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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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Open-format data ingestion for NV oOS Pro toolkits — the reusable pattern behind the F&B data-ingestion track (Proposal 078). Covers structural (header) matching over filename mapping, the configurable table_map + header-matcher + name-guess resolution order and the slug-first regression, the multi-format loader (CSV/TSV/JSON/JSONL/XLSX/ODS/PDF/photo), the Observation + terminology-map layer (vitals/FHIR analogue) with raw preservation, dedupe/retention/out-of-band banding, complete-by-default/resumable (offset) imports, and the read-only ingest-review dashboard anatomy (edit_posts review vs manage_options write, dry-run-first). Use when adding or extending data ingestion to a toolkit, ingesting heterogeneous owner files, wiring XLSX/PDF/photo imports, building an ingest/review dashboard, or debugging partial/truncated imports.

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Analyze GTmetrix (and PageSpeed) reports for WordPress sites and produce a prioritized optimization plan, a custom WPCode-ready PHP optimization snippet, and a self-contained HTML summary report. Covers PDF report extraction with pypdf, live-page cross-referencing, WordPress-specific fix mapping (Elementor, WooCommerce, Breeze, reCAPTCHA, Google-tag duplication, WebP conversion), and staging-test discipline. Use when asked to review GTmetrix reports, optimize page speed or Core Web Vitals, create a custom performance optimization snippet, or produce an optimization report for a WordPress site.

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Operational guide for the NV oOS Dictation desktop companion app (Tauri v2 + Rust, examples/nvoos-dictate) — build/run on Windows/MSVC, the local-first engine track (parakeet/whisper/fastconformer/moonshine/silero-vad), the embedded remote-STT fallback, the Stage-2 polish provider track (disabled/openai_compat/nvoos plus local LM Studio and Ollama), the file/media decode seam (Symphonia 0.5), the live camera + local object-detection/tracking track (Proposals 073 + 075) with an opt-in VLM label-polish layer (Proposal 076), the CDP browser-control agent (feature agent) + FastConformer engine + NV oOS multi-SPA hub, model registry + verification harnesses, the plugins.updater boot-crash config rule, and the full test/clippy gate matrix. Use when building, extending, or debugging the dictation app, adding an engine/model, a polish provider, the browser agent, file/video transcription, camera/vision detection, or VLM relabeling.

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Manage AI assistant configurations and peer-to-peer mesh network connections in the NV oOS Pro Toolkit. Covers assistant creation, model configuration, provider setup, peer discovery, mesh networking, and cross-assistant communication. Use when creating or editing AI assistants, configuring model providers, setting up peer connections, managing mesh network topology, or debugging assistant behavior.

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Author and validate nvoos-chart fenced-JSON chart blocks for NV oOS chat surfaces — 29 chart types across distribution, part-to-whole, ranking, change, special and grid families. Covers type selection, the v2 schema (values/series/data.items, mode, sort, direction, unit, animate, table, target), data-shape rules, the create_chart_fence server validator, the a11y checklist, and copy-paste JSON templates. Use when writing chart fences in assistant responses, choosing a chart type for data, validating chart JSON, or deciding between nvoos-chart, create_chart, generate_chart and generate_mermaid.

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Operational guide for the ArtCraft MCP integration — the community Python rebuild (C:\Users\rasta\artcraft-mcp-py\artcraft_mcp_server.py) that replaces the broken upstream artcraft-mcp.exe, the live api.storyteller.ai/v1 API map (required headers, cookie auth, endpoint schemas), the upstream bug/PR trail (issues #1/#3, PR #2), the reverse-engineering playbook (browser capture, cookie injection, schema fishing via validation errors, handshake replay, Windows MITM kit), and the generic MCP-protocol debugging playbook (snake_case servers, the shim pattern, 'missing field protocolVersion' diagnosis). Use when working on ArtCraft MCP tools, debugging an artcraft server connection, extending the Python rebuild, or diagnosing any third-party MCP handshake failure.

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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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Operational guide for the NV oOS Model Foundry (Proposal 067) — the cluster fine-tuning flywheel. Phase 1 shipped: the Corpus Foundry (Pro addon, addons/pro/includes/model-foundry/) — consent-gated, deduplicated, PII-scrubbed corpus exporters (trajectory_v1, preference_v1, docs_v1) with deterministic holdout splits and R12 provenance manifests. Covers the governance contract, row schemas, output layout, filter seams, the registration pattern for foundry tool slices, how to add a new exporter, and the test/validation gates. Use when extending the Corpus Foundry, debugging corpus exports, wiring a new data source, or continuing Phases 2–6 (train-worker, registry/serving, eval gate, fleet sharing).

