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End-to-end playbook for creating a new NV oOS Pro toolkit under addons/pro/includes/tools/<toolkit> — folder layout, service layer, tool class conventions (canonical envelope, two-gate sanitisation, capability flags), ALL eleven registration surfaces (Pro module registry loader, central registry, admin Tools section + Features subtab, admin settings page/side menu, settings status map, both WP-CLI commands, schedule presets, workflow presets, SA Toolkit Manager, coverage manifests), fixture/oracle testing with a standalone smoke harness, and the phpcs gotcha checklist. Use when asked to build a new Pro toolkit, add a toolkit to the plugin, scaffold toolkit tools, register toolkit presets/toggles, or debug why a new toolkit's tools, toggle, or admin menu don't appear. First case study: food-beverage (F&B Management, 21 tools, 2026-10-08, 20/20 Check-totals oracle verified). Complements mcp-ai-wpoos-toolkit-audit (hardening existing toolkits) and mcp-ai-wpoos-test-suite (repair).

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Connect json-render to Redux or Redux Toolkit so UI state reads and writes use a Redux store. The skill explains how to select the relevant state and dispatch actions that replace it when updates occur.

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• Connecting json-render to an existing Redux store
• Using a Redux Toolkit slice for UI state
• Configuring state selection and update actions

Choose and implement ways to manage data in React apps, from values held by individual components to shared data and cached server responses. Covers Redux Toolkit, Zustand, Jotai, and React Query, including migration from legacy Redux.

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• Choosing a library for shared application data
• Managing fetched data and caching
• Migrating legacy Redux code to Redux Toolkit

Build and review ViewModels, objects that manage screen state and actions, with CommunityToolkit.Mvvm. Use attributes to generate change notifications and commands, add input validation, and handle asynchronous operations, cancellation, and command availability.

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• Add properties that notify the screen when values change
• Create asynchronous commands with cancellation
• Validate registration forms and settings

Per-toolkit hardening audit loop for NV oOS Pro tools. Systematically scans each addons/pro/includes/tools/<toolkit> (and its plugins/nvoos-content-graph-pro mirror) for the recurring production failure classes — unguarded shell calls that fatal on exec-disabled hosts, calls to nonexistent client methods, string-assuming parsing of provider responses that may be arrays, provider enum/service mismatches, metric/source column drift that silently returns 0, secondary-table denominator gaps, the Chart.js fixed-height loop, misleading native-source errors, and silent import truncation that reports partial writes as success — then fixes, tests (Docker PHPUnit), and validates (phpcs both standards) before moving to the next toolkit. Use when asked to audit a toolkit, review the X tools for similar issues, do the same for the other toolkits, or continue the toolkit audit loop. The first case study (document-generation) found 3 fatal bugs + 1 broken regex; the food-beverage pass added classes 5–9.

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Connect CommunityToolkit.Mvvm ViewModels to Microsoft.Extensions.DependencyInjection, which supplies their required services. Get guidance on startup setup, instance lifetimes, messaging, view integration, and replacing dependencies in tests across supported .NET user interface frameworks.

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• Set up dependency injection in a new XAML app
• Choose shared or per-page service instances
• Diagnose missing service registration errors

Connect ViewModels, objects that manage screen state and actions, through messages without direct references. The skill covers event broadcasts, requests for values, window-specific channels, and recipient registration and cleanup using CommunityToolkit.Mvvm.

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• Share login or theme changes across ViewModels
• Request values from another ViewModel
• Keep messages within a specific window

Rework an existing NV oOS Pro toolkit from a single-tenant demo into a universal product — currency-neutral schema with legacy aliases, a Tenant Profile + token renderer shared across the two assistant-delivery surfaces (packs via Portability vs blueprints via Blueprint Installer), demo-mode inversion, a universal single-folder ingestor (header-alias dictionary + dry_run + JSON), report export to CSV/PDF (DomPDF vs html_to_pdf choice), the add-a-tool drift checklist (TOOLS_LIST, coverage manifest, admin tool list, presets), and the re-seed-on-settings-save gotcha. Use when asked to 'universalise', 'de-demo', 'multi-tenant', 're-tenant', 'remove LKR/Surf Club', 'point the toolkit at a single Drive folder', 'export reports as CSV/PDF', or 'avoid re-installing assistants on save'. First case study: food-beverage (F&B Management, 2026-10-16). Complements mcp-ai-wpoos-toolkit-creation (build new) and mcp-ai-wpoos-toolkit-audit (harden existing).

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Automate supported Amazon operations through Rube MCP, a connection for agent tools. Search for available actions and their required inputs, verify the Amazon connection, and execute individual or bulk tasks using the discovered tools.

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• Discovering operations supported by the Amazon toolkit
• Checking the Amazon connection before running tasks
• Running supported Amazon operations in bulk

Create, design, and validate agents for Microsoft 365 Copilot. The skill guides JSON configuration or TypeSpec definitions, a typed alternative, alongside local testing, enterprise requirements, and deployment planning with Microsoft 365 Agents Toolkit.

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• Build a prototype agent for Microsoft 365 Copilot
• Plan enterprise features and multilingual support
• Validate an existing agent's configuration

Implement or change behavior in Composio’s TypeScript SDK, the library used to integrate Composio into applications. Covers tools, sessions, authentication settings, connected accounts, and generated interfaces in @composio/core and shared TypeScript packages.

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• Change tool or toolkit behavior
• Implement session or authentication changes
• Update connected account handling

Design, implement, and review Composio CLI commands, including user interactions, output, errors, and configuration. It guides command wiring and service changes using Effect and effect/cli, with references for implementation patterns.

