Skill Catalog
Browse 5,478 curated AI agent skills. No account needed.
MCP-CLI
Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP tools from command line.
by github/awesome-copilot / skills/mcp-cli
MCP Configurator
Use when installing MCP packages and configuring Claude-side MCP registration, hooks, permissions, IDE extension mode, and migrations.
by levnikolaevich/claude-code-skills / plugins/setup-environment/skills/ln-012-mcp-configurator
MCP Copilot Studio Server Generator
Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support
by github/awesome-copilot / skills/mcp-copilot-studio-server-generator
MCP Create Adaptive Cards
Skill converted from mcp-create-adaptive-cards.prompt.md
by github/awesome-copilot / skills/mcp-create-adaptive-cards
MCP Create Declarative Agent
Skill converted from mcp-create-declarative-agent.prompt.md
by github/awesome-copilot / skills/mcp-create-declarative-agent
MCP Developer
Use when building, debugging, or extending MCP servers or clients that connect AI systems with external tools and data sources. Invoke to implement tool handlers, configure resource providers, set up stdio/HTTP/SSE transport layers, validate schemas with Zod or Pydantic, debug protocol compliance issues, or scaffold complete MCP server/client projects using TypeScript or Python SDKs.
by Jeffallan/claude-skills / skills/mcp-developer
Mcp Hub Skill
Access 1200+ AI Agent tools via Model Context Protocol (MCP)
by claude-office-skills/skills / mcp-hub
MCP Integration
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/mcp-integration
MCP M365 Agent Expert
Expert assistant for building MCP-based declarative agents for Microsoft 365 Copilot with Model Context Protocol integration
by github/awesome-copilot / agents/mcp-m365-agent-expert.agent.md
mcporter
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
by NousResearch/hermes-agent / optional-skills/mcp/mcporter
mcporter
List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.
by openclaw/openclaw / skills/mcporter
MCP Security Audit
Audit MCP (Model Context Protocol) server configurations for security issues. Use this skill when: - Reviewing .mcp.json files for security risks - Checking MCP server args for hardcoded secrets or shell injection patterns - Validating that MCP servers use pinned versions (not @latest) - Detecting unpinned dependencies in MCP server configurations - Auditing which MCP servers a project registers and whether they're on an approved list - Checking for environment variable usage vs. hardcoded credentials in MCP configs - Any request like "is my MCP config secure?", "audit my MCP servers", or "check .mcp.json" keywords: [mcp, security, audit, secrets, shell-injection, supply-chain, governance]
by github/awesome-copilot / skills/mcp-security-audit
Md To Docx
Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images — pure JavaScript, no external tools required
by github/awesome-copilot / skills/md-to-docx
Md To Office
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by claude-office-skills/skills / md-to-office
Measure Dashboard Requirements
Specifies requirements for an analytics dashboard including metrics, visualizations, filters, and data sources. Use when requesting dashboards from data teams, defining KPI tracking, or documenting reporting needs.
by product-on-purpose/pm-skills / skills/measure-dashboard-requirements
Measure Experiment Design
Designs an A/B test or experiment with variants, success metrics, sample size, and duration for an existing hypothesis. Use when planning an experiment to validate a product change or test an assumption you have already framed. To articulate the hypothesis itself first, use define-hypothesis.
by product-on-purpose/pm-skills / skills/measure-experiment-design
Measure Experiment Results
Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations. Use after experiments conclude to communicate findings, inform decisions, and build organizational knowledge.
by product-on-purpose/pm-skills / skills/measure-experiment-results
Measure Instrumentation Spec
Specifies event tracking and analytics instrumentation requirements for a feature. Use when defining what data to collect, ensuring consistent tracking implementation, or documenting analytics requirements for engineering.
