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.
-
hollaugo-prompt-circle-marketplace Skill MCP Builder ValidateValidate your MCP server against best practices and catch common anti-patterns
-
hollaugo-prompt-circle-marketplace Skill MCP Builder Add ResourceAdd a resource to your MCP server for agent context (schemas, templates, reference data)
-
jona Skill AI Scaling Laws AmodeiStrategic guidance on AI scaling laws, capability trajectories, and building products at the frontier of AI capabilities. Use when users ask about AI scaling trends, capability forecasting, planning AI product development timelines, understanding pretraining vs reinforcement learning phases, interpreting AI benchmark improvements, deciding when to build AI products that don't quite work yet, or strategizing around rapidly advancing AI capabilities. Also triggers for questions about task horizon doubling, Jevons paradox in AI, or how to position products for future model improvements.
-
sangrokjung Skill Prompts ChatUse when searching, installing, or improving AI skills and prompts via prompts.chat or skills.sh. Triggers on skill search, prompt lookup, install skill, improve prompt, prompts.chat.
-
sangrokjung Skill Blind Spot PassUse *before* starting work in a domain you don't know well, to surface the "unknown unknowns" — the things you don't even know to ask about — and learn just enough to prompt and decide well. Implements the "blind spot pass" pattern from Anthropic's Fable "finding your unknowns" field guide. Triggers when you say "I'm new to this", "I don't know what to ask", "teach me before we start", "blind spot pass", "unknown unknowns", "find my unknowns", or the Korean "내가 뭘 모르는지 알려줘" / "이 분야 처음인데" / "먼저 가르쳐줘" / "블라인드 스팟", or when you hand off a task while admitting you're a non-expert in that field (color grading, video editing, legal, tax, finance, design, an unfamiliar codebase, etc.). Do NOT use for simple factual questions, domains you already know, or directly-actionable work — answer those directly or route to planner / architect.
-
sangrokjung Skill Team OrchestratorUse when orchestrating Agent Teams for parallel development - team composition, task distribution, dependency management, and result aggregation. Triggers on /orchestrate, multi-agent coordination, parallel team work, task delegation to teammates.
-
bmad-code-org Bundle Gds Agent Game DevConsolidated game developer for story execution, code implementation, code review, QA/test authorship, and sprint orchestration. Use when the user asks to talk to Link Freeman, the Game Developer, the Game QA, or the Game Scrum Master.
-
shir-bruchim Skill Design Doc DiagramsWrite design docs, READMEs, Jira tickets, RFCs — with or without diagrams. Diagrams render via draw.io MCP plugin.
-
codescene-oss Skill Run E2e TestsRun the end-to-end integration test suite for the CodeScene MCP Server. Use when you need to verify that all MCP tools work correctly against the real CLI and server infrastructure.
-
codescene-oss Skill Create E2e TestWrite an end-to-end integration test for the CodeScene MCP Server, covering file structure, backend abstraction, MCPClient usage, test registration, and verification.
-
codescene-oss Skill Create MCP ToolScaffold a new MCP tool for the CodeScene MCP Server following the project's established patterns for directory structure, dependency injection, decorators, testing, and registration.
-
codescene-oss Skill Making A ReleaseUse when a developer wants to cut, publish, or ship a new release of the CodeScene MCP Server, or asks how to make a release / bump the version.
-
codescene-oss Skill Configuring Codescene MCPUse when the user wants to view, set, or troubleshoot CodeScene MCP configuration such as OAuth login, access tokens, account IDs, on-prem URLs, default projects, or SSL certificates.
-
codescene-oss Skill Installing And Activating Codescene MCPUse when installing the CodeScene MCP Server binary or package, registering it in an AI assistant, or copying agent guidance files into a repository.
-
bmad-code-org Bundle Gds Agent Tech WriterTechnical documentation specialist and knowledge curator for game projects. Use when the user asks to talk to Paige or requests the Technical Writer.
-
bmad-code-org Bundle Gds Agent Game DesignerGame designer for creative vision, GDD creation, and narrative design. Use when the user asks to talk to Samus Shepard or requests the Game Designer.
-
bmad-code-org Bundle Gds Agent Game Solo DevElite indie game developer for rapid prototyping and solo quick-flow development. Use when the user asks to talk to Indie or requests the Game Solo Dev.
-
jona Skill Robotics AI Learning FinnReference guide for Physical Intelligence's approach to building general-purpose foundation models for robotics. Use when discussing Physical Intelligence (Pi) research methodology, explaining foundation model approaches to robotics (pre-training + post-training paradigm), comparing robotics data sources, understanding why scale alone is insufficient for robot learning, discussing pi-zero model architecture, explaining robot generalization to unseen environments, or answering questions about Chelsea Finn's work on general-purpose robotics.
-
jona Skill Claude Code Best PracticesBest practices for using Claude Code effectively based on insights from its creator Boris Cherny. Trigger this skill when users ask about optimizing Claude Code usage, configuring CLAUDE.md files, using plan mode, working with sub-agents, understanding Claude Code philosophy, improving coding productivity with Claude Code, or building AI coding tools. Also trigger when users mention blatant demand, scaffolding in AI products, building for future model capabilities, or ask about Anthropic's approach to AI coding assistants.
