Skills

L

llm-inference-batching-scheduler

letta-ai / skills

Guidance for optimizing LLM inference request batching and scheduling problems. This skill applies when designing batch schedulers that minimize cost while meeting latency and padding constraints, involving trade-offs between batch count, shape selection, and padding ratios. Use when the task involves grouping requests by sequence lengths, managing shape compilation costs, or optimizing multi-objective scheduling with hard constraints.

M

make-interfaces-feel-better

watermeloncorp / watermelon-platform

Design engineering principles for making interfaces feel polished. Use when building UI components, reviewing frontend code, implementing animations, hover states, shadows, borders, typography, micro-interactions, enter/exit animations, or any visual detail work. Triggers on UI polish, design details, "make it feel better", "feels off", stagger animations, border radius, optical alignment, font smoothing, tabular numbers, image outlines, box shadows.

M

marimo-notebooks

pymc-labs / agent-skills

ALWAYS use when: creating/editing marimo notebooks, working with any .py file containing @app.cell decorators, building reactive Python notebooks, doing exploratory data analysis in notebook form, converting Jupyter (.ipynb) to marimo, or when user mentions "marimo", "reactive notebook", or asks for an interactive Python notebook. Covers marimo CLI (edit, run, convert, export), UI components (mo.ui.*), layout functions, SQL integration, caching, state management, and wigglystuff widgets. If a task involves notebooks and Python, invoke this skill first.

M

mastering-postgresql

spillwavesolutions / mastering-postgresql-agent-skill

PostgreSQL development for Python with full-text search (tsvector, tsquery, BM25 via pg_search), vector similarity (pgvector with HNSW/IVFFlat), JSONB and array indexing, and production deployment. Use when creating search features, storing AI embeddings, querying vector similarity, optimizing PostgreSQL indexes, or deploying to AWS RDS/Aurora, GCP Cloud SQL/AlloyDB, or Azure. Covers psycopg2, psycopg3, asyncpg, SQLAlchemy integration, Docker development setup, and index selection strategies. Triggers are Use "PostgreSQL search", "pgvector", "BM25 postgres", "JSONB index", "psycopg", "asyncpg", "PostgreSQL Docker", "AlloyDB vector". Does NOT cover - DBA administration (backup, replication, users), MySQL/MongoDB/Redis, schema design theory, stored procedures.

M

mastra-embeded-docs-look-up

mastra-ai / skills

Look up Mastra API documentation embedded in node_modules/@mastra/*/dist/docs/ for accurate API signatures. Use for Agent, Workflow, Tool, Memory configuration questions and code validation.

M

matlab-read-documentation

matlab / matlab-agentic-toolkit

Guides the agent to reference official MathWorks Documentation and Help. Determine correct function syntax and workflows from user guides when deeper context is needed. Minimize iterations and repetitive trial and error. Use this skill to: Identify correct syntax and configuration details. Retrieve relevant, version-specific (or release-specific) information from official documentation. Consult user guides when conceptual or workflow context is needed. Apply best practices.

M

matrixscan-batch-cordova

scandit / skills

Cordova MatrixScan Batch (scandit-cordova-datacapture-* plugins) — MatrixScan, BarcodeBatch, legacy BarcodeTracking — tracking and scanning multiple barcodes at once with basic/advanced AR overlays. Use for integration, settings and symbologies, per-barcode brushes, TrackedBarcodeView annotations, lifecycle, SDK version migration, or troubleshooting.

M

matrixscan-count-cordova

scandit / skills

Cordova MatrixScan Count (BarcodeCount) — plugin scandit-cordova-datacapture-barcode. Counting and receiving workflows (scan-and-count, inventory count, scan against a capture list, status mode, tap-to-uncount) with BarcodeCountView in Cordova apps. For Capacitor use matrixscan-count-capacitor. Use for integration, symbology configuration, view customization, result handling, SDK version migration, or troubleshooting counting workflows.

M

maui-aspire

davidortinau / maui-skills

Guide for .NET MAUI apps consuming .NET Aspire-hosted backend services. Covers AppHost configuration, service discovery for mobile clients, HttpClient DI setup, Entra ID authentication with MSAL.NET for calling protected APIs, development workflow (Aspire dashboard + MAUI debugging), Blazor Hybrid considerations, and platform-specific networking for Android emulators and iOS simulators. USE FOR: "MAUI with Aspire", "Aspire service discovery", "AppHost MAUI", "Aspire backend", "MAUI Aspire networking", "mobile Aspire", "Aspire dashboard MAUI". DO NOT USE FOR: standalone REST API calls without Aspire (use maui-rest-api), authentication without Aspire (use maui-authentication), or Aspire-only projects without MAUI.

