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...
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…
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…
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…
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…
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
tech-lead
Offers technical implementation guidance for Conductor orchestrator, including approach, dependency choices, and coding patterns. Approves dependencies under size thresholds and es…
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…
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…
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…
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…
Engineering
skill-architecture
Create new skills, modify existing ones, and understand skill architecture including YAML frontmatter, progressive disclosure, and structural patterns like workflow, task, referenc…
Design
ux-extract
Extract UX patterns from a reference web app by capturing screens, states, interactions, copy, shortcuts, responsive behavior, motion, and feedback states. Produces reusable patter…
Web
agency-frontend-patterns
Frontend development patterns for AI agency projects covering tech stack preferences, component architecture, file structure, and coding conventions that adapt to the user's prefer…
Business
liqui-saisonalitaet-erkennen
Detect seasonality by comparing prior-year account data to plans. Identify monthly and weekly patterns plus special effects such as inventory counts or holidays. Apply industry-spe…
Engineering
deno-patterns
Apply modern TypeScript patterns in Deno including resource management with 'using', async generators, error handling, and Web Standard APIs. Use when migrating from Node.js or imp…
Productivity
foundation-meeting-synthesize
Analyzes multiple meeting recaps to surface patterns, decision evolution, stakeholder positions, contradictions, and stalled threads. Outputs timelines, themes, decision lists, and…
Productivity
omg-learn
Learns from user corrections by creating persistent skills and patterns. Patterns block, warn, or inject context to prevent repeated mistakes. Triggered by explicit feedback or 'om…
Engineering
loom-error-handling
Apply error handling patterns such as Rust Result/Option, API error responses, data pipeline errors, retry logic, circuit breakers, fallbacks, and graceful degradation with securit…
Engineering
scope-appropriate-architecture
Right-sizes architecture to project scope. Prevents over-engineering by classifying projects into tiers and constraining pattern choices accordingly when designing architecture or …
Research
curator-repo-learn
Clones a GitHub repository, analyzes its structure, extracts reusable patterns, and stores them in procedural memory. Use for targeted learning from known-quality repos or rapid pa…
Documentation
readme-patterns
Templates and patterns for README structure, quick-start sections, badges, and directory layouts. Use for writing project READMEs or planning their organization. Avoid for API docs…
Productivity
pattern-status
Displays current patterns.json state in table form: confidence scores, promotion candidates, remaining deadlines, and already-promoted items. Use before /promote-pattern to review …
Engineering
phoenix-typescript
TypeScript conventions and patterns for the Phoenix monorepo, including js/packages/ and app/. Use when writing, reviewing, or modifying TypeScript code or asking about project-spe…
Engineering
integration-framework-design
Designs reusable integration layers in Salesforce serving multiple external APIs via shared callout infrastructure, including error handling, service interfaces, and dynamic resolu…
Automation
approval-process-apex-patterns
Drive Salesforce Approval Processes from Apex: submit, approve, reject, reassign, recall, and query instances. Covers bulk actions, error handling, and when to use code versus stan…
Data
data-researcher
Extracts actionable insights from complex datasets, identifies patterns and anomalies, and converts raw data into strategic intelligence through multi-source integration and advanc…
Engineering
principal-architect
Apply this for system design and architecture decisions: designing systems, choosing patterns, defining boundaries, data modeling, and making structural decisions that are hard to …
Security
applying-privacy-design-patterns
Applies the eight privacy design patterns (minimize, hide, separate, abstract, inform, control, enforce, demonstrate) with selection methodology and GDPR mapping for privacy-by-des…
Engineering
dart-patterns
Idiomatic Dart patterns including null safety operators, extension methods, constrained mixins, sealed classes with exhaustive matching, async/await, Streams, Result pattern, and D…
