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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diegosouzapw Bundle Mlops Engineer 2mlops-engineer workflow skill. Use this skill when the user needs Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Prompt Caching 2Prompt Caching workflow skill. Use this skill when the user needs Caching strategies for LLM prompts including Anthropic prompt and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Prompt Library 3📝 Prompt Library workflow skill. Use this skill when the user needs A comprehensive collection of battle-tested prompts inspired by awesome-chatgpt-prompts and community best practices and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Skill Improver 2Skill Improvement Methodology workflow skill. Use this skill when the user needs Iteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards. Use when improving a skill with multiple quality issues, iterating on a new skill until it meets standards, or automated fix-review cycles instead of manual editing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Writing Skills 7Writing Skills (Excellence) workflow skill. Use this skill when the user needs creating, updating, or improving agent skills and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Helium MCP 2Helium MCP workflow skill. Use this skill when the user needs Connect to Helium's MCP server for news research, media bias analysis, balanced perspectives, stock/options data, and semantic meme search across 3.2M+ articles and 5,000+ sources and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Mmx CLI V2 2MiniMax CLI \u2014 Agent Skill Guide workflow skill. Use this skill when the user needs Use mmx to generate text, images, video, speech, and music via the MiniMax AI platform. Use when the user wants to create media content, chat with MiniMax models, perform web search, or manage MiniMax API resources from the terminal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Chrome Devtools 3Chrome DevTools Agent workflow skill. Use this skill when the user needs Browser debugging, performance profiling, and automation via Chrome DevTools MCP. Use when user says "debug this page", "take a screenshot", "check network requests", "profile performance", "inspect console errors", or "analyze page load". Do NOT use for full E2E test suites (use playwright-skill) or non-browser debugging and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Coda Automation 3Coda Automation via Rube MCP workflow skill. Use this skill when the user needs Automate Coda tasks via Rube MCP (Composio): manage docs, pages, tables, rows, formulas, permissions, and publishing. Always search tools first for current schemas and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Make Automation 2Make Automation via Rube MCP workflow skill. Use this skill when the user needs Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Miro Automation 2Miro Automation via Rube MCP workflow skill. Use this skill when the user needs Automate Miro tasks via Rube MCP (Composio): boards, items, sticky notes, frames, sharing, connectors. Always search tools first for current schemas and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Parallel Agents 2Native Parallel Agents workflow skill. Use this skill when the user needs Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Zoom Automation 2Zoom Automation via Rube MCP workflow skill. Use this skill when the user needs Automate Zoom meeting creation, management, recordings, webinars, and participant tracking via Rube MCP (Composio). Always search tools first for current schemas and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle AI Engineer 5ai-engineer workflow skill. Use this skill when the user needs Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Copilot Sdk 8GitHub Copilot SDK workflow skill. Use this skill when the user needs Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server integration, and streaming across Node.js, Python, Go, and .NET and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Crewai 3CrewAI workflow skill. Use this skill when the user needs Expert in CrewAI - the leading role-based multi-agent framework and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Langfuse 2Langfuse workflow skill. Use this skill when the user needs Expert in Langfuse - the open-source LLM observability platform and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Evaluation 3Evaluation Methods for Agent Systems workflow skill. Use this skill when the user needs Build evaluation frameworks for agent systems. Use when testing agent performance systematically, validating context engineering choices, or measuring improvements over time and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Faf Expert 3FAF Expert - Advanced AI Context Architecture workflow skill. Use this skill when the user needs Advanced .faf (Foundational AI-context Format) specialist. IANA-registered format, MCP server config, championship scoring, bi-directional sync and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle AI Engineer 4ai-engineer workflow skill. Use this skill when the user needs Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Copilot Sdk 7GitHub Copilot SDK workflow skill. Use this skill when the user needs Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server integration, and streaming across Node.js, Python, Go, and .NET and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Ml Engineer 2ml-engineer workflow skill. Use this skill when the user needs Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Pydantic AI 3PydanticAI — Typed AI Agents in Python workflow skill. Use this skill when the user needs Build production-ready AI agents with PydanticAI — type-safe tool use, structured outputs, dependency injection, and multi-model support and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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diegosouzapw Bundle Mmx CLI 2MiniMax CLI \u2014 Agent Skill Guide workflow skill. Use this skill when the user needs Use mmx to generate text, images, video, speech, and music via the MiniMax AI platform. Use when the user wants to create media content, chat with MiniMax models, perform web search, or manage MiniMax API resources from the terminal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
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humaisali Skill Neon AI GatewayOne API and one credential for frontier and open-source LLMs, built into your Neon branch and powered by Databricks. Use when a user wants to call an LLM, add AI/chat/an agent to their app, route between model providers (OpenAI, Anthropic, Google/Gemini, Meta, Alibaba, DeepSeek), or...
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humaisali Bundle Playwright JavaScaffold, write, debug, and enhance enterprise-grade Playwright E2E tests in Java using Page Object Model, JUnit 5, Allure reporting, and parallel execution.
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humaisali Skill MCP Builder MsUse this skill when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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humaisali Skill Make AutomationAutomate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
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humaisali Skill Effective Agent SkillsAuthor and review high-quality agent skills with triggers, progressive disclosure, and safety notes.
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humaisali Skill Progressive EstimationEstimate AI-assisted and hybrid human+agent development work with research-backed PERT statistics and calibration feedback loops
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humaisali Skill Protect MCP GovernanceAgent governance skill for MCP tool calls — Cedar policy authoring, shadow-to-enforce rollout, and Ed25519 receipt verification.
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humaisali Bundle Hugo To MarkdownConvert Hugo documentation sites and Hugo-managed content into standard Markdown. Use when Agent needs to inspect a local Hugo repository, read hugo.toml or config files, content/, archetypes/, layouts/_shortcodes/, layouts/_markup/, and related docs content, then produce Markdown...
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humaisali Bundle Apify Actor DevelopmentImportant: Before you begin, fill in the generatedBy property in the meta section of .actor/actor.json. Replace it with the tool and model you're currently using, such as "Claude Code with Claude Sonnet 4.5". This helps Apify monitor and improve AGENTS.md for specific AI tools and models.
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humaisali Skill Context FundamentalsContext is the complete state available to a language model at inference time. It includes everything the model can attend to when generating responses: system instructions, tool definitions, retrieved documents, message history, and tool outputs.
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humaisali Skill Embedding StrategiesGuide to selecting and optimizing embedding models for vector search applications.
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humaisali Skill Clarvia Aeo CheckScore any MCP server, API, or CLI for agent-readiness using Clarvia AEO (Agent Experience Optimization). Search 15,400+ indexed tools before adding them to your workflow.
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 mlops-engineer, prompt-caching, prompt-library. 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.