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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i-am-bee Bundle Agentstack Wrapper 2Wraps existing Python agent as Agent Stack service using agentstack-sdk with minimal compatibility changes and no business-logic rewrites. Use when migrating, wrapping, or deploying an existing plain Python or framework-based agent to Agent Stack; not for non-Python runtimes or building new agent from scratch.
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yzhao062 Skill Agent Style 2Literature-backed English technical-prose writing rules. Use when writing or editing prose in .md, .tex, .rst, or .txt files, especially research papers, proposals, documentation, and release notes.
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mizoreww Bundle Neat Freak 2Knowledge and governance closeout: reconcile project docs, rule files (CLAUDE.md/AGENTS.md), authorized agent memory, and workspace residue with what the code and runtime actually do, so the next session or the next person starts from one current answer. Trigger when the user names "neat-freak", "洁癖", or "/neat" — and also on clear knowledge-closeout intent without the name: syncing or tidying project docs/rules/memory after development ("把文档和记忆整理一下", "收尾时把文档同步掉", "docs 和代码对不上了"), stale or conflicting CLAUDE.md/memory, a clean handoff to a teammate or a fresh session, or auditing whether workspace rules are actually followed. Do not trigger for pure coding/refactoring/debugging tasks, tidying data or prose (JSON, 周报, changelog announcements), or a bare "整理" with no project-knowledge context.
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elder-plinius Bundle Bt6 Provider Review 2Audit an external AI/API provider and its integration into a BT6 repository for service reality, independent verification, trust boundaries, secret handling, API/model correctness, completeness, claim traceability, and merge readiness.
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rasmusgodske Bundle Skill Creator 2Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
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cortalabs Skill Scribe Onboarding 2Install and connect Scribe MCP — pip install, one-command Postgres bootstrap, host/plugin projection, and first-bind verification
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cortalabs Skill Scribe Integration 2How to use Scribe MCP tools correctly — logging, docs, topology, bugs, file reading, search
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dongbeixiaohuo Bundle Web Article Extractor 2使用隔离的 Chrome DevTools MCP 从博客、新闻、公众号等网页提取正文,返回结构化内容,或保存 Markdown 和远程图片。用户要求提取文章、抓取网页正文、保存为 Markdown、下载文章图片或排查正文选择器时调用。
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psenger Bundle Release 2Ships completed work in the ai-agent-skills repository. Two phases depending on context: WRAP UP (on a feature branch with committed work — updates CHANGELOG, README, marketplace.json, commits, pushes, creates a PR) and CUT RELEASE (on main after a merge — determines semver bump, updates CHANGELOG version section, tags, pushes, creates a GitHub draft release). Use when the user says "ship this", "I'm done", "create a PR", "cut a release", "tag a release", "wrap this up", or "release it". Always checks GitHub auth first. Load the `conventions` skill for commit and PR formatting rules.
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psenger Bundle Conventions 2Defines the commit message, branch naming, pull request, and release note conventions for the ai-agent-skills repository. Make sure to load this skill whenever writing a commit message, naming a branch, drafting a PR title or body, or writing CHANGELOG entries in this repo. Use when the user asks "how should I format this commit", "what's the branch naming convention", "how do I write the PR", "what commit type should I use", or before any git commit, PR creation, release note, or CHANGELOG task in this project.
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mohamedabdallah-14 Bundle Unslop 2Humanize LLM output so it reads like a careful human wrote it. Subtracts AI-isms (sycophancy, tricolons, em-dash overuse, "delve"/"tapestry"/"testament", hedging stacks, tidy five-paragraph shapes), engineers burstiness and calibrated uncertainty, and preserves technical accuracy. Supports intensity levels: subtle, balanced (default), full, voice-match, anti-detector. Use when user says "humanize this", "make this sound human", "de-slop this", "rewrite without AI tone", "match my voice", "less robotic", or invokes /unslop. Also auto-triggers when text-quality is requested.
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exploration-labs Skill Agentic Development 2Conversational guidance for building software with AI agents, covering workflows, tool selection, prompt strategies, parallel agent management, and best practices based on real-world high-volume agentic development experience. Use this skill when users ask about setting up agentic workflows, choosing models, optimizing prompts, managing parallel agents, or improving agent output quality.
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fabis94 Bundle AI Config Compress 2Compress LLM instruction sets, system prompts, rules, and guidelines to reduce token count while preserving behavioral intent. Use this skill whenever the user wants to shorten, truncate, optimize, or compress prompts, system instructions, CLAUDE.md files, custom instructions, rules, guidelines, or any instruction set meant for an LLM. Also trigger when users mention "too many tokens," "prompt is too long," "reduce prompt size," or ask to make instructions more concise.