Research
learning
Learn from external resources, extract patterns from merged PRs, process learning queues, or configure daily scanners. Triggered by learn, deep dive, daily learning, or URL analysi…
Documentation
study-playbook
Loads relevant coding-playbook sections from the project brain for the current task. Use to retrieve coding conventions, patterns, or architecture decisions before writing or revie…
Research
cva-analysis
Systematic abstraction discovery through Commonality Variability Analysis. Builds matrices of varying versus constant elements to surface natural patterns before committing to abst…
Engineering
fireworks-patterns
Engineering meta-skills for strategic code reading, pattern transfer across Essence/Idiom/Reify approaches, technical debt management, design pattern selection, and codebase compre…
Documentation
skills-best-practices
Guides creation of high-quality agent skills following established patterns. Covers structure, metadata, progressive disclosure, testing, and distribution across compatible agent s…
Engineering
architecture-lead
Provide architecture consultation for system design, patterns, component boundaries, and technical decisions while approving choices within established patterns and escalating nove…
DevOps
vastai-sdk-patterns
Apply production-ready Vast.ai SDK patterns for Python and REST API. Use when implementing integrations, refactoring SDK usage, or establishing coding standards for GPU cloud opera…
Engineering
prisma-patterns
Provides TypeScript Prisma patterns for schema design, query optimization, transactions, pagination, and avoiding common pitfalls like bulk update limitations and connection exhaus…
AI / ML
knowledge-agent
Builds and queries AI-powered knowledge bases from observation history. Creates focused knowledge collections, answers questions about past work patterns, and compiles topic expert…
Research
mine-plugins
Inventory, analyze, and extract patterns from a plugin collection, then synthesize recommendations into a structured report. Triggered by "mine plugins" or "analyze plugin collecti…
Design
draft-patterns
Provides guidance on UX patterns, interaction best practices, form design, navigation, and loading states. Use for queries about form validation, dashboard navigation, or loading U…
Engineering
logic-health
Sweep a directory or codebase to assess logic correctness and output a scored health dashboard highlighting systemic patterns. Triggered by multi-file audit or health-check request…
Engineering
circuit-breaker-pattern
Adds circuit breaker patterns for fault tolerance, automatic failure detection, and fallback behavior. Suitable for external service calls and resilience against cascading failures…
Business
offer-decline-analyzer
Analyzes every offer decline from email—what reasons were given, counter-offers made, compensation signals, competing offers mentioned, and patterns that can improve offer strategy…
Productivity
lessons-update
Review sessions after fixes, multi-file changes, or non-trivial tasks and decide whether to record lessons. Trigger after PRs, audits, or commits that introduce patterns or bugs.
Engineering
ruby-patterns
Ruby and Rails patterns including blocks, metaprogramming, ActiveRecord, Sidekiq, RSpec, Sorbet/RBS, Hanami, Roda, and Rack middleware. Load on relevant file or keyword triggers.
Business
competitornames
Analyze competitive naming patterns and styles before naming a new product or during a rebrand. Map competitor names, identify saturated patterns, and surface naming whitespace.
Content
manim
Supplies ManimCE syntax, patterns, and best practices for programmatic animations when users request concept animations, process visualizations, graphs, or technical explainers.
Research
engineer-expertise-extractor
Researches and extracts coding style, patterns, and best practices from an engineer's GitHub contributions. Builds a structured knowledge base for replicating their expertise.
Engineering
ref-patterns
Guides React ref usage: useRef for DOM and mutable values, forwardRef and useImperativeHandle for boundaries, ref callbacks, and integration patterns with compound components.
Research
agent-ops-research
Conducts in-depth topic research with optional issue creation. Supports investigation of technologies, patterns, libraries, and any subject requiring systematic exploration.
Web
frontend-component-patterns
Builds reusable React, Vue, and Angular components using patterns such as compound components, render props, custom hooks, and HOCs for libraries and component architecture.
Engineering
c-patterns
C11/C17 patterns including opaque pointers, error handling, resource cleanup with goto, safe strings, Makefiles with auto-deps, bit manipulation, and sanitizer integration.
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