AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
-
yunaamelia Skill Prisma ExpertPrisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema issues, migration problems, query performance, relation design, or database connection issues.
-
yunaamelia Bundle Webapp TestingWeb application testing principles. E2E, Playwright, deep audit strategies.
-
yunaamelia Skill Parallel AgentsMulti-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
-
yunaamelia Skill Python PatternsPython development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.
-
yunaamelia Skill Behavioral ModesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.
-
yunaamelia Bundle Game DevelopmentGame development orchestrator. Routes to platform-specific skills based on project needs.
-
yunaamelia Skill Red Team TacticsRed team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
-
yunaamelia Bundle Testing PatternsTesting patterns and principles. Unit, integration, mocking strategies.
-
yunaamelia Bundle I18N LocalizationInternationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.
-
pvillega Skill Uv PythonDeep uv (Astral Python packaging/runtime) operational intuition — project model, lockfile semantics, workspaces, PEP 735 dependency groups, `[tool.uv.sources]`, build-isolation, managed Python, migration from pip/poetry/pipx. Load for uv workflow choices, lockfile behaviour, workspace layout, dependency-source quirks, build-isolation, or migration. Skip for ordinary Python coding, library APIs, or generic packaging primers. Triggers on: "uv lock", "uv sync --frozen", "uv.lock universal resolution", "tool.uv.sources", "dependency-groups PEP 735", "uvx", "no-build-isolation", "UV_LINK_MODE", "PEP 723 inline script".
-
pvillega Skill Audit SkillsAudit installed skills for redundancy with built-in model knowledge. Use when asked to "audit skills", "review my skills", "check skill redundancy", "which skills are useful", "clean up skills", or "are my skills teaching you anything new".
-
yunaamelia Skill Server ManagementServer management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.
-
yunaamelia Bundle Typescript ExpertTypeScript and JavaScript expert with deep knowledge of type-level programming, performance optimization, monorepo management, migration strategies, and modern tooling. Use PROACTIVELY for any TypeScript/JavaScript issues including complex type gymnastics, build performance, debugging, and architectural decisions. If a specialized expert is a better fit, I will recommend switching and stop.
-
yunaamelia Skill Powershell WindowsPowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.
-
yunaamelia Bundle TemplatesProject scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks.
-
yunaamelia Skill Deployment ProceduresProduction deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.
-
yunaamelia Skill Nodejs Best PracticesNode.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.
-
yunaamelia Bundle Vulnerability ScannerAdvanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.
-
yunaamelia Skill Vr ArVR/AR development principles. Comfort, interaction, performance requirements.
-
yunaamelia Skill Documentation TemplatesDocumentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.
-
yunaamelia Skill 3d Games3D game development principles. Rendering, shaders, physics, cameras.
-
yunaamelia Skill Pc GamesPC and console game development principles. Engine selection, platform features, optimization strategies.
-
yunaamelia Skill Web GamesWeb browser game development principles. Framework selection, WebGPU, optimization, PWA.
-
yunaamelia Skill Game AudioGame audio principles. Sound design, music integration, adaptive audio systems.
-
pvillega Skill Threat ModelingApply STRIDE with DFD trust boundaries and DREAD scoring. Use when implementing auth, file uploads, payments, webhooks, OAuth/SSO, APIs, multi-tenant, or external integrations — or when asked for a security review, audit, hardening, or vulnerability assessment. Triggers on: "is this secure", "security review", "make this secure", "harden this", "threat model", "STRIDE", "trust boundary". Use for ANY feature that handles user data, accepts external input, or crosses trust boundaries.
-
tarrragon Bundle Lsp FirstLSP 優先開發策略工具。Use for: (1) 查詢 LSP 操作指令, (2) 配置新語言 LSP 插件, (3) LSP vs MCP 工具選擇決策, (4) 自建 LSP 插件指南。Use when: 需要搜尋符號/定義/引用、想知道 LSP 和 MCP Serena 各自適合什麼場景、新增語言支援需要配置 LSP 時。
-
tarrragon Bundle Agent TeamAgent Teams 協作派發指南。Use when: (1) Agent A 的發現會改變 Agent B 正在進行的工作, (2) 用戶要求使用 team/swarm, (3) 多代理人需即時協商共用介面或 API 契約。涵蓋 team 建立、Ticket-Task 橋接、teammate 入職、生命週期管理。
-
hongbietcode-synthetic-claude Bundle LLM Apps CreatorThis skill should be used when users want to build LLM-powered applications using LangChain. It provides patterns for initializing any LLM provider (OpenAI, Anthropic, Google, xAI), building agent loops with tools, and implementing structured output. Use this skill when users ask to create chatbots, AI agents, or applications that need LLM integration with tool calling or structured responses.
-
alpacalabsllc Bundle StudioArchitecture Studio control plane — initialize or inspect a studio workspace, create and register projects, or route an architecture/AEC task to the right agent or skill. Use when the user runs /as:studio, asks to set up or open their studio, manage its projects, or describes a task without naming a skill.
-
yunaamelia Skill Game DesignGame design principles. GDD structure, balancing, player psychology, progression.
-
yunaamelia Skill MultiplayerMultiplayer game development principles. Architecture, networking, synchronization.
-
yunaamelia Skill Mobile GamesMobile game development principles. Touch input, battery, performance, app stores.
-
involvex Skill Error RecoveryHandle errors, timeouts, and failures in multi-agent workflows. Use when dealing with external model timeouts, API failures, partial success, user cancellation, or graceful degradation. Trigger keywords - "error", "failure", "timeout", "retry", "fallback", "cancelled", "graceful degradation", "recovery", "partial success".
-
j0kz Skill MCP BuilderGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services. Use when building MCP servers to integrate APIs, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
-
j0kz Skill Quick Pr ReviewUniversal pre-PR checklist that works in ANY project, with or without MCP tools
-
ancplua Skill Evaluate PluginAudit a local Claude Code bundle that has .claude-plugin/plugin.json: validate the manifest, lint hooks, check mcp/lsp servers, monitors, and agents, then rank fixes. Use when the user says "audit this", "validate the manifest", "lint the hooks", "why did it score that way", or "benchmark this".
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include web-games, red-team-tactics, audit-skills. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.