Data
Discovery
Automatically discover novel, statistically validated patterns in tabular data. Find insights you'd otherwise miss, far faster and cheaper than doing it your...
Engineering
Cross-Cutting Concerns
Systematic methodology for standardizing cross-cutting concerns (error handling, logging, configuration) through pattern extraction, convention definition, automated enforcement, a…
AI / ML
forge-multi-agent
When to spawn subagents versus work inline with patterns including fan-out, sequential, orchestrator/worker, judge/critic, retry-with-fallback, and pipeline. Covers context budget …
Web
flexcard-design-patterns
Use when designing, building, or reviewing OmniStudio FlexCards — including data source selection, card states, actions, conditional visibility, flyout configuration, and child car…
Research
sociologist-analyst
Analyzes social events and patterns through structures, institutions, stratification, culture, norms, and theoretical lenses including functionalist, conflict, and symbolic interac…
AI / ML
code-and-llm-collaboration
Designs hybrid pipelines blending deterministic code with LLM calls. Catalogs four proven layering patterns—LLM→Code guard, Code filter→LLM, LLM judge + Code enforce, Code orchestr…
General
Coding pattern preferences
– Always prefer simple solutions – Avoid duplication of code whenever possible, which means checking for other areas of the codebase that might already have similar code and functi…
Productivity
break-pattern
Detects repetitive stuckness loops in Ruby development and interrupts them by naming the pattern and suggesting entirely different approaches. Triggers on explicit or implicit sign…
Productivity
agent-prompt-patterns
Production-ready prompt patterns for reliable AI agent behavior, including consumer-first design, deletion testing, cascading validation, advisory tiers, proof-of-work, heartbeat p…
Web
element-plus-patterns
Library of Element Plus component patterns for common UI scenarios: forms, selectors, modals, status displays, async tables, validation, and column rendering. Encodes recommended c…
Engineering
laravel-best-practices
Laravel best practices and architecture patterns for building production-ready applications. Use when writing, reviewing, or refactoring Laravel code to ensure proper patterns for …
Engineering
flow-orchestration-patterns
Covers design patterns for multi-stage, multi-step Flow Orchestrations where steps are autolaunched flows or screen flows. Details stage/step models, interactive vs background step…
Productivity
cs-trick
Capture reusable programming patterns, library usage, and technical techniques into a prescriptive reference library organized by pattern, library, and technique. Activate on phras…
Engineering
gz-pythonic-pattern-apply
Records before/after evidence with mechanical-delta proof when applying a Pythonic pattern rewrite, requiring semantics-pinning tests, TDD GREEN receipt, and non-regressing metrics…
Productivity
hex-reflect
Reviews full session history to extract learnings, spot failure patterns, and generate concrete upgrades. Produces standing orders, learnings entries, skills, and behavioral rules …
Design
unslop-ui
Enforces clean UI/UX patterns when generating frontend code. Avoids repetitive colors, icon-in-rounded-square motifs, emoji overuse, excessive serif fonts, glassmorphism, gratuitou…
Engineering
analyze-patterns
Use this skill when you need to analyze code for design patterns, anti-patterns, naming conventions, and code duplication. This skill excels at identifying architectural patterns, …
Design
design-motion-system
Designs motion systems and vocabularies that translate high-level quality goals into tokens, patterns, and implementation plans across web and native stacks. Routes detailed execut…
Web
nestjs-rules
Procedural rules and patterns for NestJS backend development, including CLI-based component generation, TDD workflows, module structure, Lambda handlers, and configuration standard…
Web
wordpress-block-theme-scaffolder
Generates complete WordPress block theme structures using theme.json v3, block patterns via register_block_pattern(), and template parts. Produces FSE-ready themes with style varia…
Engineering
principle-error-handling
Error handling patterns covering errors as values versus exceptions, classification of transient versus permanent issues, wrapping with context, retry strategies with backoff and j…
Engineering
dev-software-design
Opinionated reference for software design principles and architectural patterns. Use when reviewing code design, planning feature architecture, or discussing trade-offs around SOLI…
Documentation
ddd-patterns-catalog
Catalog of Domain-Driven Design patterns covering strategic elements (bounded contexts, subdomains, context maps) and tactical building blocks (aggregates, entities, value objects,…
AI / ML
agentic-design-patterns
Guides selection and application of agentic design patterns for building, debugging, or reviewing AI agents and multi-step LLM workflows. Maps symptoms to 20 patterns, specifying L…
Engineering
arn-code-swift
Handles quick, lightweight code changes (1-8 files) for small features or fixes when users request swift implementation. Performs architectural review, pattern compliance checks, a…
Engineering
go-foundations
Reference for Go conventions and idioms (Go 1.26+). Covers project taxonomy, layout, modern patterns, testing strategy, dependency selection, logging, and utilities. Load for writi…
Design
smart-layout-aesthetics
Production-tested layout patterns and aesthetic techniques: shadcn commands, floating UI, virtual lists, drag-and-drop, resizable panels, container queries, masonry, micro-details,…
Automation
upgrade-plugin
Upgrade a plugin's skills, hooks, and patterns to align with latest capabilities and best practices. Use when a plugin needs modernization, after platform updates, or when the user…
Engineering
saas-patterns
Provides battle-tested multi-tenant SaaS patterns: tenant isolation, role-based access, invite flows, subscription models, and per-tenant settings. Use when building or extending S…
AI / ML
compound-mind
Distills daily logs into reusable patterns, briefings, and growth metrics while maintaining a searchable experience index. Agents accumulate lasting intelligence across sessions in…
Engineering
cqrs-to-event-sourcing