M

mb-from-prd

mrvladd-d / memobank

Turn a PRD into a traceable Memory Bank with product, requirements, epics, and features.

M

mcp-openmsx-usage

nataliapc / mcp-openmsx

Control and automate the openMSX emulator for MSX / MSX2 retro development. Covers Z80 and R800 assembly debugging, Z80 CPU inspection, VDP (V9938/V9958) programming, PSG sound, MSX-BASIC development, ROM/disk/tape media management, screen capture, breakpoints, memory inspection, and SDCC C development workflows. Use when direct openMSX emulator interaction is required or MSX technical information is needed.

M

mcp-server-shipping

theodoread / agent-skills

Use when building, installing or registering a personal MCP server — adding its `[project.scripts]` entry point, installing it with `uv tool install` from a local checkout or straight from git instead of publishing to PyPI, registering it with `claude mcp add` and choosing local/project/user scope, switching between an editable dev install and a released one without re-registering, and the per-repo dev loop (`inv dev-env.setup`, `inv quality.precommit`, why automation needs `uv run inv`) for the repos that produce these servers.

M

merge-change

jan-jan / guardrails

The compliance chokepoint - integrate a change into the base branch as one verified, signed squash merge. Use when develop-change is done, to integrate the change.

M

mermaid-class-diagram-generator

jeremylongshore / tons-of-skills-marketplace

Generate mermaid class diagram generator operations. Auto-activating

M

mex

akillness / jeo-skills

Drive mex (`mex-agent`), persistent project memory and code graphs for AI coding agents. One command scaffolds a living wiki, builds a deterministic code graph, and installs a project anchor file (CLAUDE.md, root AGENTS.md, .cursorrules, .windsurfrules, copilot-instructions.md, or .opencode/opencode.json) that your agent auto-loads as a standing rule document. Use when the user wants to `mex setup` a new project, build a symbol-grounded wiki, keep knowledge connected to implementation, route relevant context to agents, or run drift detection (`mex check`, `mex sync`). Triggers on: "mex setup", "project memory", "code graphs", "codebase documentation", "drift detection", "agent memory", "structured scaffolds", "architectural context", "living wiki", "project anchor file".

M

migration-master

gravito-framework / gravito

Specialized in database migrations and data seeding. Trigger this when creating tables, modifying schemas, or preparing initial data.

M

miniapp-design

muzhicaomingwang / ai-ideas

Mini program page design and code generation workflow. Triggers when the user mentions "modify page", "update UI", "add component", "adjust layout", "generate code", or "mini program design". Applies to page design iterations, UI component development, and style adjustments for the TeamVenture mini program.

M

minimal-web-baas-demo

tencentcloudbase / skills

Fast path for a minimal CloudBase Web + database demo (minimal frontend/backend / minimal viable fullstack / Lovable-like BaaS). Defaults to @cloudbase/js-sdk client CRUD (NoSQL app.database / PG app.rdb), MCP-only schema, preview-first, and forbids cloud functions unless secrets, cron/background jobs, or logic that security rules/RLS cannot express. Use for building a demo, guestbook, Todo, Notes, Kanban, or when users say “with cloud functions + cloud database” but only need CRUD. NOT for production multi-service backends, CloudRun, WeChat Mini Programs, or tasks that truly need server secrets.

M

minimax

terrylica / cc-skills

MiniMax M-series production wiring patterns for the OpenAI-compatible API at api.minimax.io. TRIGGERS - MiniMax, MiniMax-M2.7, Hailuo

M

mol

b-on-g / mol_skill

Build or modify apps with $mol/MAM and related stack. Use when the user asks how to do something in $mol (view.tree, view.ts, css.ts), how to structure a MAM module, how to connect Giper Baza, how to build/admin apps on Giper Baza, or how to package/run with Tauri. Triggers include queries like "как на моле сделать …", "$mol view.tree", "MAM структура", "Giper Baza CRUD/roles/auth", "админка на Giper Baza", or "Tauri + $mol".

M

monorepo-cli

dl-alexandre / skills

Manage the CLI tools monorepo using helper scripts. Use when checking CI status, release commits, or managing multiple CLI projects.

M

moralis-data-api

novnski / onchain-skills

Query Web3 blockchain data from Moralis API. Use when user asks about wallet data, token data, NFTs, DeFi positions, entity labels, blocks, transactions, Universal multi-chain data, or Bitcoin address/xpub data. Supports EVM, Solana, Universal, and Bitcoin paths. NOT for real-time streaming - use moralis-streams-api instead.

M

Multi-AI Consultant

jackspace / claudeskillz

Consult external AIs (Gemini 2.5 Pro, OpenAI Codex, fresh Claude) for second opinions when stuck on bugs or making architectural decisions. Use when: debugging attempts have failed, making significant architectural choices, security concerns, or need fresh perspective. Automatically suggests consultation after one failed attempt. Provides synthesis comparing multiple AI perspectives with web research, thinking mode, and repo-aware analysis.

