AI & ML

bookforge-ai Bundle

Select the right web presentation pattern combination for any server-side web layer under design or refactor. Covers MVC (Model View Controller) decomposition, all three view patterns (Template View, Transform View, Two Step View), all three controller patterns (Page Controller, Front Controller, Application Controller), and when to layer Application Controller above the others for wizard or state-machine flows. Use when designing a new web layer, refactoring a tangled web controller, diagnosing fat controller or Template View scriptlet anti-patterns, mapping legacy JSP/ERB/ASP patterns to modern equivalents (Spring DispatcherServlet = Front Controller, Rails Router = Front Controller, JSP/ERB/Jinja = Template View), or deciding whether a wizard flow needs an Application Controller above a Front Controller. Applies to any language/framework: Java Spring MVC, Ruby on Rails, Python Django/Flask, ASP.NET Core, Node.js Express, PHP Laravel. Produces a web presentation design record with pattern selections, anti-p

magnus919 Bundle

Model and analyze Semantic Spacetime (SST) graphs, distances, trajectories, drift, and model files. Do not use this skill for promise-theory vocabulary and fundamentals without SST modeling; use `promise-theory` for the substrate concepts.

magnus919 Bundle

Discover your actual workflow through conversation or observation, then generate a tailored skills bundle that encodes it as loadable agent skills with trigger conditions. Use when you want to understand your own process, formalize it, or share it with collaborators. Also use when a session feels aimless — this skill gives it structure. Do not use this skill for unrelated requests; route to the nearest named specialist.

bookforge-ai Bundle

Select the right enterprise application architecture patterns for every layer of your system using Fowler's PEAA decision framework. Use this skill when designing or refactoring an enterprise app and asking: which domain-logic pattern should I use (Transaction Script, Domain Model, Table Module)? Which persistence pattern fits my stack (Active Record, Data Mapper, Table Data Gateway, Row Data Gateway)? Which web-presentation pattern applies (Front Controller, Page Controller, Template View)? How do I combine these into a coherent full-stack architecture? Triggers include: 'help me choose architecture patterns', 'which Fowler pattern for my app', 'enterprise application architecture', 'PEAA pattern selection', 'layer pattern selection', 'domain logic pattern vs persistence pattern', 'refactor enterprise app to patterns', 'how to structure a Spring/Django/Rails/ASP.NET app', 'what persistence pattern should I use', 'enterprise architecture decision', 'full-stack pattern stack', 'patterns of enterprise applicati

writer Bundle

Estimates price elasticity of demand for retail/CPG products using historical sales and pricing data to quantify the expected volume impact of price changes. Use when the user wants to understand price sensitivity, model price change scenarios, optimize pricing, or evaluate the revenue/margin trade-off of price adjustments. Triggers on requests about price elasticity, price sensitivity, demand curves, pricing optimization, or price-volume trade-offs.

lonsdale201 Skill

Work with FluentCRM 3.x Companies / account records from companion plugins. Covers the experimental company_module flag, FluentCrmApi('companies'), Company model fields, createOrUpdate, owner_id as Subscriber ID, custom company fields in meta.custom_values, primary company vs many-to-many company membership, attachContactsByIds / detachContactsByIds, company hooks, and company-aware contact filters. Use when a plugin must sync organizations/accounts, attach contacts to companies, read company segments, add automation company actions, or audit code touching fc_companies, company_id, attachCompanies, or fluent_crm/company_ hooks.

lonsdale201 Skill

Reference for the LW Site Manager plugin (lwplugins/ lw-site-manager) — a WP 6.9+ Abilities-API-native exposure layer that registers 120+ machine-callable abilities under the site-manager/* namespace for AI agents (Claude, ChatGPT, MCP clients) to discover and invoke. Covers updates / plugins / themes / posts / pages / comments / media / users / taxonomies / settings / backups / health / database / cache / WooCommerce. Calling pattern — REST run endpoint is /wp-json/wp-abilities/v1/abilities/{namespace}/{ability}/run with Application Password Basic auth. Important — this is NOT MainWP; the surface and security model are different (per-ability cap-checks via PermissionManager, not a single dashboard token). Header requires PHP 8.2 (not 8.1 as some docs say). Use when calling the plugin's abilities, advising on AI agent integration, or before extending the plugin (see lw-site-manager-extend-abilities). Triggers on site-manager/, lw-site-manager, wp-abilities/v1, AI agent + WP.

magnus919 Bundle

Define knowledge bundles with Google's Open Knowledge Format (OKF) v0.1. Use when the user mentions OKF, Open Knowledge Format, Google's knowledge format, LLM wiki bundles, agent knowledge packs, creating OKF bundles, validating OKF documents, or converting knowledge into the OKF standard. Do not use this skill for unrelated requests; route to the nearest named specialist.

