Orchestrate the complete advisor workflow for assembling and delivering a comprehensive financial plan, from data gathering through recommendations and ongoing monitoring. Use when the user asks about building a financial plan for a client, structuring a planning engagement, coordinating retirement and education and estate goals into one plan, running scenario analysis across a full financial picture, prioritizing competing recommendations, preparing for a plan presentation meeting, or deciding when a plan needs updating. Also trigger when users mention 'comprehensive financial plan', 'discovery meeting', 'cash flow analysis', 'retirement modeling', 'education funding gap', 'plan delivery', 'savings rate', 'plan update trigger', or 'is my client on track'.

Clean Architecture patterns for Flutter with Riverpod state management. Use when building or reviewing Flutter apps with layered architecture (Domain, Data, Application, Presentation).

Reference manual for framework methodology throughout session. Provides guidance on cognitive architecture that replaces default AI assistant behaviors with systematic patterns proven through collaborative experience. Consult this manual throughout session when applying framework procedures.

Track fridge and pantry inventory. Add, remove, and list food items with quantities. Triggers on: /fridge, /fridge list, /fridge add <item>, /fridge remove <item>, /fridge clear, or when a user asks what's in the fridge or wants to manage pantry contents.

Manage and rebase chains of dependent Git branches (stacked branches). Use when working with multiple dependent PRs, feature branches that build on each other, or maintaining clean branch hierarchies. Automates the tedious process of rebasing or merging entire branch chains.

Interpretive guidance for generating OpenSCAD code for Gridfinity desktop/drawer organizers. Provides pattern selection frameworks, dimensional constraints, and stacking system integration specific to the Gridfinity ecosystem. Use when generating OpenSCAD files for Gridfinity bins, baseplates, or accessories.

Validate structural mapping between abstract and concrete domains. Constructs domain correspondences and presents concrete instantiations when mapping uncertainty is detected, producing validated mapping. Type: (MappingUncertain, AI, GROUND, R) → ValidatedMapping. Alias: Analogia(ἀναλογία).

HODLMM Move-Liquidity & Auto-Rebalancer — withdraw from drifted bins, re-deposit around the current active bin. Includes autonomous monitoring loop.

Active HODLMM position manager that monitors bin drift, estimates accrued fees, and re-centers liquidity around the active bin when profitable.

Hono web framework for edge-first, lightweight APIs - routing, middleware, validation, and multi-runtime support When user works with Hono, builds APIs, creates middleware, uses Zod validation with Hono, or mentions hono patterns

htmx for Go/templ apps: hx-* attributes, swap strategies, triggers, OOB updates, SSE, WebSockets, forms, redirects, debounce, server integration. Trigger when user writes or pastes templates containing hx-* attributes, asks about HTMX swaps/triggers/OOB updates, or wires HTMX to a Go handler.

Implement and customize Duende IdentityServer stores including configuration store, operational store, and Entity Framework Core integration. Covers migrations, custom store implementations, caching strategies, server-side sessions, signing key storage, token cleanup, and multi-tenant patterns.

A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).

Kalshi prediction markets: binary event contracts on politics, economy, sports, weather. Use when trading or browsing US regulated event markets (e.g. CPI above 3%, NHL Edmonton vs Florida, jobs report > 200k, election odds).

Read and manage Linear issues, projects, and cycles. Use when the user asks to check Linear, view issues, find tasks, check sprint status, or manage work items. Helps inform daily standups and work planning.

Implement WCAG 2.2 accessibility patterns in Shopify Liquid themes. Covers e-commerce-specific components including product cards, carousels, cart drawers, price display, forms, filters, and modals. Use when building accessible theme components, fixing accessibility issues, or reviewing ARIA patterns in .liquid files.

Generate ActivityKit Live Activity infrastructure with Dynamic Island layouts, Lock Screen presentation, and push-to-update support. Use when adding Live Activities to an iOS app.

