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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technicalpickles Skill SnapshotCapture current session state without stopping
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jasonwarrenuk Skill Role Domain ModellerModel-first design: map entities, relationships and boundaries before writing code.
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joellewis-skill-library Skill Prompt OptimizerEngineers prompts into clear, structured, model-optimized instructions using the 4-D methodology (Deconstruct, Diagnose, Develop, Deliver) with architecture-specific tuning. Use when a draft prompt, instruction set, or agent skill description needs refinement for clarity or improved performance.
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joellewis-skill-library Skill Dialogue CraftWrites and refines dialogue that serves plot and reveals character through subtext, intention, and behavioral exchange — applying McKee's subtext principle and Sorkin's intention-and-obstacle model. Use when dialogue feels flat, expository, or 'on the nose.'
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joellewis-skill-library Skill Ownership CoachUse when a team is deflecting blame to external factors or a leader is micromanaging—shifts from permission-seeking to intent-stating using Willink's Extreme Ownership and Marquet's Leader-Leader model.
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zoom-skills Bundle Zoom MCPOfficial Zoom MCP Server guidance for AI-agent access to the unified Zoom MCP Server and dedicated Meetings, Chat, Canvas, Tasks, Whiteboard, and Revenue Accelerator servers. Use for Zoom-hosted MCP endpoints, tools/list, tools/call, OAuth scopes, or server selection. Route product-specific work to the matching zoom-mcp child skill.
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joellewis-skill-library Skill Mental Model LibraryUse when a problem spans multiple disciplines or when single-domain thinking has produced stale analysis—applies Munger's latticework of mental models across physics, biology, and psychology.
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joellewis-skill-library Skill Fiction ArchitectDesigns plot structure and story arcs using McKee's value turns, Campbell's monomyth, and Sanderson's Promise/Progress/Payoff model to ensure causal integrity and emotional resonance. Use when constructing narratives, outlining novels, or diagnosing why a story feels broken.
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joellewis-skill-library Skill Resonance EngineUse when writing is structurally clear but emotionally flat—adds turning points, sensory metaphors, and change hooks using Storr's brain-change model and Hopkins' specificity techniques.
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zoom-skills Bundle Zoom Plugin SdkZoom Plugin SDK guidance for native macOS and Windows applications that control an installed Zoom Workplace desktop client over IPC. Use for desktop companion apps that start or join meetings, control meeting audio/video/share/UI, inspect participants, or manage supported meeting features without embedding a Zoom client. Route platform-specific implementation to the macOS or Windows child skill.
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skilldoai Bundle SkilldoGenerate SKILL.md agent rules files for software libraries. Use when you need to create, review, or lint SKILL.md documentation for Python, Go, JavaScript, Rust, or Java libraries, or when configuring skilldo.toml files.
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davidortinau Bundle Maui Deep LinkingGuide for implementing deep linking in .NET MAUI apps. Covers Android App Links with intent filters, Digital Asset Links, and AutoVerify; iOS Universal Links with Associated Domains entitlements and Apple App Site Association files; custom URI schemes; and domain verification for both platforms. USE FOR: "deep linking", "app links", "universal links", "custom URI scheme", "intent filter", "Associated Domains", "Digital Asset Links", "open app from URL", "handle incoming URL", "domain verification". DO NOT USE FOR: in-app Shell navigation (use maui-shell-navigation), push notification handling (use maui-push-notifications), or web content embedding (use maui-hybridwebview).
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zoom-skills Bundle Virtual AgentZoom Virtual Agent skill pack for web campaigns/chat embeds, Android and iOS WebView bridge integrations, and knowledge-base sync workflows. Use for lifecycle patterns, event handling, and version-drift troubleshooting.
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intelligentcode-ai Bundle MCP ProxyLocal stdio MCP proxy server that mirrors upstream MCP servers/tools and centralizes authentication (OAuth, headers/env). Register one server in your agent runtime, manage upstreams via .mcp.json and/or $ICA_HOME/mcp-servers.json.
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intelligentcode-ai Bundle MCP ClientUniversal MCP client for connecting to MCP servers with progressive disclosure. Use when you need to list MCP servers/tools or call an MCP tool against a server that is not already wired into the current agent runtime.
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intelligentcode-ai Skill MCP ConfigActivate when setting up MCP servers, resolving MCP tool availability, or configuring fallbacks for MCP-dependent features. Configures and troubleshoots MCP (Model Context Protocol) integrations.
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intelligentcode-ai Skill AI EngineerActivate when user needs AI/ML work - model integration, behavioral frameworks, intelligent automation. Activate when the ai-engineer skill is requested or work involves machine learning, agentic systems, or AI-driven features.