magnus919 Bundle

Use when deciding whether an AI-enabled workflow should be adopted, scaled, constrained, redesigned, or retired, and the decision must connect business outcomes, worker or user effects, quality guardrails, full operating cost, telemetry, uncertainty, and accountable governance. Do not use for a standalone financial model, infrastructure cost calculation, agent evaluation design, runtime operations, or general AI governance; route those details to the neighboring specialist skills.

prorise-cool Skill

Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments. Ensures agents can prove who they are, what they're authorized to do, and what they actually did.

magnus919 Bundle

Use when analyzing, selecting, validating, or communicating models for insurance, actuarial, financial-risk, or other consequential uncertain outcomes. Covers regression, generalized linear models, frequency-severity, panel and longitudinal data, survival, time series, credibility, reserving, tail risk, calibration, and model governance. Do not use for generic software forecasting, ordinary SaaS financial models, or credentialed actuarial, investment, legal, or regulatory advice without the relevant specialist review.

magnus919 Bundle

Create and review technical documentation, including READMEs, agent-facing instructions, API references, and CLI help. Use when documentation must help someone complete real work. Do not use for marketing copy, brand messaging, or long-form editorial content.

prorise-cool Skill

Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for "who is this entity?" - deterministically, even under concurrent writes.

prorise-cool Bundle

Universal skill diagnosis and optimization tool. Detect and fix skill execution issues including context explosion, long-tail forgetting, data flow disruption, and agent coordination failures. Supports Gemini CLI for deep analysis. Triggers on "skill tuning", "tune skill", "skill diagnosis", "optimize skill", "skill debug".

prorise-cool Skill

Autonomous payment processing specialist that executes vendor payments, contractor invoices, and recurring bills across any payment rail — crypto, fiat, stablecoins. Integrates with AI agent workflows via tool calls.

writer Bundle

Interpret and explain fraud detection signals, model outputs, and suspicious patterns across payment, identity, and account fraud typologies. Use when analyzing fraud alerts, explaining model scores, investigating fraud rings, or documenting fraud case findings for consumer and commercial banking.

writer Bundle

Explain readmission risk drivers using LACE index scoring, clinical and social determinant analysis, and targeted intervention recommendations. Use when assessing 30-day readmission risk, explaining readmission prediction model outputs, designing readmission reduction interventions, or reporting on Hospital Readmissions Reduction Program metrics.

magnus919 Bundle

Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback. Do not use for building agents, designing evals, or general release, SRE, security, or platform engineering — those methods stay with their specialist skills.

magnus919 Bundle

Use when designing or implementing software securely: define security requirements, threat-model a feature, choose secure defaults, design authentication and authorization, handle untrusted data and secrets, evaluate dependencies, design multi-tenant trust boundaries, or review security-sensitive changes. Use for prevention during requirements, design, implementation, and review; not for post-build security assessments or scanning an existing codebase.

lonsdale201 Skill

Expose, scope, or secure WP Rocket settings for AI / MCP clients — new in 3.23. Two layers — WP Abilities API abilities (wp-rocket/get-options readonly, wp-rocket/set-option destructive, category wp-rocket-options, cap rocket_manage_options) and a built-in MCP OAuth 2.1 server at /wp-json/mcp/mcp-oauth-server (/oauth/*, /.well-known) with trusted publisher Claude (claude.ai). Critical — abilities default ON (rocket_enable_abilities), the OAuth server defaults OFF (rocket_mcp_oauth_server_enabled), and both need the WP Abilities API + wordpress/mcp-adapter or nothing registers. Scope what AI may read / write via rocket_mcp_options_allowlist (an additive allowlist); add clients via rocket_mcp_trusted_publishers. Filters are typed (wpm_apply_filters_typed) — return exact bool / array. Use when exposing WP Rocket settings to an MCP client, scoping the allowlist, or reviewing AI-facing code. Triggers on rocket_mcp_, rocket_enable_abilities, wp-rocket/get-options, wp-rocket/set-option, "/oauth/" MCP server.

lonsdale201 Skill

How to read submitted JetFormBuilder form data from a custom action, transform it (including %macro% replacement of admin-typed templates), call an external HTTP API, write the response back into the form context for downstream actions to use, and dispatch JFB events based on the API outcome. Use when building a custom action that integrates with a third-party service (LLM call, webhook, CRM, payment processor, geolocation lookup) and needs the action to behave as a node in a data-flow graph rather than a one-shot leaf. Triggers on mentions of "jet_fb_context", "update_request", "has_field", "get_value", "wp_remote_post" with form data, "macro replacement", or "API call from action".

writer Bundle

Generate incident postmortem reviews for financial institution operational events. Use when conducting root cause analysis, documenting operational incidents, preparing lessons-learned reports, assessing control failures, or creating management and board-ready incident reviews aligned with OCC Heightened Standards, FFIEC guidance, and the Three Lines of Defense model.

