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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chhudson Bundle BuilderCreates custom agents, workflows, and templates for BMAD. Extends BMAD functionality with domain-specific components. Trigger keywords - create agent, create workflow, custom skill, extend BMAD, new template, customize, scaffold skill
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chhudson Bundle System ArchitectDesigns system architecture, selects tech stacks, defines components and interfaces, addresses non-functional requirements. Trigger words - architecture, system design, tech stack, components, scalability, security, API design, data model, NFR, patterns, microservices, monolith
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trotsky1997 Bundle Claude Agent SdkComprehensive guide for using Claude Agent SDK to build AI agents that can read files, execute commands, edit code, and perform complex workflows. Use when (1) Building autonomous AI agents with Claude, (2) Creating agents that interact with codebases and file systems, (3) Integrating custom tools and MCP servers with Claude, (4) Managing conversation sessions and context with Claude, (5) Implementing file operations, command execution, and code editing in agents, (6) Setting up permission controls and security for agent tools, (7) Using file checkpointing and session management features, (8) Building production-ready agents with error handling and monitoring
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trotsky1997 Skill Cursor Agents MdGuide for creating effective AGENTS.md files for Cursor. Use when (1) Creating new AGENTS.md files in project root, (2) Improving existing agent instructions, (3) Setting up project-specific coding guidelines, (4) Defining code style and architecture rules, (5) Writing simple agent instruction files as alternative to .cursor/rules, or any task related to Cursor AGENTS.md configuration.
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trotsky1997 Bundle Python DebuggingToolkit for AI agents to debug Python code autonomously without IDE support. Use when agent needs to debug code, insert breakpoints programmatically, analyze execution state, test hypotheses, or automate debugging workflows. Supports pdb, ipdb, debugpy with programmatic breakpoint insertion, conditional breakpoints, AST-based breakpoint suggestions, and automated debugging workflows for agents.
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happenmass Bundle Mtp GeneralImplement, update, or review a general multi-token prediction (MTP) scheme for transformer LMs, including multi-head token-shift inputs, per-head targets, fusion blocks (norm + concat + projector + transformer layer), and inference-time multi-token decoding.
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snakeo Skill Debug PytorchDebug PyTorch issues systematically. Use when encountering tensor errors, CUDA out of memory errors, gradient problems like NaN loss or exploding gradients, shape mismatches between layers, device conflicts between CPU and GPU, autograd graph issues, DataLoader problems, dtype mismatches, or training instabilities in deep learning workflows.
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trotsky1997 Bundle Cursor Agent DevelopmentGuides developers through using cursor-agent CLI for interactive development, session management, and implementing development-verification loops. Use when working with cursor-agent, creating projects with agent supervision, managing chat sessions, or implementing agent-based development workflows.
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trotsky1997 Bundle Cursor Ide Browser SkillsBrowser automation in Cursor IDE using MCP protocol server `cursor-ide-browser`. Use when (1) Automating web interactions in Cursor IDE, (2) Navigating web pages, (3) Clicking buttons or links, (4) Filling forms or input fields, (5) Taking screenshots or capturing page snapshots, (6) Debugging web pages by checking console messages or network requests, (7) Extracting information from web pages, (8) Testing web applications, (9) Interacting with web-based documentation or tools, (10) Any task requiring programmatic browser control within Cursor IDE
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trotsky1997 Bundle Vibium Browser AutomationComprehensive guide for using Vibium browser automation tool via MCP. Use when (1) Automating web interactions in Cursor IDE, (2) Navigating web pages, (3) Taking screenshots, (4) Clicking buttons or links, (5) Filling forms or input fields, (6) Finding elements on web pages, (7) Web scraping tasks, (8) Testing websites, or any task requiring programmatic browser control within Cursor IDE
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benjipt Skill Code ReviewerReview committed changes for quality, security, performance, and maintainability after atomic-commit-agent has produced working commits. Use once per feature/bugfix/refactor to provide review feedback only (no implementation). Sequence: complete feature, then atomic-commit-agent, then code-reviewer, then (if changes applied) atomic-commit-agent, then done; do not run a second review cycle.
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benjipt Bundle Atomic Commit AgentCreate atomic git commits after completing a feature or logical unit of work and before code review. Use to decompose changes into conventional commits with square-bracket scopes, ensure each commit is complete and reversible, and include the originating model name in commit attribution when provided by the parent prompt.
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its-meseba Bundle Skill CreatorGuide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing one) that extends the agent's abilities with specialized knowledge, workflows, or tool integrations.
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freddy-chen-ux Skill PythonPython conventions for SDKs and MCP servers
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itd-cba Bundle Create Custom PromptCreate Codex custom prompts (slash commands) by generating Markdown prompt files under `~/.codex/prompts/` with YAML front matter (`description`, optional `argument-hint`) and placeholders, then open the prompt in VS Code. Use when a user asks to create/update a reusable `/prompts:<name>` command for Codex CLI or the Codex IDE extension.
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freddy-chen-ux Skill Code ReviewUse for quick self-review of small changes. For comprehensive review or cross-domain changes, dispatch @code-reviewer agent instead.