Go-live from a LiveKit room to MUX via RTMP egress — supports MUX, YouTube, Twitch, and custom RTMP destinations. Auto-archives to MUX VOD when stream ends. Use this skill when the user says "add livestream", "go live", "stream to mux", "rtmp stream", "broadcast", or "live streaming".

Expert guidance on validating, optimizing, and ensuring quality of Mapbox styles through validation, accessibility checks, and optimization. Use when preparing styles for production, debugging issues, or ensuring map quality standards.

Guidance for .NET MAUI XAML and C# data bindings — compiled bindings, INotifyPropertyChanged / ObservableObject, value converters, binding modes, multi-binding, relative bindings, fallbacks, and MVVM best practices. USE FOR: setting up compiled bindings with x:DataType, implementing INotifyPropertyChanged or CommunityToolkit ObservableObject, creating IValueConverter / IMultiValueConverter, choosing binding modes, configuring BindingContext, relative bindings, binding fallbacks, StringFormat, code-behind SetBinding with lambdas, and enforcing XC0022/XC0025 warnings. DO NOT USE FOR: CollectionView item templates and layouts (use maui-collectionview), Shell navigation data passing (use maui-shell-navigation), dependency injection (use maui-dependency-injection), or animations triggered by property changes (use .NET MAUI animation APIs).

Persistent local memory for OpenClaw agents. Use when users say: - "install memos" - "install MemOS" - "setup memory" - "add memory plugin" - "openclaw memory" - "memos onboarding" - "memory not working" - "configure memory" - "enable memory" - "upgrade MemOS" - "update memory plugin"

The social network for AI agents. Post, comment, upvote, and create communities.

Integration guide for Morph's WarpGrep (fast agentic code search) and Fast Apply (10,500 tok/s code editing). Use when building coding agents that need fast, accurate code search or need to apply AI-generated edits to code efficiently. Particularly useful for large codebases, deep logic queries, bug tracing, and code path analysis.

MSW avatar management — costume (CostumeManagerComponent, 17 slots) + animation 3-layer pipeline (StateComponent → AvatarStateAnimationComponent → AvatarRendererComponent). Four-level distinction: State key (uppercase) / AvatarBodyActionStateName (lowercase) / MapleAvatarBodyActionState enum / sprite action ID (swingO1, shoot1). Two mapping systems via IsLegacy/ActionSheet/StateToAvatarBodyActionSheet. PlayerControllerComponent auto-transition conflicts with ActionStateChangedEvent resolved via RemoveActionSheet/SetActionSheet/BodyActionStateChangeEvent. Applies to any avatar-bearing entity (NPC, monster, etc.), not only DefaultPlayer. Use for costume get/set, 17 equip slots, animation state mapping, action override, weapon-specific attack motion, custom shoot/cast/dance action. Keywords: avatar, costume, animation, state, action, shoot, swing, weapon, equipment, custom action, block auto playback, remap.

Representative MoE training playbooks by hardware platform and model family. Summarizes rounded throughput bands, parallelism patterns, and common tuning stacks.

Manage Apple Notes via deterministic local scripts (create, append, list, search, export, and edit). Use when a user asks OpenClaw to add a note, list notes, search notes, or manage note folders.

Web Push notifications with VAPID — subscribe devices, send targeted pushes, notification preferences, and in-app notification center. Use this skill when the user says "add push notifications", "setup notifications", "add web push", "notification bell", or "push notifications".

This skill should be used whenever users ask food-related questions, meal suggestions, nutrition advice, recipe recommendations, or dietary planning. On first use, the skill collects comprehensive user preferences (allergies, dietary restrictions, goals, likes/dislikes) and stores them in a persistent database. All subsequent food-related responses are personalized based on these stored preferences.

Remove unwanted objects, people, text, and imperfections from photos using each::sense AI. Clean up images with intelligent inpainting that seamlessly fills removed areas.

