Use when establishing metrics for new product, feature, or initiative - orchestrates North Star alignment, funnel mapping, proxy selection, and counter-metric identification to create comprehensive measurement framework

Build metrics collection pipelines using Prometheus, Grafana, and custom exporters

Comprehensive expertise in React Native's Metro bundler, including configuration, optimization, custom transformers, caching strategies, and troubleshooting common bundling issues.

Use when designing small UI feedback moments like button states, toggles, form validation, loading indicators, or notification badges.

Weighted pandas DataFrames for survey microdata analysis - inequality, poverty, and distributional calculations

Expert guidance for building AI agents and multi-agent workflows using Microsoft Agent Framework for .NET. Use when (1) creating AI agents with OpenAI or Azure OpenAI, (2) implementing function tools and structured outputs, (3) building multi-turn conversations, (4) designing graph-based workflows with streaming/checkpointing, (5) implementing middleware pipelines, (6) orchestrating multi-agent systems with fan-out/fan-in patterns, (7) adding human-in-the-loop interactions, (8) integrating OpenTelemetry observability, or (9) exposing agents as MCP tools.

Orchestration hub for Microsoft Graph API across Microsoft 365 services. Use for Graph API integrations, querying Microsoft 365 data, and building applications that interact with Azure AD.

Automatically validate DAPR HTTP middleware configuration files. Checks for correct middleware types, proper secret references, pipeline ordering, and security best practices. Use when configuring OAuth2, Bearer tokens, OPA policies, rate limiting, or other middleware.

Comprehensive guidance for Minecraft mod development with Fabric, including porting from other mod loaders (Forge, NeoForge). Integrates MCP servers for decompilation, documentation access, and mixin validation. Use when developing Fabric mods, porting from Forge, or working with Minecraft source code.

Create standalone React mini-apps via the Mini-Apps toolchain. Use when asked to build apps, forms, schedulers, dashboards, or shareable web components. Do not write app code directly to the repo.

Minimalist, typography-focused portfolio design system inspired by neo-brutalist and Swiss design principles. Emphasizes bold typography, generous whitespace, monochromatic color schemes, and elegant simplicity for developer/designer portfolios.

MinIO S3-compatible object storage API. Use this skill for file upload, download, bucket management, and pre-signed URL generation.

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Track spending, manage budgets, monitor credit score, and view financial overview with Mint

Provides context about Ed, his mission, terminology, and business. Use when working on Ed's projects, coaching business, AI Powerhouse content, BlackBelt work, or The Little Blue Report. Also use when Ed asks you to understand his business or speak in his voice.

Platform color palette with semantic meanings, hex codes, accessibility notes, and usage patterns for all content types including loops, songs, playlists, video, and radio

Complete curation and streaming economics including playlists, radio, mixed content, revenue calculations, and the two-economy system (creation vs curation)

Complete documentation of the mixmi content upload system including Quick and Advanced modes, metadata requirements, attribution configuration, and file handling

Step-by-step user journeys through the mixmi platform including onboarding, upload, remix creation, purchasing, and discovery

Supervised and unsupervised multi-omics integration with mixOmics. Includes sPLS for pairwise integration and DIABLO for multi-block discriminant analysis. Use when performing supervised multi-omics integration or identifying features that discriminate between groups.

Build professional project documentation with MkDocs and Material theme. Covers site configuration, navigation, plugins, search optimization, versioning with mike, and deployment to GitHub Pages.

Expert-level machine learning, deep learning, model training, and MLOps

Explain ML model predictions using SHAP values, feature importance, and decision paths with visualizations.

Enforces baseline comparisons, cross-validation, interpretation, and leakage prevention for ML pipelines

Docker, Kubernetes, CI/CD, model monitoring, and cloud platforms. Use for deploying ML models to production, setting up pipelines, or infrastructure.

Follow these patterns when implementing MLOps features in OptAIC. Use for ML model definitions (5-component structure), model instances, training/inference pipelines, model registry, and monitoring. Covers signal models, macro regime models, relevance models, and signal combining/filtering models.

MLOps engineering covering ML pipeline design, model versioning, experiment tracking, deployment strategies, drift detection, and monitoring for production ML systems with tools like MLflow, Kubeflow, and model registries

Guide for using the Eventide H90 Harmonizer device library in MMD files. Use when the user mentions Eventide H90, H90 effects processor, H90 reverb/delay/modulation, or needs help with H90 program changes, HotSwitches, bypass control, expression automation, or firmware workarounds.

Guide for using the Line 6 Helix Floor/LT/Rack device library in MMD files. Use when the user mentions Helix, Line 6 Helix guitar processor, Helix Floor, Helix LT, Helix Rack, or needs help with setlist/preset loading, 8-snapshot control, expression automation, footswitch control, or looper functionality.

Guide for using the Line 6 PowerCab Plus device library in MMD files. Use when the user mentions PowerCab, PowerCab Plus, Line 6 PowerCab, FRFR speaker, or needs help with speaker modeling, microphone simulation, IR loading, mode switching, or HF driver control for the PowerCab.

Guide for using the Neural DSP Quad Cortex device library in MMD files. Use when the user mentions Quad Cortex, QC, Neural DSP guitar processor, or needs help with preset loading, scene switching, expression control, or stomp automation for the Quad Cortex.

Enterprise interactive survey orchestrator with AskUserQuestion tool integration, multi-select support, conditional branching, error recovery, and production-grade decision automation across all Alfred workflows; activates for requirement clarification, architectural decisions, risky operations, feature selection, and complex multi-step user interactions

Guide Alfred sub-agents to actively invoke AskUserQuestion for ambiguous decisions.

Enterprise GitHub issue labeling orchestrator with semantic label taxonomy, AI-powered auto-labeling, label hierarchy system, workflow automation, issue triage acceleration, and stakeholder communication; activates for issue classification, label management, workflow automation, priority assignment, and team communication

Adaptive communication patterns and role selection based on user expertise level and request type (Consolidated from moai-alfred-persona-roles)

Claude Code Agents system, task delegation patterns, and multi-agent

Claude Code Markdown integration, documentation generation, and structured content patterns. Use when generating documentation, managing markdown content, or creating structured reports.

Claude Code Commands system, workflow orchestration, and command-line interface patterns. Use when creating custom commands, managing workflows, or implementing CLI interfaces.

Example skill loaded from resources_discover

You are an offer strategist. You make the offer feel like a shortcut to a desired result.

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OpenClaw plugin for X/Twitter automation. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, monitor accounts via Xquik. 111 endpoints, 2 tools (explore + tweetclaw), 2 commands (/xstatus, /xtrends). Reads from $0.00015/call - 33x cheaper than the official X API.

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Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations

Creates detailed Standard Operating Procedures (SOPs) for business processes. Use when user needs SOPs, process documentation, operational guides, workflow documentation, or step-by-step instructions for repeatable business processes.

Feature development pipeline - research, plan, track, and implement major features.

Build a real-time support chat system with a floating widget for users and an admin dashboard for support staff. Use when the user wants live chat, customer support chat, real-time messaging, or in-app support.

REST API server and MCP protocol integration

Chunking, embeddings, and RAG pipeline integration