by product-on-purpose/pm-skills / skills/measure-instrumentation-spec
Measure Okr Grader
Scores completed OKR sets at cycle close with KR-level scoring per the canonical OKR type enum (committed | aspirational | learning | operational_health | compliance_or_safety), committed-vs-aspirational interpretation, evidence quality assessment, learning synthesis, and next-cycle recommendations. Refuses to retroactively change targets or shrink committed scope, average away guardrail KRs, treat 0.7 as success for committed or compliance_or_safety KRs, equate effort with impact, or use scores for individual performance. Hands off to iterate-lessons-log, iterate-retrospective, define-hypothesis, measure-dashboard-requirements, measure-instrumentation-spec, and foundation-okr-writer.
by product-on-purpose/pm-skills / skills/measure-okr-grader
Medchem
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/medchem
Medchem
Medicinal chemistry filters for compound triage. Apply drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL), complexity metrics, and the medchem query language for library filtering.
by K-Dense-AI/scientific-agent-skills / skills/medchem
Media Accessibility
Video, audio, and streaming media accessibility specialist. Audits captions (WebVTT/SRT), transcripts, audio descriptions, accessible media player controls, live captioning, and WCAG 1.2.x time-based media criteria.
by Community-Access/accessibility-agents / codex-skills/media-accessibility
Medusa
Medusa headless commerce - modules, workflows, API routes, admin UI
by alinaqi/maggy / skills/medusa
Meeting Analyzer
Analyzes meeting transcripts and recordings to surface behavioral patterns, communication anti-patterns, and actionable coaching feedback. Use this skill whenever the user uploads or points to meeting transcripts (.txt, .md, .vtt, .srt, .docx), asks about their communication habits, wants feedback on how they run meetings, requests speaking ratio analysis, mentions filler words or conflict avoidance, or wants to compare their communication across time periods. Also trigger when users mention tools like Granola, Otter, Fireflies, or Zoom transcripts. Even if the user just says "look at my meetings" or "how do I come across in meetings" — use this skill.
by alirezarezvani/claude-skills / project-management/skills/meeting-analyzer
Meeting Briefing
Prepare structured briefings for meetings with legal relevance and track resulting action items. Use when preparing for contract negotiations, board meetings, compliance reviews, or any meeting where legal context, background research, or action tracking is needed.
by anthropics/knowledge-work-plugins / legal/skills/meeting-briefing
Meeting Intelligence
Prepare for meetings by gathering context and creating comprehensive agendas
by tommy-ca/notion-skills / plugins/notion-skills/skills/meeting-intelligence
Meeting Minutes
Generate concise, actionable meeting minutes for internal meetings. Includes metadata, attendees, agenda, decisions, action items (owner + due date), and follow-up steps.
by github/awesome-copilot / skills/meeting-minutes
Meeting Minutes Taker
Meeting Minutes Taker linked from Daymade Claude Code Skills, with the upstream skill instructions available on GitHub.
by daymade/claude-code-skills / daymade-docs/meeting-minutes-taker
Meeting Minutes Taker
Transforms raw meeting transcripts into high-fidelity, structured meeting minutes (notes / summaries). Use when (1) a meeting transcript is provided and meeting minutes, notes, or a summary are requested; (2) multiple versions of minutes must be merged without losing content; (3) existing minutes need review against the original transcript for missing items; (4) the transcript has anonymous speakers like "Speaker 1/2/3" or "发言人1" that need identifying (optionally mapped via a context.md team directory). Triggers on 会议纪要 / 会议记录 / 整理纪要 / 妙记转纪要, "write meeting minutes", "summarize this meeting", "merge these minutes", "what's missing from these notes". For fixing ASR/STT recognition errors in the raw transcript first, use transcript-fixer; this skill structures clean transcripts into minutes.
by daymade/claude-code-skills / daymade-audio/meeting-minutes-taker
Meeting Notes
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by claude-office-skills/skills / meeting-notes
Meeting Notes to Gmail Summary
Converts meeting notes or transcripts into structured summary emails and creates Gmail drafts addressed to all attendees. Prerequisites: gcloud, curl, jq, base64.
by AgentArmory
Meme Generation
Generate real meme images by picking a template and overlaying text with Pillow. Produces actual .png meme files.