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snakeo Skill Refactor PytorchRefactor PyTorch code to improve maintainability, readability, and adherence to best practices. Identifies and fixes DRY violations, long functions, deep nesting, SRP violations, and opportunities for modular components. Applies PyTorch 2.x patterns including torch.compile optimization, Automatic Mixed Precision (AMP), optimized DataLoader configuration, modular nn.Module design, gradient checkpointing, CUDA memory management, PyTorch Lightning integration, custom Dataset classes, model factory patterns, weight initialization, and reproducibility patterns.
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zeroxclem Bundle RAG AuditorProduzir auditoria de colapso semantico em RAG, taxonomia hierarquica e schema de Graph-RAG para sistemas de recuperacao. Usar quando o usuario pede diagnostico de alucinacao/queda de precisao em vector stores, arquitetura RAG hierarquica ou grafo de conhecimento.
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freddy-chen-ux Skill Task PlanningUse after proposal approval to break work into 2-5 minute tasks with exact file paths and code examples. Each task must be completable by an agent with zero context. Do NOT use before proposal is approved.
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cyronius Bundle MCP BridgeInfrastructure skill providing the skill-mcp-bridge CLI for connecting Claude Code skills to MCP servers. Not triggered directly - other skills define mcp-servers in their frontmatter and use allowed-tools Bash(skill-mcp-bridge:*).
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cyronius Bundle Echo ExampleExample skill demonstrating skill-mcp-bridge with a simple echo server. Use when testing the bridge.
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cyronius Skill Playwright ExampleExample skill for browser automation via the MCP bridge. Use this skill when you need to navigate websites, take screenshots, click elements, or interact with web pages.
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pintoramos28 Bundle Vega Lite DocsAuthor and debug Vega-Lite specifications for web data visualizations, including embedding with vega-embed. Use when a task needs Vega-Lite chart specs, encoding/channel choices, transforms, compositions (layer/facet/concat/repeat), interactions (params/selection), or axis/scale/legend configuration.
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pintoramos28 Bundle Design Docs AgentCreate and maintain software design documentation for web applications. Use when Codex must produce structured design docs (architecture overview, feature design spec, API design, data model, non-functional requirements, test plan, ADRs) plus a phased implementation plan with progress tracking and AI-agent-ready detail.
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ohadlevi22 Bundle Nano Banana Prompt BuilderBuild professional image generation prompts for Nano Banana (Gemini 2.5 Flash Image). Guides users through an interactive Q&A to craft prompts using photography and cinematography terminology. Optimized for placing real photos of people into creative scenes. No API needed - outputs copy-paste ready prompts.
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freddy-chen-ux Bundle Hook DevelopmentThis skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides comprehensive guidance for creating and implementing Claude Code plugin hooks with focus on advanced prompt-based hooks API.
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freddy-chen-ux Bundle Agent DevelopmentThis skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.
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box-community Skill Box Metadata ExtractionBox Metadata Extraction — Template-Driven (Box MCP)
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trotsky1997 Bundle Doc To SkillConvert documentation into structured Agent Skills following progressive disclosure principles. Use when (1) Converting user documentation or guides into skills, (2) Creating skills from existing technical documentation, (3) Organizing knowledge into skill format with references, (4) Applying skill design principles to documentation, (5) Structuring information for AI agent consumption, (6) Creating skills that follow best practices for context efficiency
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trotsky1997 Bundle MCP DeveloperComprehensive guide for developing Model Context Protocol (MCP) servers. Use when (1) Creating new MCP servers, (2) Implementing MCP tools and handlers, (3) Testing MCP servers, (4) Debugging MCP communication issues, (5) Setting up stdio-based MCP servers, (6) Setting up SSE (Server-Sent Events) based MCP servers, (7) Handling MCP errors and exceptions, (8) Structuring MCP server code, or any MCP development tasks.
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freddy-chen-ux Skill Claude Code CommandsCreate slash commands for Claude Code with $ARGUMENTS handling, agent invocation patterns, and template best practices. Reference for building user-triggered workflow shortcuts.
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krudony Bundle Prompt AI Image VideoCreates professional AI image/video prompts with artist's eye for composition, color, lighting, and cinematography. Use when generating AI images/videos, improving prompt quality, or working with models like Nano Banana Pro, Qwen, Sora2, Wan 2.2.
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eugene-e0a80fd8080ff8e Bundle Skill SpeakerRun a local microphone↔speaker voice dialog using OpenAI Realtime audio models (Node.js). Uses the `mic` and `speaker` npm packages. Pass a detailed prompt that includes all dialog context + what must be learned from the user.
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sqweeet Skill Hello World GreeterA simple skill that teaches the agent to greet the user in a pirate style.
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ricko12vpl Skill Machine LearningComprehensive machine learning guidance covering ML algorithms, deep learning, model training, evaluation, deployment, MLOps, and production best practices. Use when building ML models, training neural networks, implementing ML pipelines, or deploying ML systems to production.
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kingchen95272025 Bundle Pm Skill产品经理业务逻辑整理助手。帮助不懂技术的产品经理整理现有业务逻辑、分析数据实体关系、根据现有代码实现整理新的逻辑变更方案。注重数据实体维度分析(如订单维度、订单明细维度等),通过读取Model或数据库MCP获取数据实体信息。适用于需求分析、业务梳理、逻辑变更评估场景。
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 builder, system-architect, claude-agent-sdk. 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.