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Operational guide for integrating the NV oOS Complete purchase flow (vendor checkout API client) into standalone WordPress plugins — docs-hub 0.5.3 (stack added in PR #6963, shipped 0.5.2 → 0.5.3) and nvoos-content-graph 1.0.10 (live). Covers the vendor API contract (session/verify/health, nvoos-oos-complete product, 424/502 error passthrough), the five-class client stack (config, vendor client, license store, installer, REST controller), the purchase-modal JS/CSS port recipe (class-prefix rename, keep-the-JS-identical trick), wp.org commerce compliance (External Services disclosure, WPORG-REVIEW-COMMERCE-NOTES.md, js.stripe.com service exception), and the checkout test conventions (direct controller calls, pi_ fixture rules, zero-HTTP assertions). Use when adding the Get NV oOS Complete upsell/checkout to a plugin, porting the commerce stack to a new standalone plugin, extending the purchase flow, or debugging a checkout integration.

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UI stack, build, and test conventions for NV oOS React SPA addons (toolkit-shell, chat-spa, schedule-anything-spa, saas-controller) — three sanctioned build patterns plus the standalone Pro SPA Vite app (examples/nvoos-pro-spa-vite), dual-React guard, headless component rules, NDS tokens, Tailwind v4, @xyflow/react v12, vitest/jsdom gotchas, the full-JS-rebuild map, and the TS-shadows-JS webpack gotcha. Use when building or modifying SPA addon UI, writing SPA JS tests, upgrading SPA deps, or rebuilding JS for packaging.

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Operational guide for the NV oOS Content Graph ↔ Pro SPA surface — the

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Operate NV oOS WordPress sites through the NV oOS MCP Gateway — namespaced tools, key scoping, background research, and health checks. Use when working with tools prefixed <site-slug>.<tool> or when asked about the gateway.

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Agentic design-to-build pipeline that turns a Figma design into a built WordPress site using the Figma MCP server (read side) and the Elementor MCP server (write side) attached as MCP Apps on an NV oOS assistant. Covers the 7-stage pipeline (Scope → Read → Plan → Tokenize → Build → Verify → Handoff), the normative stage rules (get_design_context first, tokenize before build, drafts only, never publish, Figma read-only), the build-manifest contract (schema + example in reference/build-manifest.md), the design-file contract (frame/section/variable naming in reference/design-file-contract.md), assistant wiring (figma + elementor MCP Apps, OAuth + application passwords, host allowlist), safety rules, and troubleshooting. Use when asked to build or create a site, page, or landing page from a Figma design, to wire Figma MCP or Elementor MCP for design-to-build work, to approve or produce a build manifest, or to debug a failed design-to-build run.

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Operational guide for the NV oOS assistant export/import track — the canonical nvoos-assistant bundle format (v1), the shared portability engine, its five surfaces (WP-CLI, REST, admin UI, AI tools, backup provider), the Pro blueprint exporter, credential-redaction rules, legacy/blueprint import compatibility, test conventions, and the Content Graph port checklist. Use when extending or debugging assistant export/import, adding a surface, changing the bundle schema, fixing round-trip fidelity, or continuing the portability track ("continue the portability plan", "add assistant export to X").

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Design and execute DAG-based automation workflows using the NV oOS Pro Workflow Builder — a ReactFlow visual builder for chaining tool calls, agent runs, and actions into repeatable pipelines. Covers the visual builder UI, 9 preset categories, 10 node types, Kahn's algorithm execution engine, scheduling via Pro Schedule Manager, template variable syntax, and best practices. Use when designing workflows, debugging DAG execution failures, choosing between a workflow schedule and raw tool chaining, or building CRM/PM automation pipelines with toolkit_cpt nodes.

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Safely integrate with WooCommerce Subscriptions renewal, next-payment scheduling, Action Scheduler events, and retry flow. Shows when to use WC_Subscription::update_dates, update_status, wcs_create_renewal_order, wcs_renewal_order_created, woocommerce_scheduled_subscription_payment, woocommerce_scheduled_subscription_payment_{gateway_id}, woocommerce_subscription_renewal_payment_complete, and payment retry hooks. Use when changing next payment dates, forcing/rescheduling renewals, reacting to failed renewals, building gateway recurring charge logic, or debugging missing/duplicate renewal orders.