by NousResearch/hermes-agent / optional-skills/creative/meme-generation
Memento Flashcards
Spaced-repetition flashcard system. Create cards from facts or text, chat with flashcards using free-text answers graded by the agent, generate quizzes from YouTube transcripts, review due cards with adaptive scheduling, and export/import decks as CSV.
by NousResearch/hermes-agent / optional-skills/productivity/memento-flashcards
Memory Bank
Coding standards, domain knowledge, and preferences that AI should follow.
by github/awesome-copilot / instructions/memory-bank.instructions.md
Memory Forensics
Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analyzing memory dumps, investigating incidents, or performing malware analysis from RAM captures.
by wshobson/agents / plugins/reverse-engineering/skills/memory-forensics
Memory Management
Two-tier memory system that makes Claude a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so Claude understands requests like a colleague would. CLAUDE.md for working memory, memory/ directory for the full knowledge base.
by anthropics/knowledge-work-plugins / productivity/skills/memory-management
Memory Merger
Merges mature lessons from a domain memory file into its instruction file. Syntax: `/memory-merger >domain [scope]` where scope is `global` (default), `user`, `workspace`, or `ws`.
by github/awesome-copilot / skills/memory-merger
Memory Safety Patterns
Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, managing resources, or preventing memory bugs.
by wshobson/agents / plugins/systems-programming/skills/memory-safety-patterns
Memory Systems
This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route file-backed scratchpads to filesystem-context, handoff summaries to context-compression, and token-efficiency tactics to context-optimization.
by guanyang/antigravity-skills / skills/memory-systems
Mend
Remediating known failure patterns automatically. Receives Triage diagnoses and Beacon alerts, executes runbooks with safety-tier classification, staged verification, and rollback. Use when automated incident remediation is needed.
by simota/agent-skills / mend
Mental Health Analyzer
分析心理健康数据、识别心理模式、评估心理健康状况、提供个性化心理健康建议。支持与睡眠、运动、营养等其他健康数据的关联分析。
by huifer/WellAlly-health / .claude/skills/mental-health-analyzer
Mentoring Juniors
Socratic mentoring for junior developers and AI newcomers. Guides through questions, never answers. Triggers: "help me understand", "explain this code", "I'm stuck", "Im stuck", "I'm confused", "Im confused", "I don't understand", "I dont understand", "can you teach me", "teach me", "mentor me", "guide me", "what does this error mean", "why doesn't this work", "why does not this work", "I'm a beginner", "Im a beginner", "I'm learning", "Im learning", "I'm new to this", "Im new to this", "walk me through", "how does this work", "what's wrong with my code", "what's wrong", "can you break this down", "ELI5", "step by step", "where do I start", "what am I missing", "newbie here", "junior dev", "first time using", "how do I", "what is", "is this right", "not sure", "need help", "struggling", "show me", "help me debug", "best practice", "too complex", "overwhelmed", "lost", "debug this", "/socratic", "/hint", "/concept", "/pseudocode". Progressive clue systems, teaching techniques, and success metrics.
by github/awesome-copilot / skills/mentoring-juniors
Mentor mode instructions
Help mentor the engineer by providing guidance and support.
by github/awesome-copilot / agents/mentor.agent.md
Merge And Cleanup Skill
Merge And Cleanup Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.
by julianobarbosa/claude-code-skills / skills/merge-and-cleanup-skill
Merge Duplicate Companies
Identify duplicate company records by domain and name, export audit CSVs for review, and guide merging. API for discovery, third-party tools or manual UI for merging (HubSpot has no bulk merge API).
by TomGranot/hubspot-admin-skills / skills/merge-duplicate-companies
Merge To Main Skill
Merge To Main Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.
by julianobarbosa/claude-code-skills / skills/merge-to-main-skill
Mermaid Diagram
Generate Mermaid diagrams from user requirements. Save .mmd and .md files to figures/ with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and many more diagram types.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/mermaid-diagram
Mermaid Diagram
Generate Mermaid diagrams from user requirements. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/mermaid-diagram
Mermaid Tools
Extracts Mermaid diagrams from markdown files and generates high-quality PNG images using bundled scripts. Activates when working with Mermaid diagrams, converting diagrams to PNG, extracting diagrams from markdown, or processing markdown files with embedded Mermaid code.
