Frameworks for effective mentoring and knowledge transfer. Use for 1:1 meetings, pair programming, onboarding, teaching technical concepts, and developing junior engineers.

Quand l'utilisateur demande une MEP (ex: "Config MEP v1.12.0"):

Mercury Banking API via curl. Use this skill to manage bank accounts, transactions, transfers, and financial operations.

Merge Agent with exclusive write access to main branch. Performs final merge after all approvals. Use this skill ONLY for merging approved code to main.

Archive completed implementation plans after PR merge. Use when a plan's implementation has been merged to main, or after plan-execute completes on main branch.

Analyze branch divergence, detect potential conflicts, and guide merge resolution for any Git repository. Auto-detects current branch or accepts parameters.

Mermaid 플로우/시퀀스 다이어그램이 필요할 때

Authoritative reference for Mermaid diagram syntax. Provides diagram types, syntax patterns, examples, and platform integration guidance for generating accurate Mermaid diagrams.

Automatiza processo de pesquisa de documentação oficial, extração de melhores práticas e aplicação no projeto Ultrathink através de skills/agents/hooks

meta-skill-creator

Validates approach and checks assumptions before/after tasks. Use when: starting work, encountering errors, or switching phases.

This skill should be used when setting up, optimizing, or managing MetaNova NOVA miners on Bittensor Subnet 68 (SN68). Use it for miner configuration, molecular search strategy development, PSICHIC scoring optimization, GitHub submission management, entropy maximization strategies, or achieving top miner rankings in the decentralized drug discovery network.

Collect and report metrics on agent usage from git history implementing the 8 key metrics defined in agent-metrics.md for measuring agent system health effectiveness and adoption.

Create new modules for the Providr Provider Portal using Metronic Tailwind React theme, Shadcn UI, and KeenIcons. Use when building new features, pages, or modules that follow the established patterns, or when the user asks to create a module using Metronic conventions.

Orchestrate distributed React applications using Module Federation and shared context bridges.

Comprehensive guide to writing effective microcopy including buttons, labels, tooltips, placeholders, and empty states

Expert guidance for Micronaut framework development with compile-time dependency injection, GraalVM native builds, and cloud-native microservices

Guides the planning of a microservices architecture. Use this skill when asked to design, plan, or architect a system using microservices. This skill helps with service boundary identification, communication pattern selection, data management, and defining service contracts.

Microservices architecture patterns and best practices. Use when designing distributed systems, breaking down monoliths, or implementing service communication.

Expert skill for designing, decomposing, and managing microservices architectures. Activates when users need help with microservices design, service decomposition, bounded contexts, API contracts, or transitioning from monolithic to microservices architectures.

Create an interactive educational MicroSim using the p5.js JavaScript library with distinct regions for drawing and interactive controls. Each MicroSim is a directory located in the /docs/sims folder. It has a main.html file that references the javascript code and the main.html can be referenced as an iframe from the index.md. The metadata.json contains Dublin core metadata about the MicroSim.

Complete Microsoft .NET Microservices Architecture guide (v7.0) - 350 pages of comprehensive reference material

Next.js middleware patterns for protected routes, auth redirects, and URL handling. Use when working with middleware.ts, protected routes, or auth redirects. Keywords: middleware, protected routes, redirect, auth check, URL, searchParams.

migrate-db

Migrate existing OpenAI Apps SDK applications to the MCP Apps SDK (`@modelcontextprotocol/ext-apps`). The MCP Apps SDK provides a standardized, open protocol for interactive UIs in conversational clie

Search Milan Jovanovic's .NET blog for Clean Architecture, DDD, CQRS, EF Core, and ASP.NET Core patterns. Use for finding applicable patterns, code examples, and architecture guidance. Invoke when working with .NET projects that could benefit from proven architectural patterns.

**Created**: 2026-01-17 06:30

La persona promedio puede mantener solo 7±2 (revisado a 4±1) elementos en la

Map equivalent concepts between MIMIC-IV and eICU databases. Use for multi-database studies, external validation, or understanding structural differences between databases.

Personality modeling system based on Timothy Leary's 1985 software + The Sims traits

minimal-abstractions

Use when working with Miro SDK v2 operations, board manipulation, creating shapes, text, frames, or syncing data between Miro and database. Helps implement features for master board, project rows, and client reports.

Manage Miro boards, sticky notes, and shapes via Miro API. Create collaborative whiteboards programmatically.

Guide for using mise to manage development tools and runtime versions. Use when configuring project tooling, managing environment variables, or defining project tasks.

Build mithril-core shared infrastructure. Use when implementing storage, compression, hashing, or common types for the Mithril ML toolkit.

Complete technical reference for the professional mixer system architecture, audio routing, recording implementation, and all internal mechanics

Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.

Plan ML projects using CRISP-DM, TDSP, and MLOps methodologies with proper phase gates and deliverables.

Manage MLAI points system - check balance, book coworking, claim tasks, redeem rewards

ML lifecycle management with MLflow. Track experiments, package models, manage registries, and deploy models. Use for ML operations, experiment tracking, and model deployment.

ML experiment tracking, model registry, and deployment with MLflow for reproducible machine learning workflows.

Guide for using the Line 6 HX Effects device library in MMD files. Use when the user mentions HX Effects, HX Effects processor, effects-only processor, or needs help with 4-snapshot control, sequential preset addressing (banks), 5-pin DIN MIDI, or amp integration workflows.

Guide for using the Line 6 HX Stomp XL device library in MMD files. Use when the user mentions HX Stomp XL, Stomp XL processor, or needs help with 4-snapshot control, 8 footswitch control, USB MIDI setup, All Bypass, Mode switching, or comparison with HX Stomp and full Helix.

Guide for using the Line 6 HX Stomp device library in MMD files. Use when the user mentions HX Stomp, HX Stomp guitar processor, or needs help with HX Stomp's 3-snapshot limitation, USB MIDI setup, All Bypass control, Mode switching, or workarounds for limited snapshots.

mnemonic-researcher

Enterprise configuration schema validation and management orchestrator with JSON Schema v2024-12, Context7 integration, semantic versioning compliance, environment variable management, secrets handling, multi-environment support, and configuration-as-code best practices; activates for config validation, schema enforcement, environment setup, secrets management, and configuration audits

Enterprise AI-powered user expertise detection with behavioral analysis, communication pattern recognition, code complexity assessment, Context7 integration, and adaptive response calibration; activates for personalized guidance generation, complexity adjustment, tutorial depth selection, and communication style matching

Enterprise Alfred Proactive Suggestions with AI-powered intelligent assistance, Context7 integration, and intelligent recommendation orchestration for enhanced productivity

Enterprise session state management, token budget optimization, runtime tracking, session handoff protocols, context continuity for Claude Sonnet 4.5 and Haiku 4.5 with context awareness features

Comprehensive TodoWrite task tracking and state management patterns with 15+ executable code examples from 18,075 production implementations across Jira, Trello, Asana, Linear, GitHub Projects, and Todoist