Explains why CQRS typically requires event sourcing or durable events for reliable command-to-query synchronization, covering read-model updates, polling limits, double commits, an…
Business
ent-customer-discovery
Tracks customer-discovery sprints across multiple interviews, surfaces recurring patterns, scores customer desperation, and flags when interviews have stopped too early or reached …
Engineering
csharp-di
Reviews and teaches dependency injection patterns in C# and .NET, covering service registration, lifetimes, scopes, factories, options patterns, constructor injection, and testabil…
Web
reactor-getting-started
Covers Reactor fundamentals: mental model mapping from React, minimal app structure, hooks, core factories, common pitfalls, and initial project setup. Load this for standard tasks…
Automation
choosing-swarm-patterns
Guides selection of orchestration patterns for coordinating multiple AI agents, covering fan-out, pipeline, hub-spoke, consensus, mesh, handoff, cascade, dag, debate, and hierarchi…
Engineering
service-objects-vs-fat-models
Decides when domain logic belongs in models versus dedicated service objects, Result patterns, or command classes. Activates for refactoring controllers, extracting business rules,…
Engineering
tech-lead
Offers technical implementation guidance for Conductor orchestrator, including approach, dependency choices, and coding patterns. Approves dependencies under size thresholds and es…
Engineering
circuit-breakers-and-retries
Designs resilient distributed systems using circuit breakers, full-jitter exponential backoff retries, retry budgets, deadline propagation, and cascading-failure analysis based on …
Research
external-pattern-integrator
Pulls workflow patterns and best practices from external URLs or files into local skills and agents. Runs a three-phase process of candidate mapping, contextual enhancement, and va…
Productivity
slack-proactive-intervention-patterns
Knowledge base detecting seven intervention opportunity patterns from memory: investigation proposals, scheduling, documentation, draft creation, connection coordination, predictiv…
Productivity
plan-style
Defines planning conventions for pattern surveys, decision escalation, task tracking, skill loading, and finalization. Applies when authoring implementation plans or responding to …
Engineering
reviewing-code
Review code for quality, maintainability, and correctness. Use when reviewing pull requests, evaluating code changes, or providing feedback on implementations. Focuses on API desig…
DevOps
bash-anti-patterns
Detects and prevents risky bash patterns in AI agents: overly complex one-liners, special Unicode in strings, stateful cd commands, quote hygiene issues, and irreversible ops like …
Engineering
redis-cache-strategy
Designs and reviews Redis caching layers: selects patterns (cache-aside, write-through, write-behind), sets TTLs, prevents stampede/penetration/avalanche, handles hot keys, ensures…
Engineering
ts-patterns
Expert TypeScript patterns for strict typing, discriminated unions, branded types, generics, ESM/CJS dual publishing, Promise combinators, AbortController, iterators, and cross-run…
Productivity
memory/insight-distillation
Convert raw notes into reusable frameworks during weekly, monthly, or quarterly reviews. Patterns appearing three or more times become named, documented, and ready-to-apply. Defaul…
Engineering
caching-patterns
Implements caching patterns including Cache-Aside, Write-Through, Write-Behind, TTL design, invalidation, Redis usage, CDN caching, HTTP headers, and stampede prevention. Addresses…
Productivity
legreffier-explore
Systematic diary exploration: uncover tags, entry patterns, coverage gaps, and recurring issues to build reusable recipes. Ideal for onboarding to new journals, pre-consolidation r…
General
additional-information
Injects MagicBlock-specific patterns—delegation flows, Magic Actions, dual-connection architecture, cranks, VRF, lamport top-ups, commit sponsorship, and private payments—into any …
Engineering
architecture-rules
Validates architecture patterns, detects duplication, and enforces design rules across stacks. Activates on review, planning, or module creation with trigger phrases like "review a…
Engineering
fowler
Design enterprise systems and refactors using Martin Fowler's patterns for clean architecture, continuous integration, and evolutionary design that prioritizes readable code and su…
Research
gh-code-search
Search GitHub repositories for real-world code examples, implementation patterns, and architectural approaches. Returns ranked results with import statements, syntax patterns, and …
Web
hubspot-architecture-variants
Choose and implement HubSpot integration architecture for different scales. Use when designing new integrations, selecting embedded/service/gateway patterns, or planning architectu…
Engineering
apex-enum-patterns
Apex enum patterns for dispatch, ordinal stability, Custom Metadata integration, and picklist mapping. Addresses `values()` and `valueOf()` behavior plus enum limitations like miss…
Web
Divi 5 CSS Patterns
Generates Divi 5 CSS patterns for modules, custom selectors, design tokens, dark mode, animations, WooCommerce, accessibility, and the 5.6 modules (Timeline, Breadcrumbs, SVG, Tabl…
Design
design-retro
Analyzes historical design review findings to identify recurring UI patterns across specs and recommends process improvements. Triggers after spectra-archive completion or when fin…
Engineering
moai-harness-patterns
Library of harness patterns for MoAI-ADK integration: hook and CI dispatch, workflow structures (SPEC, EARS, MX tags, plan-run-sync), and Go quality gates including tests, linting,…
Productivity
planning-guide
Planning philosophy, patterns, and practices for feature, architecture, and refactoring work. Supplies L'Entonnoir funnel, 2-3 task rule, and verification methods; pairs with any P…
Data
spec-driven-analytics
Orchestrate session data mining through a 7-phase workflow with anti-skip enforcement. Analyzes history files and workflow artifacts to deliver formatted analytics on patterns, err…
Automation
anima-sdk-patterns
Apply production-ready patterns for the Anima SDK design-to-code pipeline. Use when building reusable client wrappers, implementing output caching, or establishing team standards f…
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