by daymade/claude-code-skills / daymade-docs/mermaid-tools
Mesh Generation
Plan and evaluate mesh generation for numerical simulations — estimate grid resolution from physics scales (interface width, boundary layers, wavelengths), check aspect ratios and skewness against quality thresholds, choose between structured, unstructured, and adaptive mesh refinement strategies, and compute grid sizing for 1D/2D/3D domains. Use when setting up a new mesh, diagnosing poor solver convergence caused by mesh quality, deciding how many points to place across a phase-field interface or boundary layer, or preparing a mesh convergence study, even if the user only asks "what resolution do I need" or "why is my solver failing."
by HeshamFS/materials-simulation-skills / skills/core-numerical/mesh-generation
Messages
Messages linked from GitHub Agentic Workflows skills and agent definitions, with the upstream skill instructions available on GitHub.
by github/gh-aw / skills/messages
Metabolomics Workbench Database
Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/metabolomics-workbench-database
Metadata Optimization
When the user wants to optimize App Store metadata — title, subtitle, keyword field, or description. Also use when the user mentions "optimize my title", "ASO metadata", "keyword field", "character limits", "app description", or "write my subtitle". For keyword discovery, see keyword-research. For full ASO audits, see aso-audit.
by Eronred/aso-skills / skills/metadata-optimization
Meta Optimize
Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/meta-optimize
Meta-Optimize: Outer-Loop Harness Optimization for ARIS
Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/meta-optimize
Metric Calculator
Compute well-defined metrics from existing formulas, datasets, or test outputs. Use as an explicit/manual helper when the metric definition is already known, not for choosing the overall analysis owner or dashboard strategy.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/metric-calculator
Metric Creation
Guides you step-by-step through defining a business metric (aggregation) on a Honeydew entity. Covers SQL expression building and pushes to Honeydew via the MCP tools.
by honeydew-ai/honeydew-ai-coding-agents-plugins / skills/metric-creation
Metrics Dashboard
Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan.
by phuryn/pm-skills / pm-product-discovery/skills/metrics-dashboard
Metrics Review
Review and analyze product metrics with trend analysis and actionable insights. Use when running a weekly, monthly, or quarterly metrics review, investigating a sudden spike or drop, comparing performance against targets, or turning raw numbers into a scorecard with recommended actions.
by anthropics/knowledge-work-plugins / product-management/skills/metrics-review
Microservices Architect
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing microservices patterns — including service boundaries, DDD, saga patterns, event sourcing, CQRS, service mesh, or distributed tracing.
by Jeffallan/claude-skills / skills/microservices-architect
Microservices Patterns
Design microservices architectures with service boundaries, event-driven communication, and resilience patterns. Use when building distributed systems, decomposing monoliths, or implementing microservices.
by wshobson/agents / plugins/backend-development/skills/microservices-patterns
Microsoft 365 Declarative Agents Development Guidelines
Comprehensive development guidelines for Microsoft 365 Copilot declarative agents with schema v1.5, TypeSpec integration, and Microsoft 365 Agents Toolkit workflows
by github/awesome-copilot / instructions/declarative-agents-microsoft365.instructions.md
Microsoft Agent Framework
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
by github/awesome-copilot / skills/microsoft-agent-framework
Microsoft Code Reference
Look up Microsoft API references, find working code samples, and verify SDK code is correct. Use when working with Azure SDKs, .NET libraries, or Microsoft APIs—to find the right method, check parameters, get working examples, or troubleshoot errors. Catches hallucinated methods, wrong signatures, and deprecated patterns by querying official docs.
