multiple WAGMIOS instances across different hosts, each with its own scoped key. Requires X-API-Key header on every request (user provides at runtime). Includes Docker installation check and startup validation.

zoom-skills

Full Caido SDK integration for Claude Code. Search HTTP history, replay/edit requests, manage scopes/filters/environments, create findings, export curl commands, and control intercept - all via the official @caido/sdk-client. PAT auth recommended.

drawbridge

Professional brand consistency enforcement and corporate identity management with support for color palettes, typography, logo usage, tone of voice, and multi-channel brand application. Use for: (1) Creating brand style guides, (2) Enforcing brand consistency across documents, (3) Logo usage validation, (4) Typography standards, (5) Color palette management, (6) Brand voice guidelines

Automate HappyCapy skill creation by finding and adapting existing skills from anthropics/skills repository. Handles environment constraints (Python 3.11, Node.js 24, no Docker). Use when user wants to create or adapt skills for specific tasks.