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.
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akaihola Bundle MCP To SkillConvert any MCP server into a Claude Skill with 90% context savings. Use this skill when converting an MCP server to a skill to reduce context usage and improve performance.
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intelligentcode-ai Bundle MCP CommonInternal shared helpers for ICA MCP tooling (client/proxy). Not intended to be invoked directly by users.
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i3ringit Skill Pattern Recognition SpecialistUse this agent when you need to analyze code for design patterns, anti-patterns, naming conventions, and code duplication. This agent excels at identifying architectural patterns, detecting code smells, and ensuring consistency across the codebase. <example>Context: The user wants to analyze their codebase for patterns and potential issues.\nuser: "Can you check our codebase for design patterns and anti-patterns?"\nassistant: "I'll use the pattern-recognition-specialist agent to analyze your codebase for patterns, anti-patterns, and code quality issues."\n<commentary>Since the user is asking for pattern analysis and code quality review, use the Task tool to launch the pattern-recognition-specialist agent.</commentary></example><example>Context: After implementing a new feature, the user wants to ensure it follows established patterns.\nuser: "I just added a new service layer. Can we check if it follows our existing patterns?"\nassistant: "Let me use the pattern-recognition-specialist agent to analyze the new
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lisapullman Skill Agent BrowserAI 浏览器自动化工具 - 无头浏览器 + 元素分析 + 自动化操作
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hasparus Skill Agent DeviceAutomates Apple-platform apps (iOS, tvOS, macOS) and Android devices. Use when navigating apps, taking snapshots/screenshots, tapping, typing, scrolling, extracting UI info, collecting logs/network/perf evidence, or planning agent-device CLI commands.
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jefflyt Skill Mandate 2 2 5 Runtime Evidence Intake And GuidanceCollect natural-language context and generate supporting evidence guidance for Mandate 2.2.5 Model Asset Protection. Use when evaluating operational controls such as encryption, key management, access governance, and exfiltration protections.
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jefflyt Skill Mandate 2 4 6 Runtime Evidence Intake And GuidanceCollect natural-language context and generate evidence collection guidance for Mandate 2.4.6 Identity and Behavioural Attestation, covering agent identity lifecycle, signed manifests, watchdog telemetry, and runtime enforcement proof.
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brixtonpham Skill Prompt Architect<soul>
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b-open-io-prompts Bundle Create MCP AppThis skill should be used when the user asks to "create an MCP App", "add a UI to an MCP tool", "build an interactive MCP View", "scaffold an MCP App", or needs guidance on MCP Apps SDK patterns, UI-resource registration, MCP App lifecycle, or host integration. Provides comprehensive guidance for building MCP Apps with interactive UIs.
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b-open-io-prompts Bundle Convert Web AppThis skill should be used when the user asks to "add MCP App support to my web app", "turn my web app into a hybrid MCP App", "make my web page work as an MCP App too", "wrap my existing UI as an MCP App", "convert iframe embed to MCP App", "turn my SPA into an MCP App", or needs to add MCP App support to an existing web application while keeping it working standalone. Provides guidance for analyzing existing web apps and creating a hybrid web + MCP App with server-side tool and resource registration.
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b-open-io-prompts Bundle Add App To ServerThis skill should be used when the user asks to "add an app to my MCP server", "add UI to my MCP server", "add a view to my MCP tool", "enrich MCP tools with UI", "add interactive UI to existing server", "add MCP Apps to my server", or needs to add interactive UI capabilities to an existing MCP server that already has tools. Provides guidance for analyzing existing tools and adding MCP Apps UI resources.
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zjunlp Bundle Alfworld Object RetrieverThis skill picks up a target object from a specified receptacle after the object has been visually confirmed. Use this skill when the agent has located an object in a receptacle and needs to acquire it. It requires the object and source receptacle as inputs and results in the object being added to the agent's inventory.
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notque Bundle Agent EvaluationEvaluate agents and skills for quality and standards compliance.
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w95 Skill Check ModelModel Checker
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zhizhunbao Bundle Transportation Flight专业的机票预订(Flight Booking)顾问助手,帮助您比较和预订最优惠的机票。当用户询问以下问题时使用:(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项
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zhizhunbao Bundle Communication Shipping专业的快递物流(Shipping)顾问助手,帮助您了解快递物流服务。当用户询问以下问题时使用:(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项
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zhizhunbao Bundle Communication Internet Service专业的网络服务(Internet Service)顾问助手,帮助您选择网络服务提供商。当用户询问以下问题时使用:(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项
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aradotso Skill Notebooklm MCP CLI 2```markdown
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aradotso Skill Chrome Devtools MCP Automation 2Expert guidance for Chrome DevTools MCP server - browser automation, debugging, and performance analysis for AI agents
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parcadei Skill Background Agent Pings 2Background Agent Pings
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marktantongco Skill Persistent Memory Manager 2Initializes and maintains the structured memory system for agent context continuity.