by github/awesome-copilot / skills/microsoft-code-reference
Microsoft Docs
Understand Microsoft technologies by querying official documentation. Use whenever the user asks how something works, wants tutorials, needs configuration options, limits, quotas, or best practices for any Microsoft technology (Azure, .NET, M365, Windows, Power Platform, etc.)—even if they don't mention "docs." If the question is about understanding a concept rather than writing code, this is the right skill.
by microsoft/skills / .github/skills/microsoft-docs
Microsoft Docs
Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. Uses Microsoft Learn MCP as the default, with Context7 and Aspire MCP for content that lives outside learn.microsoft.com.
by github/awesome-copilot / skills/microsoft-docs
Microsoft Foundry
Deploy, evaluate, fine-tune, and manage Foundry agents end-to-end with azd: hosted agent scaffold/run/deploy, prompt agent create, batch eval, continuous eval, prompt optimizer, Agent Optimizer scaffold, agent.yaml, dataset curation from traces, model fine-tuning (SFT/DPO/RFT). USE FOR: azd ai agent, azd provision/deploy, deploy agent, hosted agent, create agent, add tool to agent, invoke agent, evaluate agent, continuous eval, continuous monitoring, optimize prompt, improve prompt, optimize agent instructions, agent optimizer, deploy model, Foundry project, RBAC, role assignment, permissions, quota, capacity, region, troubleshoot agent, deployment failure, AI Services, create Foundry resource, provision, knowledge index, customize deployment, onboard, availability, fine-tune, SFT, DPO, RFT, training-data, grader, distillation, fine-tuned model, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure-prepare).
by microsoft/skills / .github/plugins/azure-skills/skills/microsoft-foundry
Microsoft Learn Contributor
Microsoft Learn Contributor chatmode for editing and writing Microsoft Learn documentation following Microsoft Writing Style Guide and authoring best practices.
by github/awesome-copilot / agents/microsoft_learn_contributor.agent.md
Microsoft Skill Creator
Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft technology, library, framework, or service (Azure, .NET, M365, VS Code, Bicep, etc.). Investigates topics deeply, then generates a hybrid skill storing essential knowledge locally while enabling dynamic deeper investigation.
by github/awesome-copilot / skills/microsoft-skill-creator
Microsoft Store Developer CLI (msstore)
Microsoft Store Developer CLI (msstore) for publishing Windows applications to the Microsoft Store. Use when asked to configure Store credentials, list Store apps, check submission status, publish submissions, manage package flights, set up CI/CD for Store publishing, or integrate with Partner Center. Supports Windows App SDK/WinUI, UWP, .NET MAUI, Flutter, Electron, React Native, and PWA applications.
by github/awesome-copilot / skills/msstore-cli
Microsoft Study and Learn
Activate your personal Microsoft/Azure tutor - learn through guided discovery, not just answers.
by github/awesome-copilot / agents/microsoft-study-mode.agent.md
Microsoft Teams Automation
Automate Microsoft Teams messaging, meetings, channels, and workflow integrations
by claude-office-skills/skills / microsoft-teams
Migrate to Shoehorn
Migrate test files from `as` type assertions to @total-typescript/shoehorn. Use when user mentions shoehorn, wants to replace `as` in tests, or needs partial test data.
by mattpocock/skills / skills/misc/migrate-to-shoehorn
Migrate XML Views To Jetpack Compose
Provides a structured workflow for migrating an Android XML View to Jetpack Compose. This skill details the step-by-step process, from planning and dependency setup, to theming and layout migration, validation and XML cleanup. Use this skill when you need to migrate an XML View to Jetpack Compose in an Android project. It solves the problem of converting the UI of a legacy XML View into modern, declarative Compose components while maintaining interoperability.
by android/skills / jetpack-compose/migration/migrate-xml-views-to-jetpack-compose
Migrating Dbt Core To Fusion
Use when a user needs help triaging dbt-core to Fusion migration errors. Runs dbt-autofix first, then classifies remaining errors into actionable categories (auto-fixable, guided fixes, needs input, blocked).