Generates pre-permission priming screens that explain benefits before showing iOS system permission dialogs. Use when user wants to increase permission grant rates, add pre-permission screens, or explain why the app needs access.

Polymarket is a decentralized prediction market platform built on Polygon. Use this skill to interact with the Polymarket APIs for market discovery, price data, order placement, portfolio management, WebSocket streaming, and bridging/withdrawals.

Implement a scoped OSS PR.

Update PR title from current branch context

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Informed by production schedulers with 15+ years experience. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

This skill should be used when users need comprehensive research on a topic requiring exploration of multiple sources, synthesis of findings, and a well-structured report with citations. Use for complex research queries like "Research the latest developments in X", "Compare A vs B vs C", "Find the top N candidates for Y", or any request requiring deep exploration beyond a simple web search.

Generates guided first-action flows that help users achieve a meaningful result within 60 seconds to boost retention. Use when user wants quick win onboarding, time-to-value optimization, or first success moments.

Expert RabbitMQ administrator and developer specializing in message broker architecture, exchange patterns, clustering, high availability, and production monitoring. Use when designing message queue systems, implementing pub/sub patterns, troubleshooting RabbitMQ clusters, or optimizing message throughput and reliability.

Anchors predictions in historical reality by identifying a class of similar past events and using their statistical frequency as a baseline (outside view) before analyzing case-specific details. Use when starting a forecast, establishing base rates, testing "this time is different" claims, or when user mentions reference classes, outside view, base rates, or starting a new prediction.

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' 'partner program,' 'referral incentive,' 'how to get referrals,' 'customers referring customers,' or 'affiliate payout.' Use this whenever someone wants existing users or partners to bring in new customers. For launch-specific virality, see launch.

This skill should be used when the user asks to "set up release please", "configure automated releases", "manage version numbers", "add changelog automation", or mentions release-please, semantic versioning, or monorepo versioning.

SRE principles, observability, and incident management

Systematic workflow for extracting complete, unambiguous specifications from incomplete or ambiguous inputs. Orchestrates question-driven elicitation, multi-stakeholder analysis, and systematic completeness verification. Use when gathering requirements, reviewing specs, or when facing unclear stakeholder intent.

Verify sources before presenting findings. Use when asked to research links or documentation.

Use when developing R packages that need to handle errors, warnings, and conditions properly. Covers: (1) cli_abort/cli_warn/cli_inform for throwing conditions with formatting, (2) Error call context with caller_env() and caller_arg(), (3) Input validation helpers that report the right function, (4) Error chaining with try_fetch() and parent argument, (5) Testing error conditions with testthat snapshots.

Generates comprehensive operational runbooks for any system or process. Reads codebase, infrastructure config, and deployment scripts to produce structured runbook.md files formatted for on-call engineers. Use when you need operations documentation, incident response guides, deployment procedures, or disaster recovery plans.

Use when multiple plausible approaches must be generated, tested, and compared against constraints before the user chooses.

Comprehensive guide for SciPy - the fundamental library for scientific and technical computing in Python. Use for integration, optimization, interpolation, linear algebra, signal processing, statistics, ODEs, Fourier transforms, and advanced scientific algorithms. Built on NumPy and essential for research and engineering.

AI session compression techniques for managing multi-turn conversations efficiently through summarization, embedding-based retrieval, and intelligent context management.

Internal skill. Use cc10x-router for all development tasks.

Guide the understanding and management of trade settlement and clearing processes. Use when designing settlement workflows for T+1 compliance, understanding DTC/NSCC/FICC clearing infrastructure, analyzing continuous net settlement (CNS) netting obligations, setting up institutional trade processing (affirmation, confirmation, allocation, matching), investigating settlement fails and designing fail reduction programs, implementing buy-in procedures under Reg SHO Rule 204, assessing corporate action impact on pending settlements, evaluating DVP/RVP mechanics for institutional deliveries, handling when-issued or as-of trades, or managing settlement bank relationships and intraday liquidity. Also covers FX funding gaps for cross-border T+1 settlement.

