meme-pumper

Query and analyze ACO pheromone graphs in Memgraph. Use for prime candidate queries, pheromone analysis, path validation, and convergence monitoring.

Use this skill to verify whether restaurants actually have Planted products on their current menu. Crawls restaurant websites, parses PDF menus, and updates venue verification status in Firestore.

Expert guidance for creating syntactically correct Mermaid diagrams. Use when creating flowcharts, sequence diagrams, class diagrams, state diagrams, Gantt charts, ER diagrams, or data lineage visualizations.

Fix and validate Mermaid diagrams using mermaid-cli (mmdc). Use when Claude needs to fix parsing errors in Mermaid diagrams, validate diagrams, or when encountering Mermaid syntax issues. This skill reads rules from .claude/rules/mermaid.md and updates it with newly discovered patterns.

World-class creation of valid, beautiful, and accessible Mermaid diagrams. Use when users request diagrams, flowcharts, sequence diagrams, entity relationship diagrams, state machines, Gantt charts, class diagrams, or any visual representation that can be expressed in Mermaid syntax. Handles all Mermaid diagram types with expert knowledge of syntax, styling, and best practices.

Create diagrams and visualizations using Mermaid.js v11 syntax. Use when generating flowcharts, sequence diagrams, class diagrams, state diagrams, ER diagrams, Gantt charts, user journeys, timelines, architecture diagrams, or any of 24+ diagram types. Supports JavaScript API integration, CLI rendering to SVG/PNG/PDF, theming, configuration, and accessibility features. Essential for documentation, technical diagrams, project planning, system architecture, and visual communication.

Use when performing meta-analysis, pooling study data, generating forest plots, funnel plots, assessing heterogeneity, or conducting subgroup and sensitivity analyses. Invoke for any statistical synthesis of multiple studies.

Spot patterns appearing in 3+ domains to find universal principles

Extracts web content and performs reliable searches when standard tools fail due to access restrictions, rate limiting, or validation errors. Use when encountering 403/429/422 errors, blocked documentation sites, or silent search failures. **Direct tool execution often fails for these scenarios - search-plus agent delegation provides the most reliable results.**

Calculates pathway activity scores for metabolic pathways across different cell groups and subsets. This process quantifies the metabolic activity of each pathway per group, generating visualizations (heatmaps and violin plots) to compare metabolic states between clusters or conditions. Based on the methodology from Xiao et al.

Write Metal/MPS kernels for PyTorch operators. Use when adding MPS device support to operators, implementing Metal shaders, or porting CUDA kernels to Apple Silicon. Covers native_functions.yaml dispatch, host-side operators, and Metal kernel implementation.

Metaxy is a metadata layer for multi-modal Data and ML pipelines that manages and tracks feature versions, dependencies, and data lineage across complex computational graphs.

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

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.

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

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

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