by dbt-labs/dbt-agent-skills / skills/dbt-migration/skills/migrating-dbt-core-to-fusion
Migrating Dbt Project Across Platforms
Use when migrating a dbt project from one data platform or data warehouse to another (e.g., Snowflake to Databricks, Databricks to Snowflake) using dbt Fusion's real-time compilation to identify and fix SQL dialect differences.
by dbt-labs/dbt-agent-skills / skills/dbt-migration/skills/migrating-dbt-project-across-platforms
Migrating Oracle To Postgres Stored Procedures
Migrates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL. Translates Oracle-specific syntax, preserves method signatures and type-anchored parameters, leverages orafce where appropriate, and applies COLLATE "C" for Oracle-compatible text sorting. Use when converting Oracle stored procedures or functions to PostgreSQL equivalents during a database migration.
by github/awesome-copilot / skills/migrating-oracle-to-postgres-stored-procedures
Migrating To Modifier Node
Use this skill to author new custom Jetpack Compose modifiers and migrate legacy ones from Modifier.composed { } to Modifier.Node + ModifierNodeElement<T>. Covers the persistent-node lifecycle (onAttach, onDetach, onReset, coroutineScope), the specialized node interfaces (DrawModifierNode, LayoutModifierNode, SemanticsModifierNode, PointerInputModifierNode, CompositionLocalConsumerModifierNode, LayoutAwareModifierNode, GlobalPositionAwareModifierNode, ObserverModifierNode, DelegatingNode, TraversableNode), why ModifierNodeElement MUST be a data class for diffing, and the manual-invalidation knobs (invalidateDraw, invalidateMeasurement, invalidatePlacement, shouldAutoInvalidate). Use when the developer mentions Modifier.composed, custom modifier, ModifierNodeElement, Modifier.Node, "rewriting our drawBehind helper", node lifecycle, or sees Modifier.composed { } in a code review.
by skydoves/compose-performance-skills / modifiers/migrating-to-modifier-node
miles: Enterprise-Grade RL for Large-Scale Model Training
Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum throughput.
by Orchestra-Research/AI-Research-SKILLs / 06-post-training/miles
Mimir
Guide for implementing Grafana Mimir - a horizontally scalable, highly available, multi-tenant TSDB for long-term storage of Prometheus metrics. Use when configuring Mimir on Kubernetes, setting up Azure/S3/GCS storage backends, troubleshooting authentication issues, or optimizing performance.
by julianobarbosa/claude-code-skills / skills/mimir
Mimir Skill
Mimir Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.
by julianobarbosa/claude-code-skills / skills/mimir-skill
Minecraft Modpack Server
Host modded Minecraft servers (CurseForge, Modrinth).
by NousResearch/hermes-agent / optional-skills/gaming/minecraft-modpack-server
Minecraft Modpack Server Setup
Host modded Minecraft servers (CurseForge, Modrinth).
by NousResearch/hermes-agent / skills/gaming/minecraft-modpack-server
Minecraft Plugin Development
Use this skill when building or modifying Minecraft server plugins for Paper, Spigot, or Bukkit, including plugin.yml setup, commands, listeners, schedulers, player state, team or arena systems, persistent progression, economy or profile data, configuration files, Adventure text, and version-safe API usage. Trigger for requests like "build a Minecraft plugin", "add a Paper command", "fix a Bukkit listener", "create plugin.yml", "implement a minigame mechanic", "add a perk or quest system", or "debug server plugin behavior".
by github/awesome-copilot / skills/minecraft-plugin-development
Mini Context Graph
A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph. Ingest documents once — the LLM writes wiki pages, extracts entities/relations into the graph, and stores raw content for evidence retrieval. Knowledge accumulates and cross-references; it is never re-derived from scratch.
by github/awesome-copilot / skills/mini-context-graph
Minimalist UI
Clean editorial-style interfaces. Warm monochrome palette, typographic contrast, flat bento grids, muted pastels. No gradients, no heavy shadows.
by Leonxlnx/taste-skill / skills/minimalist-skill
Mint
Generating test data and fixtures. Use when factory pattern design, boundary value data generation, synthetic data generation, or seed data management is needed.