Focused Signals scout for PostHog projects running A/B experiments. Watches running experiments for validity threats (sample ratio mismatch, multi-variant contamination, exposure stalls, mid-run flag mutations) and lifecycle drift (zombie experiments running long past their useful life, decided-but-still-running experiments, ended experiments whose flags still serve multiple variants). Emits findings only when they clear the confidence bar; otherwise writes durable memory and closes out empty. Self-contained peer in the signals-scout-* fleet — no dependencies on other skills.

Operational discipline for running skill evaluations with /skill-creator. Use this whenever running evals, benchmarks, or iterations on a skill — phrases like "run evals", "benchmark the skill", "iterate on evals", "grade the runs", "start iteration 2", or any work involving evals.json, benchmark.json, grading.json, or the eval-viewer. Provides checklists that prevent common data-loss and consistency errors.

Socratic questioning to examine beliefs, uncover assumptions, and develop deeper understanding. Use to challenge thinking, evaluate proposals, or teach without lecturing.

SQLx changes since training cutoff (latest: 0.9.0-alpha.1) — SqlSafeStr, owned Arguments, sqlx.toml config, begin_with transactions, SQLite hooks, PgBindIter. Load before working with SQLx.

Analyze stock correlations to find related companies and trading pairs. Use when the user asks about correlated stocks, related companies, sector peers, trading pairs, or how two or more stocks move together. Triggers: "what correlates with NVDA", "find stocks related to AMD", "correlation between AAPL and MSFT", "what moves with", "sector peers", "pair trading", "correlated stocks", "when NVDA drops what else drops", "stocks that move together", "beta to", "relative performance", "supply chain partners", "correlation matrix", "co-movement", "related tickers", "sympathy plays", "semiconductor peers", "hedging pair", "realized correlation", "rolling correlation", or any request about stocks that move in tandem or inversely. Also triggers for well-known pairs like AMD/NVDA, GOOGL/AVGO, LITE/COHR. If only one ticker is provided, infer the user wants correlated peers.

Swift 6 fundamentals for all Apple platforms. Use when implementing concurrency, architecture, testing, i18n, or performance optimization across iOS, macOS, iPadOS, watchOS, visionOS.

Tauri 2.0-2.5 changes since training cutoff — capabilities replacing allowlist, IPC channels, plugin system v2, mobile support, config v2 structure. Load before working with Tauri.

Plan a sprint — organise a GitLab milestone with issues the team commits to for the sprint period. Works for first sprints on new projects and ongoing sprints. Use when doing sprint planning, asking "what should we build next", grooming the backlog, starting a new sprint, or deciding what goes into the next iteration. Also run when prioritizing issues for upcoming work or asking "what's in the backlog".

Create or evolve the product requirements document (PRD). Handles new PRDs, major overhauls, adding new feature sets to existing PRDs, targeted section updates, and structural reorganization between single-file and per-feature structures. Identifies constraints that Claude would get wrong without always-loaded guidance and writes developer-approved promotions. Can decompose requirements into work items. Use when the user says 'write a PRD', 'update the PRD', 'capture requirements', 'add requirements for this new feature', 'revise the requirements', or 'rewrite the PRD for the new architecture'.

Manage There There helpdesk tickets, contacts, and channels using the there-there CLI. Use when the user wants to list, view, reply to, search, or manage tickets; assign team members; manage tags; view contacts; or interact with there-there.app from the command line.

# Thinking Patterns Skill

3D HUD rendering with Three.js and TresJS for JARVIS AI Assistant

Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows, or relationships that benefit from visual representation. Generates .tldr JSON files and exports to PNG/SVG locally using @kitschpatrol/tldraw-cli.

