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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hainamchung Bundle Agent Assistant Brainstorm Team🔺 Team Brainstorm — Golden Triangle adversarial collaboration. Use when user types /brainstorm:team.
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hainamchung Bundle Agent Assistant Brainstorm 2💡 Brainstorm Router — Route to ideation workflows. Use when user types /brainstorm.
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hainamchung Bundle Agent Assistant Debug Fast 2⚡ Quick Debug — Fast diagnosis for simple bugs. Use when user types /debug:fast.
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hainamchung Bundle Agent Assistant Debug Hard 2⚡⚡⚡ Full Debug — Deep investigation for complex issues. Use when user types /debug:hard.
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hainamchung Bundle Agent Assistant Debug Team 2🔺 Team Debug — Golden Triangle adversarial collaboration. Use when user types /debug:team.
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hainamchung Bundle Agent Assistant Docs Audit 2🔒 Audit Docs — Security and compliance documentation. Use when user types /docs:audit.
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hainamchung Bundle Agent Assistant Design Hard 2⚡⚡⚡ Full Design — Complete design process with research. Use when user types /design:hard.
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hainamchung Bundle Agent Assistant Design Team 2🔺 Team Design — Golden Triangle adversarial collaboration. Use when user types /design:team.
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hainamchung Bundle Agent Assistant Report Fast 2⚡ Fast Report — Quick status updates and summaries. Use when user types /report:fast.
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hainamchung Bundle Agent Assistant Report Hard 2⚡ Detailed Report — Comprehensive project analysis and documentation. Use when user types /report:hard.
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hainamchung Bundle Agent Assistant Report Team 2🔺 Team Report — Golden Triangle adversarial collaboration. Use when user types /report:team.
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cwijayasundara Skill Spec 4Decompose BRD into epics, stories, dependency graph, and feature list for agent team execution.
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alexandrbasis Skill Finisher 4Ship an existing implementation by committing local changes, pushing an open PR, waiting for green CI, and merging it. Use when the user explicitly asks to 'merge the PR', 'ship it', 'merge and close', 'commit push merge', 'finalize this PR', or 'land this branch'. Do not trigger on generic end-of-work language without a resolved PR or branch destination. This flow works with or without a task directory; phase handoff details live in Gate 3. NOT for opening a new PR (use plain `gh pr create`). NOT for addressing review comments (use /prc). NOT for preparing a session handoff to a fresh context (use /ph).
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alexandrbasis Skill Zoom Out 4Step up one layer of abstraction and produce a map of the relevant modules and their callers — used when you (or the agent) are stuck in one file and losing the bigger picture. Use when user says "zoom out", "give me a map", "I'm lost in this code", or "what calls this". Use as a standalone skill only when explicitly requested by the user; automatic selection is not authorization. Portable clients may not enforce this host-level restriction.
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alexandrbasis Skill Blueprint 4Turn a one-line objective into a bounded staged implementation plan with cold-start briefs. Use when asked to 'blueprint', 'multi-session plan', 'long-term plan', 'construction plan', 'break into sessions', 'plan across sessions', 'multi-step project plan', 'session plan', or when work needs staged handoffs. Produces a plan where each step can be resumed independently by a fresh agent with no prior context.
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alexandrbasis Bundle Codex CLI 4Run OpenAI Codex CLI for one-shot cross-AI code review or approach validation. Invoke ONLY when the user explicitly asks ('second opinion', 'codex review', 'ask codex', 'run codex', 'cross-AI check'), or when another skill passes an explicit instruction to delegate to codex. Do not invoke proactively on general review requests. Not for interactive conversations.
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alexandrbasis Bundle Cursor CLI 4Run Cursor CLI for one-shot cross-AI code review when a Cursor perspective is explicitly wanted. Invoke ONLY when the user asks ('cursor review', 'ask cursor', 'run cursor'), or another skill explicitly delegates to Cursor. Do not invoke it implicitly for a generic review. Not for interactive conversations.
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alexandrbasis Skill Triage Issue 4Investigate a reported bug, find its root cause, and file a tracker issue (GitHub or Linear) with a TDD-based fix plan. Mostly hands-off — minimize questions to the user. Does NOT apply the fix. Use when user reports a bug and wants it tracked, mentions "triage", "file an issue", or "investigate and plan a fix". NOT for interactive debugging (use /dbg) or batch QA sessions (use /qa).
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alexandrbasis Bundle Update Setup 4Inspect or apply upstream claudops changes to a project's copied .claude/ workflow. Use for claudops update checks, selected upstream adoption, or conflicts with local workflow customizations. Installed plugin upgrades use the host's plugin manager.
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alexandrbasis Bundle Code Analysis 4Analyze the structure and quality of the current codebase with evidence-backed metrics, patterns, and recommendations. Use for an explicit code audit, architecture assessment, codebase overview, hotspot/complexity question, module-dependency analysis, or pre-implementation exploration. Do not use for pre-merge review (use /sr), runtime debugging (use /dbg), or external-technology research (use /deep-research).