magnus919 Bundle

Design, run, review, or release framework- and vendor-neutral evaluations and observability for AI agents. Use when defining agent evals, datasets, graders, trajectory review, regression analysis, release gates, production traces, or privacy-aware telemetry. Covers task and trajectory contracts, statistical comparisons, and incident-to-case learning; route framework implementation to pydanticai or langgraph when needed. Do not use this skill for unrelated requests; route to the nearest named specialist.

lonsdale201 Bundle

Registers or audits a custom JetEngine Query Builder type with paired runtime and editor classes. Covers all six Base_Query abstract methods including set_filtered_prop, setup_query dynamic/macro merging, pagination, automatic item caching and explicit count caching, filtering, REST endpoint exposure, editor assets, and optional MCP argument conversion. Use for custom tables, HPOS-like repositories, external APIs, or bugs involving stale cache, broken filters, missing editor controls, empty MCP-created queries, or pagination.

magnus919 Bundle

Design and review end-to-end multi-tenant SaaS architectures: tenant and subscription semantics, control and application planes, pooled or isolated tenancy, onboarding, entitlements, metering, billing handoffs, lifecycle, partitioning, and tenant-aware operations. Use when a subscription product needs a coherent tenant model and architecture decision across these seams. Do not use for threat modeling or isolation controls, API contract semantics, data-platform design, backend implementation, migration execution, privacy compliance artifacts, capacity evidence, financial modeling, or infrastructure operations; route those to the named specialist owners.

prorise-cool Skill

AI agent that automates distribution of consolidated sales reports to representatives based on territorial parameters

prorise-cool Bundle

创建高质量 MCP（模型上下文协议）服务器的指南，使 LLM 能够通过精心设计的工具与外部服务交互。在构建 MCP 服务器以集成外部 API 或服务时使用，无论是 Python (FastMCP) 还是 Node/TypeScript (MCP SDK)。

magnus919 Bundle

Render accumulated workflow state from memory into a valid Agent Skills bundle directory for workflow-architect, with sub-skills, manifest, decision map, and optional kanban board. Loaded after the interviewer or observer achieves convergence.

manastalukdar Skill

Investigate LLM output quality issues — trace hallucination root causes across context, retrieval, prompts, tool use, and workflow design

manastalukdar Skill

Multi-agent code analysis covering security, performance, quality, and architecture

lonsdale201 Skill

Let an Elementor control (in a Dynamic Tag or a widget) pick one item from a large dataset — products, posts, terms, users — without freezing the editor. A plain Controls_Manager::SELECT2 with options preloaded upfront (e.g. all 20k products) hangs the panel; the fix is Elementor Pro's AJAX query control — 'type' => QueryControlModule::QUERY_CONTROL_ID with an 'autocomplete' => [ 'object' => QUERY_OBJECT_POST|TAX|AUTHOR|USER|ATTACHMENT, 'query' => [...], 'display' => 'minimal'|'detailed' ] config. It is search-scoped server-side (no query runs until the user types), so catalog size is irrelevant. The query control is Pro-only, so feature-detect class_exists( QueryControlModule::class ) and degrade to a manual ID Controls_Manager::TEXT field when Pro is absent. Use when a tag/widget setting must reference a specific post/product, on large stores, or when the editor freezes opening a SELECT2.

lonsdale201 Bundle

Designs and audits third-party FluentCart extensions against the real 1.6.0 bootstrap, hybrid WordPress-post/custom-table data model, monetary units, Free/Pro boundary, and public helper APIs. Use when starting a FluentCart addon, choosing between hooks, models, Resource APIs, REST, or direct WordPress APIs, checking fluentcart_loaded or fluent_cart/init timing, diagnosing missing classes, or reviewing code that reads or writes fct_* commerce records.

gabeujin Skill

Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimizer pipelines for quality-critical generation - Creating test-driven code refinement workflows - Designing rubric-based or LLM-as-judge evaluation systems - Adding iterative improvement to agent outputs (code, reports, analysis) - Measuring and improving agent response quality

gabeujin Skill

Maintain domain-specific timeline, entity, release, and version views so operators can understand work across software, narrative, and knowledge domains.

gabeujin Skill

Analyze session memories, work logs, governance traces, and repeated user requests to identify stable recurring workflows. Use when a harness workspace should turn repeated work into a reusable skill, agent, checklist, or governance playbook without overfitting to one session.

lonsdale201 Bundle

WooCommerce Subscriptions data model, switching, and gifting reference for order/product types, schedule and relation storage, switch cart/order payloads, proration hooks, recipient data, and WCS 9.0 APFS plan markers. Use for shop_subscription, _schedule_next_payment, _subscription_switch_data, subscription_switch, _switched_subscription_item_id, wcsg_gift_recipients_email, _recipient_user, _wcsatt_schemes, or _wcsatt_scheme.