Day 2 end capstone move of a Foundation Sprint. Compresses the sprint's full strategic frame into a single canonical sentence (the Founding Hypothesis) plus an assumption scorecard, why-we-believe, what-could-prove-us-wrong, and recommended next validation step. Use after Magic Lenses is signed. Strict canonical template; paraphrase is not accepted in v0.1.0. The Founding Hypothesis is the spine artifact the sprint exists to produce.

Pre-sprint diagnostic that determines whether a team should run a Foundation Sprint now, postpone it, or do prerequisite work first. Produces a Go / Conditional Go / Wait verdict with diagnosis, recommended preconditions, attendee list, and pre-sprint activities. Use when a team is considering starting a Foundation Sprint and wants a fast yes/no diagnosis before committing two days of facilitated work.

Search and retrieve clinical practice guidelines from 12+ authoritative sources — NICE, WHO, NCCN, AHA, ADA, SIGN, USPSTF, IDSA, NIH consensus, ESMO/ESC/EASL European societies, and US specialty associations. Use for evidence-graded treatment recommendations, dosing protocols, screening guidance, and authoritative-source-prioritized clinical guidance (NICE/WHO ranked above society guidelines).

Spatial transcriptomics analysis — Visium, MERFISH, seqFISH, Slide-seq. Maps gene expression to tissue architecture, identifies spatially variable genes (SVGs), tissue-domain segmentation, and cell-cell interaction inference. Use for spatial gene-expression questions, tissue architecture analysis, and SVG identification.

SMS and MMS deep-dive reference. Covers SMS-specific error codes, message filtering troubleshooting ("Messages Being Filtered or Blocked?" diagnostic checklist), MMS media support (US/CA/AU only), and SMS pumping indicators. For sending SMS, use twilio-send-message instead. Use this skill only when debugging SMS delivery issues or needing SMS-specific details not in the consolidated send skill.

Post, read, and engage on Twitter/X. Use when the user asks to tweet, check their Twitter timeline, read mentions, like/retweet posts, follow/unfollow users, or manage their Twitter presence. Supports multiple accounts.

Generates a variable reward system with randomized rewards, daily bonuses, mystery box mechanics, and ethical engagement caps. Use when user wants daily spins, mystery boxes, random rewards, or gamification reward systems.

Query VictoriaLogs via curl. Use when searching logs with LogsQL, running log stats queries, discovering log fields/streams, analyzing log hit patterns, or exploring log facets. Triggers on: log queries, LogsQL, log search, log stats, field discovery, stream discovery, log facets, log hits, log field values.

Web search, developer research, and library docs. Use for ANY web search, looking up docs, debugging errors, researching patterns, bootstrapping projects, resolving dependencies, exploring GitHub code, finding code examples, or ANY question requiring current/post-cutoff knowledge. NEVER use built-in WebSearch tool — always use this skill instead.

Generate WidgetKit widgets for iOS/macOS home screen and lock screen with timeline providers, interactive elements, and App Intent configuration. Use when adding widgets to an app.

Troubleshoot a user's digital experience using ZDX data. Investigates device health, application scores, network path metrics, and active alerts to identify performance bottlenecks. Use when an administrator reports: 'User says app is slow', 'Check user experience', or 'Why is the application score low?'

Deposits a selected asset into Zest V2 collateral with explicit confirmation and proof-ready checks.

Borrows a selected asset from Zest against existing collateral with explicit confirmation and proof-ready safety checks.

Use when the user asks to capture to Logseq, save to Logseq, add to their Logseq journal, create a Logseq entry, log something to Logseq, write to Logseq, note something in Logseq, or mentions saving notes, tasks, code snippets, or meeting notes to Logseq. Also use when the user runs /logseq:capture or /logseq:quick-capture commands.

This skill should be used when the user asks about "ActiveRecord", "database queries", "associations", "validations", "migrations", "scopes", "callbacks", "N+1 queries", "eager loading", "includes", "joins", "eager_load", "preload", "database optimization", "model relationships", "has_many", "belongs_to", "has_one", "polymorphic associations", "pluck", "exists", or needs guidance on database-related Rails topics.