-
jona Skill Software Paradigms KarpathyExplains Andrej Karpathy's framework for understanding the three paradigms of software (1.0- traditional code, 2.0- neural network weights, 3.0- LLM prompts). Use when users ask about software paradigm shifts, the evolution of programming, how LLMs fit into software development history, Software 1.0/2.0/3.0 distinctions, prompt engineering as programming, or when they need to explain or apply Karpathy's mental model for understanding modern AI development. Also useful when discussing how to think about building software in the AI era, choosing between traditional code vs neural nets vs LLM prompts, or explaining the significance of "programming in English."
-
jona Skill Software Democratization MasadProvides strategic insights on AI-driven software democratization and agent-based development trends from Replit's perspective. Use when discussing the future of software engineering, AI agent infrastructure requirements, democratization of coding, or when analyzing how AI will transform software creation from expert-only to universal access. Triggers include questions about software engineering automation trends, agent sandbox environments, SWE-bench benchmarks, or strategic implications of AI coding assistants for startups and enterprises.
-
zot24 Bundle Agent SkillsExpert at Agent Skills - both the open agentskills.io format and Claude's official extensions (Claude Code, Agent SDK, Claude API). Use when creating SKILL.md files, understanding the specification, validating skills, choosing frontmatter fields, or integrating skills into agents. Triggers on mentions of agent skills, SKILL.md, skill format, slash commands, skill frontmatter, agent extensibility.
-
zot24 Bundle 1password CLIExpert on the 1Password CLI (the `op` command) for managing 1Password from the terminal and securely loading secrets into scripts and CI. Use when the user wants to read/inject secrets, use secret references (op://vault/item/field), run `op run` or `op inject` or `op read`, manage items/vaults, set up service accounts for automation, configure shell plugins (`op plugin`), use the 1Password SSH agent or git commit signing, or enable biometric/desktop-app integration. Triggers on mentions of 1Password CLI, `op` command, op cli, secret references, op run, op inject, op read, service account, secrets automation, 1Password vault/item from terminal, op plugin, 1Password SSH agent.
-
inkline Skill Create PrAuthor a pull request in the Guild's standard shape — a fixed Summary / Changes / Verification / Notes skeleton that mirrors the review-gate, plus the hard anti-leak rule that no agent @mention or mention:// link ever reaches a public PR. Use whenever you are about to open a PR (e.g. `/create-pr`), so the PR passes review by construction.
-
inkline Skill Multica TeamworkHow the Inkline Guild works an issue in Multica — lifecycle, comment etiquette, mention routing, definition of done, escalation. Every agent carries this; follow it on every task.
-
bmad-code-org Bundle Gds InvestigateForensic case investigation with evidence-graded findings, calibrated to the input. Use when the user asks to investigate a bug, trace what caused an incident, walk through unfamiliar code, or build a mental model of a code area before working on it.
-
bmad-code-org Bundle Gds Create StoryCreates a dedicated story file with all the context the agent will need to implement it later. Use when the user says "create the next story" or "create story [story identifier]"
-
wuchubuzai2018 Bundle Apiyi Gpt Image 2 All GenAI图片生成技能,使用ChatGPT最新生图 gpt-image-2-all,当用户需要生成图片、视觉信息图、创建图像、编辑/修改/调整已有图片时使用此技能。基于API易平台(https://api.apiyi.com/)的ChatGPT最新生图gpt-image-2-all模型(gpt-image-2-all)的图片生成服务,无需访问外网。该模型以 $0.03/张 按次计费,支持文生图、单图编辑、多图融合、自然语言改图,文字还原度高、中文提示词友好。尺寸通过prompt描述控制(无显式size参数)与NanoBanana2不同的关键点:无size参数,需在prompt开头描述尺寸;统一$0.03/张无分辨率阶梯;使用对话式端点/v1/chat/completions为主推。
-
zot24 Bundle Agent BrowserExpert on browser automation with AI agents using Vercel's agent-browser CLI. Use when the user wants to automate browsers, scrape websites, capture screenshots, or build AI-powered web workflows. Triggers on mentions of agent-browser, browser automation, headless browsing, web scraping with AI.
-
zot24 Bundle Gh Issue TrackerInstall and configure gh-issue-tracker in any project. Guides the user through architecture decisions (server-only vs client+server), security model, and framework-specific setup. Use when the user wants error tracking that files GitHub Issues. Triggers on mentions of install error tracker, add error tracking, setup github issues tracker, configure error reporting, add bug reporting, setup error monitoring.
-
zot24 Bundle Claude Code ExpertClaude Code and Anthropic ecosystem expert. Provides official patterns for creating agents, skills, hooks, and commands. Use when creating or validating Claude Code artifacts, asking about Claude Code features, MCP integration, or tool usage patterns.
-
cbemister Skill Launch AppLaunch a new professional app from idea to staged build plan. Creates the project folder, configures the agent team, and generates all stage plans — ready for the team to build.
-
cbemister Skill Team BattleRun two agent teams head-to-head on the same task. Creates parallel worktrees, installs different team agents in each, runs the task, and compares results side-by-side.
-
josephneumann Skill Auto RunAutonomous dispatch-reconcile loop for batch task processing. Use with /auto-run --through <id> to execute tasks unattended. Requires Linear MCP or tasks to exist. Supports --resume for checkpoint recovery and --skip-milestone-review.
-
bmad-code-org Bundle Gds Generate Project ContextCreate optimized project-context.md for AI agent consistency. Use when the user says "project context" or "generate context"
-
hashintel Bundle ElicitationAcquire and improve an epistemically responsible account of what a person knows through adaptive conversation. Use before substantive interviewing, when an existing account must be corrected or extended with human knowledge, or when accounts conflict.
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-builder:validate, mcp-builder:add-resource, gds-agent-game-dev. 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.