M

multi-tenancy

rrezartprebreza / spring-boot-skills

Use when implementing tenant resolution, database or schema isolation, tenant-aware JPA, reactive tenant context, migrations, caching, jobs, or authorization in Spring Boot 3.

M

mvc-architecture

ds-codi / project-memory-mcp

Use this skill when implementing Model-View-Controller architecture. Covers core MVC principles, layer separation, dependency injection, event-driven communication, and patterns for controllers, models, and views.

N

n-plus-one-prevention

yanko-belov / code-craft

Use when fetching related data in loops. Use when seeing multiple queries for one request. Use when database is slow on list endpoints.

N

nanostack

garagon / nanostack

Use when the user asks about available workflow skills, wants an overview of the engineering workflow, or references "nanostack". Also triggers on /nanostack.

N

native-to-weapp-vite-wevu-migration

weapp-vite / weapp-vite

A structured migration workflow for moving native mini program projects to `weapp-vite + wevu + Vue SFC`, covering phased rollout, behavior-equivalent conversion, typed props/events migration, platform guards, plus migration-oriented e2e verification and rollback checkpoints. Use for scenarios such as "migrating native to weapp-vite", "setData refactoring", "migration rollback strategy", or "how to test migration e2e".

N

next16-expert

yuniorglez / gemini-elite-core

Senior specialist in Next.js 16.1.1, React 19.2, and Gemini Elite Standards. Focus on Proxy & Cache paradigm and PPR.

N

nextauth

claude-dev-suite / claude-dev-suite

NextAuth.js authentication for Next.js. Covers providers, sessions, and callbacks. Use for Next.js authentication. USE WHEN: user mentions "NextAuth", "Next.js auth", "Auth.js", asks about "Next.js authentication", "App Router auth", "next-auth", "authentication providers" DO NOT USE FOR: generic OAuth (use oauth2 skill), JWT implementation (use jwt skill), non-Next.js projects, Express/Fastify auth

N

nextjs-developer

zebbern / claude-code-guide

Use when building Next.js 14+ applications with App Router, server components, or server actions. Invoke for full-stack features, performance optimization, SEO implementation, production deployment.

N

node-release

paldom / node-skills

Cuts and automates npm releases - Changesets, semantic-release or release-please, npm trusted publishing (OIDC) with provenance, the first-publish bootstrap, staged publishing, changelogs and tags. Use when the user asks to release, version, publish to npm, or remove tokens from publish workflows. Not for package exports/bundling artifacts or verifying dependency provenance.

N

npm-package-comparator

tinyfish-io / tinyfish-cookbook

Compare two or more npm packages side by side using live data — downloads, bundle size, GitHub stars, last update, known vulnerabilities, and community sentiment. Use this skill when a user asks 'zustand vs jotai vs redux', 'compare react-query and swr', 'which state management library should I use', 'what's the difference between X and Y', 'is X better than Y for my use case', 'help me choose between these packages', or any request to compare npm packages or decide between JavaScript libraries.

N

npm-scripts-optimizer

jeremylongshore / tons-of-skills-marketplace

Optimize npm scripts optimizer operations. Auto-activating skill

N

numpy-numerics

soljourner / claude-engineering-skills

Numerical array operations for velocity fields, pump curves, and matrix calculations

O

om-sync-merged-pr-issues

open-mercato / skills

Reconcile recently merged (and recently closed-but-not-merged) PRs with the issue tracker — auto-close issues they authoritatively fix via `fixes`/`closes`/`resolves` keywords or `closingIssuesReferences`, and post informational comments on issues whose PRs were closed without merging. Use for post-merge housekeeping and release prep. Respects claim locks.

O

oma-explanation

first-fluke / oh-my-agent

Create an offline HTML explanation of a code change (diff, PR,

O

oma-refactor

first-fluke / oh-my-agent

Restructure existing code while preserving observable behavior. Use

O

omarchy-plugin

steveclarke / dotfiles

Build or polish an Omarchy (Quattro bar / Quickshell QML) plugin: bar widget, panel, service, settings, marketplace submission. Use for 'omarchy plugin', 'bar widget', 'quickshell panel', or any work in a plugin repo.

O

omniverse-realtime-viewer

promptingcompany / nv-skills

Use as the top-level router for Omniverse Realtime Viewer USD app requests and focused viewer reference documents.

O

open-websearch-maintainer

aas-ee / open-websearch

Maintain and extend the open-websearch MCP server. Trigger when changing search engines, proxy or TLS behavior, tool registration, live parsing behavior, or compatibility and regression behavior inside this repository.