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• Designing CLI command behavior and output
• Implementing command wiring with Effect
• Reviewing configuration and error handling

Use prebuilt Zoom Video SDK interfaces to add video sessions to web applications. This reference covers framework integration, server-generated authentication tokens, chat and screen sharing settings, session cleanup, and troubleshooting for common installation and connection issues.

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• Adding a prebuilt video interface to a React or Next.js application
• Configuring chat and screen sharing for video sessions
• Implementing server-side authentication token generation

Automate supported Amazon operations through Rube MCP, a connection for agent tools. Search for available actions and their required inputs, verify the Amazon connection, and execute individual or bulk tasks using the discovered tools.

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• Discovering operations supported by the Amazon toolkit
• Checking the Amazon connection before running tasks
• Running supported Amazon operations in bulk

Install or update the M365 Agents Toolkit (ATK) CLI and VS Code extension. Triggers: "install atk", "update atk", "install agents toolkit", "update agents toolkit", "install the toolkit", "setup atk", "get atk", "install atk cli", "install atk extension", "install atk vsix", "update the vs code extension", "install latest atk", "upgrade atk"

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Generate Unity 6+ UI Toolkit Runtime Data Binding code using MVVM pattern with [CreateProperty], DataBinding, and PropertyPath. Use when creating UI screens, HUDs, menus, inventories, settings panels, or any data-bound UI elements with UI Toolkit. Triggers on requests like "create a health bar", "build the HUD", "make a settings screen", "bind data to UI", "create an inventory UI", "add a pause menu", "show player stats on screen", "build a shop UI", "create a dialogue box", or any task involving runtime UI layout, styling, or data display. Also use when the user mentions UXML, USS, ViewModel, or UI bindings. Only activates when ProjectConfig.yaml -> ui_system is "UIToolkit" or "Mixed". Requires Unity 6.0+.

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Aggregate and analyze customer feedback from [Delighted](https://composio.dev/toolkits/delighted), [GatherUp](https://composio.dev/toolkits/gatherup), [Gleap](https://composio.dev/toolkits/gleap), or [Simplesat](https://composio.dev/toolkits/simplesat)

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Turn a written brief into an explainer video by generating narration, images, music, and optional talking presenters. Assemble scenes with Remotion, adjust their timing to the generated audio, review still frames, and render an MP4.

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• Creating a narrated product introduction
• Turning a sprint review into a video
• Adding an animated presenter to a scene

Implement or modify Composio's Python SDK, the code used to integrate its features into Python applications. Covers tools, sessions, authentication settings, connected accounts, client integration, and shared models under python/composio.

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• Implement or modify Python tools and toolkits
• Update session and authentication behavior
• Revise client integration and shared Python models

Plan controlled failure experiments to uncover system weaknesses. Define normal operating metrics, estimate affected users and reliability risk, set abort and recovery conditions, and turn experiment results into a structured review with follow-up actions.

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• Designing a controlled failure experiment
• Estimating affected users and reliability risk
• Planning a team failure response exercise

Build Lightweight Charts™ plugins that add custom chart types, annotations, or overlays. The skill guides plugin selection, project setup, implementation with official helpers, testing of drawing and interactions, and preparation for publishing.

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• Add a custom chart type
• Draw annotations or watermarks on a chart
• Investigate drawing or hover issues

Use this skill when writing analytical SQL over time-series data with the TimescaleDB Toolkit (timescaledb_toolkit extension) hyperfunctions: approximate percentiles, statistical summaries, time-weighted averages, counter/gauge rates, uptime/heartbeat tracking, state durations, OHLC candlesticks, approximate distinct counts, top-N, and downsampling. **Trigger when user asks to:** - Compute percentiles/medians/p95/p99 over large or rolled-up time-series data - Compute rates or deltas from monotonic counters (Prometheus-style) or gauges - Compute time-weighted averages or integrals over irregularly sampled data - Track uptime/downtime from heartbeats, or time spent in each state - Build OHLC/candlestick or VWAP data for financial ticks - Store re-aggregatable summaries in continuous aggregates (two-step aggregation, rollup) - Approximate COUNT DISTINCT, find top-N / most frequent values, or downsample for charts **Keywords:** timescaledb_toolkit, hyperfunctions, percentile_agg, uddsketch, tdigest, approx_percentile, stats_agg, time_weight, counter_agg, gauge_agg, heartbeat_agg, state_agg, candlestick_agg, hyperloglog, approx_count_distinct, min_n, max_n, mcv_agg, lttb, asap_smooth, rollup, two-step aggregation

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Train a character/identity LoRA locally on FLUX.1-dev via the comfyui-mcp train_* tools (GPU Docker + ostris ai-toolkit). Use when the user wants to train a LoRA of a person/character from their photos on the local GPU. Covers dataset prep, launch, monitoring, and using the result in ComfyUI. For WAN/Z-Image training via the ai-toolkit UI see ai-toolkit-trainer.

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Implement the Model-View-ViewModel pattern in .NET applications with proper separation of concerns, data binding, commands, and testable ViewModels using MVVM Toolkit. USE FOR: implementing UI separation with Model-View-ViewModel; using MVVM Toolkit (CommunityToolkit.Mvvm) for ViewModels; designing testable UI architecture. DO NOT USE FOR: unrelated stacks; generic tasks that do not need this specific guidance. INVOKES: inspect the repository context, edit targeted files, and run relevant build, test, lint, or validation commands when changes are made.

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