Create custom directives in Angular v20+ for DOM manipulation and behavior extension. Use for attribute directives that modify element behavior/appearance, structural directives for portals/overlays, and host directives for composition. Triggers on creating reusable DOM behaviors, extending element functionality, or composing behaviors across components. Note - use native @if/@for/@switch for control flow, not custom structural directives.

Generates technical architecture specification from PRD. Covers architecture pattern, tech stack, data models, and app structure. Use when creating ARCHITECTURE.md or designing system architecture.

Use when users need arduino-cli commands for board discovery, library installation, compilation, upload, or serial port troubleshooting on Windows, macOS, or Linux.

Research target audiences. Use when: buyer personas, segmentation, Jobs-to-Be-Done, psychographic profiling, audience deep-dive.

Add translations and multi-language support to B2C Commerce storefronts. Use this skill whenever the user needs to translate a storefront, add a new locale, create or edit .properties resource bundles, display translated strings in templates, format dates or currencies for different regions, or build a language switcher. Also use when they mention Resource.msg, Resource.msgf, locale fallback, or i18n — even if they just say "we need French translations" or "make this page work in multiple languages".

Discovers and inspects BigQuery Data Transfer Service (DTS) configurations. Use this to identify existing ingestion pipelines and extract datasource or transfer config metadata for data pipelines. Use when a user asks for ingestion scenarios while building or managing data pipelines or when a user asks to "ingest" or "add" data that may already be managed by a DTS transfer.

Implement business logic with ActiveInteraction and AASM state machines. Routes to specialized skills for typed operations and state management.

Your AI CFO for bootstrapped startups, named after Charlie Munger who embodied the principle that capital discipline is a competitive advantage. Provides financial frameworks for cash management, runway calculations, unit economics (LTV:CAC), capital allocation, hiring ROI, burn rate analysis, working capital optimization, and forecasting. Use for questions like "should we make this hire?", "how much runway do we need?", "what metrics should I track?", "how do I forecast revenue?", or any strategic financial decision at a self-funded company.

Generate CloudKit sync infrastructure using CKSyncEngine with conflict resolution, sharing, and account monitoring. Use when adding iCloud sync to an iOS/macOS app.

Build comparable company analysis in Excel — operating metrics, valuation multiples, statistical benchmarking vs peer sets. Pairs with excel-author. Use for public-company valuation, IPO pricing, sector benchmarking, or outlier detection.

Use when turning a dbt Core project into an Airflow DAG/TaskGroup using Astronomer Cosmos. Does not cover dbt Fusion. Before implementing, verify dbt engine, warehouse, Airflow version, execution environment, DAG vs TaskGroup, and manifest availability.

Creates an operational runbook from a standard template with sections for prerequisites, procedure, verification, and troubleshooting, researching the codebase to fill in project-specific procedures. Use when asked to create a runbook, write operational docs, document a deployment process, or create step-by-step procedures for ops tasks.

Curmudgeonly engineering advisor that provides grounded skepticism, evidence-linked judgment, and constructive progress on architectural decisions, legacy refactors, tooling choices, and broad "how should I start?" questions. Sounds like a senior systems engineer who has reviewed too many designs to be impressed, but still cares about correctness. Use when: architectural decisions, legacy replacements, new tooling evaluation, broad planning questions.

Databricks documentation reference via llms.txt index. Use when other skills do not cover a topic, looking up unfamiliar Databricks features, or needing authoritative docs on APIs, configurations, or platform capabilities.

Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with Datadog observability.

Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual documentation.

Documents stakeholder needs, concerns, and influence for a project or initiative. Use when starting projects, managing complex stakeholder relationships, or ensuring alignment across organizational boundaries.

Generate missing documentation from scratch for a feature, module, or entire project. (gstack)