O

openspec-archive-change

pbh-btn / peerbanhelper

Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.

Operate Orca-managed worktrees, folder contexts, terminals, repos, automations, artifacts, skill sharing, worktree comments, and Orca's embedded browser through the `orca` CLI. Use when the user says "$orca-cli", "Orca worktree", "child worktree", "spawn codex/claude in a worktree", "read/wait/send Orca terminal", "handoff" / "handover" / "give this to another agent", "Orca browser", "orca artifacts", or "share skills". Prefer it over raw git worktree, ad hoc PTYs, or Computer Use when Orca state is involved. Use Computer Use only when a visible window needs GUI control that a CLI, filesystem, or API cannot do.

O

overlay

redhat-developer / rhdh-skills

Claude Code skill for RHDH plugin lifecycle management

P

page-template

terrylica / cc-skills

Scaffold a sitemap-organized HTML showcase site (provenance reports, contractor showcases, telemetry dashboards, weekly digests, audit results).

P

parallel-worktrees

codervisor / leanspec

Lightweight, flexible Spec-Driven Development (SDD) for modern AI-powered development

P

patterns

pchalasani / claude-code-tools

Design patterns for the Langroid multi-agent LLM framework. Covers

P

perf

johnlindquist / claude

Performance profiling and optimization. Use for benchmarking code, analyzing performance, running Lighthouse audits, and finding hotspots.

P

performance-profiling

wojons / skills

Analyze system and application performance using Linux kernel-level tools (perf, ftrace, eBPF, SystemTap) and application-level profiling to identify bottlenecks and optimize performance

P

physical-ai-neural-reconstruction

promptingcompany / nv-skills

Router for NVIDIA NuRec/NRE: USDZ rendering, NCore conversion, 3DGS, gRPC sensor sim, PhysicalAI HF datasets. Do NOT use for SimReady or infra setup.

P

physicsnemo-discover

promptingcompany / nv-skills

Official NVIDIA-authored guidance for navigating PhysicsNeMo — pick the model, datapipe, or example for a SciML/AI4Science task (surrogates, forecasting, downscaling, physics-informed, inverse, generative). Points at existing files via live repo search; never writes code. Do NOT use for installation or environment setup, training-loop or other code authoring/scaffolding, contributor/CI/packaging questions, repo-specific questions in physicsnemo-sym/-cfd/-curator, or general (non-physics) ML/PyTorch.

P

pi-agent-rust

evolv3-ai / vibe-skills

Speeds up pi_agent_rust development and verification workflows. Use when editing providers, tools, sessions, extensions, installer/uninstaller logic, or triaging regressions in this repo.

P

pipeline-plugin-development

tencentblueking / bk-ci

Use when developing BK-CI pipeline plugins, such as adding an Atom, writing `task.json`, defining inputs and outputs, handling multilingual runtimes, and debugging and publishing plugins. Prefer this when the user needs to work on the plugin itself rather than the executor or pipeline model.

P

planning-implementation

neekolas / claude-skills

Use when converting architecture or design documents into structured, dependency-ordered implementation task lists for autonomous agent execution via dark-factory

P

platform-database

ravnhq / ai-toolkit

SQL database design, query optimization, and migration safety. Use when

P

platform-frontend

ravnhq / ai-toolkit

Framework-agnostic frontend architecture — state management, components,

Rebuild the website playground browser bundles after changing @geajs/core or @geajs/vite-plugin source. Use when building browser bundles, syncing the playground, or committing changes that affect the playground preview.

P

plugins-management

codealive-ai / ai-driven-development

Create, publish, delete, and submit plugins for coding agents (Claude Code, OpenCode, Devin CLI/Desktop). Use when user wants to (1) create a new plugin with proper structure, (2) create or configure a plugin marketplace, (3) publish plugins to GitHub/GitLab/npm, (4) delete/uninstall plugins, (5) validate plugin structure, or (6) prepare and submit plugins to the official Anthropic directory or the OpenCode ecosystem.

P

plutus-v3-conway

flux-point-studios / cardano-agent-skills

Plutus V3 under Conway: unified context, governance scripts, V2→V3 migration. Conceptual and practical guidance.

P

pm-requirements

julianoczkowski / product-manager

Write market-driven, prioritized product requirements (a Market Requirements Document / MRD) the Pragmatic Institute way. Use when the PM asks for “requirements”, “an MRD”, “what should we build”, “prioritize features”, “market requirements”, or wants development to stop saying “requirements aren't specific enough”. Articulates each requirement as a persona's problem, prioritizes with Market Evidence × Impact, and groups them for delivery. Produces a Market Requirements Document as a Markdown or Word .docx artifact.