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intelligentcode-ai Skill Skill WriterActivate when users want to create or update an Agent Skill and want a Test-Driven Development approach. Defines a red-green-refactor workflow for SKILL.md authoring, trigger quality, validation, and iterative refinement.
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qte77-claude-code-utils Bundle Implementing Document IndexingImplements document indexing with heading-boundary chunking, embedding, FAISS vector store, and PageIndex-style hybrid retrieval. Use when building RAG pipelines, document search, or memory layers.
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kevinslin-skills Bundle OpUse 1Password CLI safely for agent credential workflows.
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zoom-skills Bundle Zoom MCP TasksZoom Tasks MCP server guidance for creating, reading, updating, trashing, commenting on, assigning, and collaborating on tasks and task steps. Use for agent-driven Tasks workflows over the dedicated Zoom Tasks MCP endpoint.
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zoom-skills Bundle Zoom Meeting Sdk IOSZoom Meeting SDK for iOS native apps. Use when embedding Zoom meetings in iOS with default/custom UI, PKCE + SDK auth, host start with ZAK, and mobile lifecycle handling.
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zoom-skills Bundle Zoom MCP CanvasZoom Canvas MCP server guidance for Canvas file and block operations, collaborators, sharing settings, ownership, Markdown import, and content export. Use for the current Canvas MCP endpoint and OAuth scopes; use the parent Zoom MCP skill for server selection.
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davidortinau Bundle Maui HybridwebviewGuidance for embedding web content in .NET MAUI apps using HybridWebView, including JavaScript–C# interop, bidirectional communication, raw messaging, and trimming/NativeAOT considerations. USE FOR: "HybridWebView", "JavaScript interop", "embed web content", "JS to C# interop", "C# to JavaScript", "web view interop", "raw message", "InvokeJavaScriptAsync", "web content MAUI". DO NOT USE FOR: deep linking from external URLs (use maui-deep-linking), REST API calls (use maui-rest-api), or Blazor Hybrid apps (different from HybridWebView).
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intelligentcode-ai Skill Parallel ExecutionActivate when multiple independent work items can execute concurrently. Activate when coordinating non-blocking task patterns in L3 autonomy mode. Manages parallel execution from selected tracking backend (config-driven), with .agent/queue/ fallback.
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intelligentcode-ai Bundle Github Issues PlanningPlan and structure GitHub Issues work for epics, stories, bugs, findings, and work-items with consistent labels, priorities, and parent-child links. Use when users ask to set up GitHub planning/tracking, create typed issues, define issue hierarchies, or enforce issue taxonomy via gh CLI (preferred for token efficiency) with optional GitHub MCP fallback.
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zoom-skills Bundle Zoom Meeting Sdk MacosZoom Meeting SDK for macOS native apps. Use when embedding Zoom meetings in macOS with default/custom UI, PKCE + SDK auth, host start/join flows, and desktop meeting feature controllers.
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zoom-skills Bundle Virtual Agent IOSZoom Virtual Agent iOS integration via WKWebView. Use for Swift/Objective-C script injection, message handlers, support_handoff relay, and URL routing policies.
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echoleesong Bundle Page AgentPage Agent 集成助手 - 帮助开发者在 Web 项目中集成和配置阿里巴巴 Page Agent AI 助手。用于初始化 Page Agent、配置自定义 LLM(通义千问、OpenAI 等)、实现智能表单填写、开发自然语言 UI 交互、配置 Chrome 扩展实现跨页面任务。
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kevinslin-skills Bundle SecretsLoad local dotenvx credential sets for agent workflows.
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kevinslin-skills Bundle Ag JudgeJudge agent work as approve, reject, or escalate.
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kevinslin-skills Bundle Ag LearnImprove skills from agent friction or derive steering principles from user corrections.
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eron1703 Skill Commander MCPAccess commander-mcp for ALL infrastructure data, skills, and methodology
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eron1703 Skill Worker Role CoderCoding agent focused on clean, production-ready code following project patterns
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eron1703 Bundle Flowmaster BackendFlowMaster backend: 29 deployed services, REST APIs, Event Bus patterns, MCP integration
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zoom-skills Bundle Zoom MCP Team ChatZoom Team Chat MCP server guidance for channel, message, contact, session, and file search/read workflows plus write-capable message and channel operations. Use for Team Chat MCP endpoints, OAuth scopes, tools/list, and agent-driven Chat actions rather than default Zoom MCP search or deterministic Team Chat REST API implementation.
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 Role: Domain Modeller, prompt-optimizer, dialogue-craft. 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.