by simota/agent-skills / mint
Mirrord CI
Help users set up mirrord in CI pipelines for testing against real Kubernetes environments. Use when users want to run end-to-end tests, integration tests, or automated tests in CI using mirrord to connect to staging/shared clusters.
by metalbear-co/skills / skills/mirrord-ci
Mirrord Config
Helps users generate, edit, and validate mirrord.json configuration files for mirrord (MetalBear). Use when the user wants to connect their local process to a Kubernetes environment, configure features (env/fs/network), or needs feedback on an existing mirrord.json. Always ensures output JSON is valid and schema-conformant.
by metalbear-co/skills / skills/mirrord-config
Mirrord DB Branching
Helps users configure mirrord.json for database branching, enabling isolated database copies for safe development and testing. Use when the user wants to set up MySQL or PostgreSQL branching, configure copy modes, IAM authentication, or manage database branches.
by metalbear-co/skills / skills/mirrord-db-branching
Mirrord Kafka
Helps DevOps engineers configure mirrord Operator's Kafka queue splitting feature end-to-end. Generates MirrordKafkaClientConfig and MirrordKafkaTopicsConsumer Kubernetes CRD YAMLs, the matching mirrord.json split_queues section, and Helm value guidance. Use this skill whenever the user mentions Kafka splitting with mirrord, MirrordKafkaClientConfig, MirrordKafkaTopicsConsumer, Kafka queue splitting, Kafka topic splitting, configuring mirrord with Kafka, setting up Kafka for mirrord operator, or troubleshooting Kafka splitting sessions. Also trigger when users mention split_queues with queue_type Kafka, or ask about connecting mirrord to a Kafka cluster. This is a Team/Enterprise feature of mirrord.
by metalbear-co/skills / skills/mirrord-kafka
Mirrord Operator
Help users install and configure the mirrord operator for team environments. Use when users ask about operator setup, Helm installation, licensing, or multi-user mirrord deployments.
by metalbear-co/skills / skills/mirrord-operator
Mirrord Quickstart
Guide users from zero to their first working mirrord session. Use when a user is new to mirrord, wants to install it, or needs help running their first session connecting to a Kubernetes cluster.
by metalbear-co/skills / skills/mirrord-quickstart
Mix Engineer
Polishes raw Suno audio by processing per-stem WAVs (vocals, backing_vocals, drums, bass, guitar, keyboard, strings, brass, woodwinds, percussion, synth, other) with targeted cleanup, EQ, and compression, then remixing into a polished stereo WAV ready for mastering. Use after audio import and before mastering.
by bitwize-music-studio/claude-ai-music-skills / skills/mix-engineer
Mkdocs
Build project documentation sites with MkDocs static site generator. USE WHEN user mentions mkdocs, documentation site, docs site, project documentation, OR wants to create, configure, build, or deploy documentation using Markdown. Covers installation, configuration, theming, plugins, and deployment.
by julianobarbosa/claude-code-skills / skills/mkdocs
Mkdocs Skill
Mkdocs Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.
by julianobarbosa/claude-code-skills / skills/mkdocs-skill
Mkdocs Translations
Generate a language translation for a mkdocs documentation stack.
by github/awesome-copilot / skills/mkdocs-translations
ML Data Leakage Guard
Detects and prevents data leakage in machine learning and mathematical modeling. Use after ML tasks involving data cleaning, feature engineering, data augmentation, algorithm development, normalization, missing value imputation, dimensionality reduction, feature selection, or time series modeling. Checks if features/statistics would be available at prediction time.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/ml-data-leakage-guard
MLflow: ML Lifecycle Management Platform
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform
by Orchestra-Research/AI-Research-SKILLs / 13-mlops/mlflow
ML Paper Writing
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, ASPLOS, SOSP), use systems-paper-writing instead.
by Orchestra-Research/AI-Research-SKILLs / 20-ml-paper-writing/ml-paper-writing