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ishandutta2007 Skill Skill PorterImports, converts, and optimizes external agent skills (Claude Code, Cursor, generic LLMs) into native Google Antigravity plugins and skills with parallel invoke_subagent arrays and artifact generation.
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ishandutta2007 Skill Understand Project YyloInspects a repository's architecture, dependencies, and validation loops before planning or implementing a requested change, so agent edits stay grounded in how the product actually works. Antigravity port of the YYLO understand-project skill.
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pixartseu Bundle Mongodb 2MongoDB MCP - query dirette a Payload CMS collections, debug dati, analisi tenant, aggregazioni
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mkurman Skill Auditing Goal Artifacts 2Use when reviewing recent zorai goal run outputs, closure markers, ledgers, or evidence bundles to judge whether completion is credible or to identify remaining uncertainty.
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davila7 Skill Regulatory Threat ModelUse when an application or system — including one built quickly with AI coding agents — needs a security review with regulatory grounding: a STRIDE threat model, a LINDDUN privacy threat model, a dependency exposure screen against live CVE / CISA-KEV / EPSS data, or a selected, non-exhaustive screen of which EU security obligations (GDPR, NIS2, Cyber Resilience Act, AI Act) may apply and which need determination. Orchestrates the server-enforced threat-modeling workflows of the Ansvar Gateway MCP connector and grounds every regulatory statement in officially published text fetched at answer time — scope, role, and application-date limits stated, never a compliance verdict. Never simulates a workflow and never answers legal questions from model memory.
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davila7 Skill Incident Reporting NavigatorUse when a security incident, data breach, or actively exploited vulnerability raises the question "who must we notify, where, and by when?" Screens one incident across the EU reporting regimes — NIS2, GDPR, DORA, and the Cyber Resilience Act — determines which duties fire for each involved entity's roles, resolves the receiving authority per regime and member state from served national law, and produces a deadline table in which every duty, authority, and deadline is cited from official publisher text fetched live through the Ansvar Gateway MCP connector. Never answers from model memory.
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3338902669-ops Bundle Agent OrchestraMulti-Agent Orchestration
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3338902669-ops Skill Agent Team Handoff多智能体团队协作与任务交接工作流。多个 AI 助手/代理(跨工具、跨会话)共同推进项目时,用「共享交接单」协调分工:先读再动、接续不重做、进展留痕、单写入者边界、完成必须附验收证据。内置多 Agent 协同调度防翻车指南:上下文爆炸、协作死锁、状态不一致、幻觉传染、通信风暴、Agent 蔓延、意图漂移、无验收聚合等八大问题的工程化解法。当用户提到 agent 协作、多开接力、任务交接、团队代理、协同调度、多Agent编排、换助手继续干活时使用。
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amanvarshney01 Skill Add To ProjectAdd addons or features (PWA, Tauri, Starlight/Fumadocs docs, Biome/Oxlint, Husky/Lefthook, Turborepo/Nx, the MCP addon, etc.) to an existing Better-T-Stack project. Use when the user wants to extend, enhance, or add tooling to a project that was created with Better-T-Stack.
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anzibai Bundle Publish GzhUse when creating, rewriting, auditing, image-matching, validating, or publishing Kuanlun/QMACD Chinese WeChat Official Account articles in the gzhpublisher workflow; also use for teammate setup, portable image-index migration, and wenyan-mcp troubleshooting.
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atomic-mail Bundle AtomicmailRead and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls. Use when the user asks to register an email inbox, list mailboxes, fetch or send email.
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atomic-mail Bundle Atomicmail 2Read and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls. Use when the user asks to register an email inbox, list mailboxes, fetch or send email.
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coordclaw Bundle Create Coordclaw TeamA Skill for creating a CoordClaw multi-agent collaborative team. Through an 8-step standardized process, from requirement gathering to team validation, rapidly build a complete AI team.
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dca23 Skill After HoursUnattended overnight develop loop for this repo. Orchestrator-only agent launches worker subagents on a fixed interval, verifies with sail artisan test, commits and pushes to development, and writes a dated morning report. Use when the user runs /after-hours or asks to keep developing unattended.
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efficientcontext Bundle ContextpilotOptimize document ordering in LLM context for better retrieval performance
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 mcp-to-skill, mcp-common, pattern-recognition-specialist. 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.