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Programmatically clear WP Rocket cache from a third-party plugin / theme when data changes — the public rocket_clean_* function family (rocket_clean_post, rocket_clean_files, rocket_clean_term, rocket_clean_user, rocket_clean_home, rocket_clean_minify, rocket_clean_cache_busting, rocket_clean_domain, rocket_clean_cache_dir). Critical detection rule — WP Rocket is a PAID plugin not on Packagist; always feature-detect via function_exists('rocket_clean_post') OR defined('WP_ROCKET_VERSION') before calling, since not every site has it. Never raw-unlink the cache directory or call wp_cache_flush() expecting it to clear WP Rocket — wp_cache_flush is WP object cache, WP Rocket is FILE cache. The before_*_clean_* / after_*_clean_* action lifecycle hooks fire around every clean — useful for audit logging, monitoring, custom invalidation chains. Use when integrating cache invalidation in a companion plugin, WC integration, custom data plugin. Triggers on rocket_clean_, before_rocket_clean, af...

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Provision a client-brand AI assistant in the NV oOS Pro Toolkit — brand intake, system-prompt authoring, tool selection, an idempotent provisioning script, credentials, and end-to-end verification. Use when creating a brand manager or social media assistant for a client brand (e.g. Aerlinn), onboarding a new brand into the Design Stack, replicating an existing brand assistant, or updating a brand assistant's prompt, tools, or campaign copy.

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Mutate WooCommerce variation prices via filters — pick the right layer (woocommerce_product_get_price for simple/non-variation products, woocommerce_product_variation_get_price for variations, the woocommerce_variation_prices_* family for the parent min/max aggregation that feeds the catalog "From X to Y" range), and the critical step of filtering woocommerce_get_variation_prices_hash whenever your price logic depends on context outside the default cache key (user role, custom toggle, time of day) — otherwise one user's filtered price gets cached and served to everyone. Use for role-based pricing, time-based discounts, or "filter variation prices but the min/max range doesn't update" debugging. Triggers on woocommerce_product_get_price, woocommerce_product_variation_get_price, woocommerce_variation_prices_*, woocommerce_get_variation_prices_hash, wc_var_prices.

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WooCommerce Stripe Gateway skill for the fragile My Account payment-methods and add-payment-method flows. Use when editing or replacing Woo account templates, payment-methods.php, form-add-payment-method.php, Stripe card/token UI, saved cards, SetupIntent, Payment Element/UPE, billing details, WC payment tokens, customer account payment-method endpoints, Subscriptions change-payment-method compatibility, or code contains add_payment_method, add-payment-method, form#add_payment_method, payment_method_stripe, wc-stripe-upe-element, wc-stripe-setup-intent, stripe_source, wc_stripe_create_setup_intent, wc_stripe_upe_params, wc-stripe-payment-method, or woocommerce-gateway-stripe.

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WooCommerce Memberships access, restriction, drip-content, product-grant, and member-discount playbook. Use when code checks whether a user can view/purchase content or products, changes scheduled access dates, customizes protected/public content, maps parent or variation products that grant membership access, applies member prices, reads original prices around discounts, or contains wc_memberships_user_can, wc_memberships_access_from_time, wc_memberships_user_has_member_discount, wc_memberships_get_member_product_discount, wc_memberships_get_discounted_price, or member discount badge hooks.

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Builds a WooCommerce-style AJAX product search select (the selectWoo / wooselect dropdown) — class="wc-product-search" + the data-action attribute pointing to woocommerce_json_search_products (products only) or woocommerce_json_search_products_and_variations (products AND variations, often the right choice). Pre-selected items rendered server-side as <option selected> via wc_get_product() + get_formatted_name(); WC's wc-enhanced-select script auto-enqueued on WC admin screens, explicit enqueue required on non-WC pages. Solves the "load 20k products into a select" antipattern AI assistants commonly emit. Use when adding a product picker meta box, a custom WC admin page selector, or any UI where the user must search and pick from many products. Triggers on wc-product-search, woocommerce_json_search_products, woocommerce_json_search_products_and_variations, selectWoo, wc-enhanced-select, "select2 products in WooCommerce", or product-picker meta box scaffolding.

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Register a custom WooCommerce shipping provider — extend AbstractShippingProvider and add it via the woocommerce_fulfillment_shipping_providers filter (WC 10.1+). Distinct from shipping methods (rate at checkout) — a provider is a carrier identity (UPS, FedEx, DHL, your custom carrier) used by the Fulfillments system for tracking URLs, tracking-number pattern detection, country-pair support, and the orders-list filter. Required methods get_key / get_name / get_icon / get_tracking_url, with optional shipping-from / shipping-to / try_parse_tracking_number. Registration accepts class names (resolved via the DI container) or pre-built instances, keyed by get_key. Use when integrating a private carrier, fulfillment service, or any tracking-aware shipping identity. Triggers on AbstractShippingProvider, woocommerce_fulfillment_shipping_providers, FulfillmentUtils::get_shipping_providers, "shipping provider" in WooCommerce context, or carrier tracking integration.

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