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alexandrbasis Skill Git Guardrails 4Inspect, install, customize, or troubleshoot the harness-level git safety hook that blocks dangerous git operations (push, branch -D, checkout .) before they execute. Use when the user wants to change which git commands are blocked, verify the guard is wired up, or set it up after a fresh clone. Use as a standalone skill only when explicitly requested by the user; automatic selection is not authorization. Portable clients may not enforce this host-level restriction.
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alexandrbasis Bundle Antigravity CLI 4Run Google Antigravity CLI (agy) for web-grounded research, cross-AI review, or validation when those capabilities are explicitly needed or another skill delegates to agy. One-shot only; do not select it for an ordinary review without an explicit provider choice.
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alexandrbasis Skill Parallelization 4Parallelize genuinely independent implementation items when /si or the user asks for parallel work. Use /si directly for one item, dependent work, shared files, or shared mutable state.
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alexandrbasis Skill Coding Conventions 4Internal reference skill — coding standards and patterns for developer agents. Not user-invocable.
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cwijayasundara Bundle Code Gen 4Code generation quality principles — TDD, typing, error handling, logging, API integration, LLM integration.
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hainamchung Bundle Agent Assistant Review Fast 2⚡ Quick Review — Fast PR/file review. Use when user types /review:fast.
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kanevry Skill Test Runner 3Use this skill when orchestrating agentic end-to-end tests. Resolves target + profile, dispatches the right driver(s) (playwright for web today, peekaboo for macOS (issue #381)), invokes the ux-evaluator agent (opus, read-only) against driver artifacts, reconciles findings with the open issue tracker via scripts/lib/test-runner/issue-reconcile.mjs, and writes report.md + JSONL roll-up. Wraps upstream tools (no forks). Hard-gates Playwright MCP for browser drive (4× token cost vs CLI per Microsoft's own benchmark).
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kanevry Skill MCP Builder 2Use when creating a new MCP (Model Context Protocol) server, extending an existing one, or debugging tool discoverability/performance. Guides through research → implementation → test → eval phases with TypeScript-first guidance matching our stack. Trigger on phrases like "build an MCP server", "expose X as an MCP tool", "write MCP tools for Y", "integrate Z via MCP".
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kanevry Skill Session Plan 4Creates a structured wave execution plan with role-based assignment after user alignment. Decomposes agreed tasks into waves resolved from the session mode by `scripts/session-shape.mjs`, with optimal agent assignment, dependency ordering, and inter-wave checkpoints. Activated by session-start after Q&A phase completes.
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kanevry Skill Remote Offload 3Use when local resource pressure would shrink or coordinator-direct a wave, a wave plan carries heavy build/test/audit roles (test, ui, perf), or the operator says offload, remote host, or auslagern — reference for routing that wave role to a declared SSH-reachable host instead of reducing agent count
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alexandrbasis Bundle Design Exploration 4Explore codebase and design approaches before implementation. Use when asked 'explore the design', 'how would this fit', 'design exploration', 'what patterns exist for', 'how is X implemented', or when another skill (brainstorm, nf) needs codebase context to ground a design proposal. NOT for code review (use /sr), NOT for static analysis (use /code-analysis).
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alexandrbasis Skill Review Conventions 4Internal reference skill — shared conventions for all code review agents. Not user-invocable.
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alexandrbasis Skill Ubiquitous Language 4Build or update a DDD-style ubiquitous language glossary when the user explicitly asks to define domain terms, build/update the project glossary, or harden terminology. For /nf, /product, or /ct context-reading calls, load and report the glossary; for authorized post-grill updates, merge and write it. Do not write for a load-only or explanatory request. NOT for architectural vocabulary (use /architecture-language).
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alexandrbasis Bundle Architecture Language 4Canonical architectural vocabulary — module, interface, seam, adapter, depth, leverage, locality. Use when reviewing architecture, deepening shallow modules, designing interfaces, or evaluating refactor candidates. NOT a domain glossary (use /ubiquitous-language for that). Use as a standalone skill only when explicitly requested by the user; automatic selection is not authorization. Portable clients may not enforce this host-level restriction.
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alexandrbasis Bundle Improve Codebase Architecture 4Explore a codebase for architectural deepening opportunities: refactors that turn shallow modules into deeper ones with better testability and locality. Use when the user explicitly asks for architecture improvement, refactoring opportunities, or coupled-module analysis. Do not use for pre-merge review (use /sr) or spec gaps (use /ct). Read-only; it does not write code.
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darthlinuxer Skill Parallel Agents 3Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
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 agent-assistant-brainstorm-team, agent-assistant-brainstorm, agent-assistant-debug-fast. 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.