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nvidia Bundle Nemoclaw User Guide 2Guides human users' AI agents to the NemoClaw docs MCP server and canonical Fern documentation in Markdown form. Use when users ask how to install, configure, operate, troubleshoot, secure, or learn NemoClaw with an AI coding assistant. Trigger keywords - nemoclaw docs, use nemoclaw with ai agent, nemoclaw mcp docs, nemoclaw install help, nemoclaw quickstart, nemoclaw markdown docs, llms.txt, agent skills.
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jcodesmore Bundle Agent Recall 3Use Agent Recall to find prior coding-agent conversations across Claude Code, Codex, and OpenCode. Use proactively when context may exist in another chat, session, or agent; when the user refers to prior work or decisions; or before asking them to repeat historical context.
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jcodesmore Skill Agent Recall 4Use Agent Recall to find prior coding-agent conversations across Claude Code, Codex, and OpenCode. Use proactively when context may exist in another chat, session, or agent; when the user refers to prior work or decisions; or before asking them to repeat historical context.
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jimmylv Bundle Agent Browser 2Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction.
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jlevy Skill Softschema 3Validate YAML and Markdown artifacts with gradual contracts. Use for Markdown with YAML frontmatter or pure YAML records, soft/permissive/enforced schema maturity, record enhancement, agent and software pipelines, import staging, or running the `softschema` CLI.
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jmxt3 Bundle Addyosmani Agent Skills 2Specialist knowledge of the addyosmani/agent-skills project (Shell, JavaScript). Use when working with or extending agent-skills: understanding its architecture, patterns, and configuration. Not for general Shell, JavaScript questions unrelated to agent-skills.
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jnmetacode Skill Engram Memory 2Give the agent durable, local memory with engram — recall past decisions before answering, and persist new decisions, preferences and facts as they happen. Use when work spans sessions or the user says "remember".
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jnmetacode Skill Tracelet Instrument 2Instrument an AI agent or LLM app with OpenTelemetry and watch its runs live in tracelet (local DevTools). Use when asked to add tracing/observability to an agent, or to debug what an agent actually did.
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jordancoin Skill Codemap 2Analyze codebase structure, dependencies, changes, cross-agent handoffs, and get code-aware intelligence. Use when user asks about project structure, where code is located, how files connect, what changed, how to resume work, before starting any coding task, when you need risk analysis and skill guidance, or when Codemap should tune project config before analysis.
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karlorz Skill Agent Browser 2Browser automation for web tasks - scraping, form filling, testing, screenshots, data extraction. Use when tasks involve web pages, URLs, login flows, or web interaction.
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kesslerio Skill Coding Agent 2Implementation/review workflow for approved plans. Route ACP-first, then CLI fallback. Use after explicit APPROVE.
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kimtth Skill Zen Prompt Measure 2Use when optimizing a GitHub Copilot customization artifact with the Zen CLI, running zen optimize/detect/selfcheck, or interpreting a Zen report. Do not use for generic prompt rewriting, hooks, mcp.json, or automatic candidate application.
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leeguooooo Skill Language Coach 2Language coaching for every prompt. Use when the user runs /language-coach with any sub-command (setup, native, target, style, response, goal, mode, focus, band, level, status, off, on). Routes to the correct action based on the argument provided.
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leeguooooo Skill Language Review 2Analyze language learning progress from local data. Use when the user runs /language-coach:language-review or asks to review their progress, see their band history, check improvement trends, or analyze their IELTS score data.
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liangdabiao Bundle Effective Harnesses 3长时间运行 Agent 框架 - 项目初始化、feature 管理、进度追踪
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librejustice Bundle Recherche Normes 2Find and quote legal texts and administrative guidance with the LibreJustice MCP tools, covering French codes at any date, EU law, treaties and bilateral accords, foreign codes (59 countries), collective agreements, BOFiP and circulaires. Use whenever the user asks what a text says or said at a given date, which version or which text applies to a situation, needs the exact wording of a provision for a brief, or works with foreign or international law in French litigation, even if they never mention LibreJustice.
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librejustice Bundle Recherche Jurisprudence 2Search and cite French and European case law with the LibreJustice MCP tools. Use whenever the user asks about court decisions (Cour de cassation, Conseil d'État, cours d'appel, TJ/TA, CNDA, Conseil constitutionnel, CNIL, CEDH, CJUE), needs authorities for a brief, requête, référé or consultation, wants to check how courts rule on an issue, or needs counts of decisions on a point, even if they never mention LibreJustice.
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lihaoze123 Bundle Trellis Spec Bootstarp 2Bootstrap project-specific Trellis coding specs with a platform-neutral single-agent workflow. Use when creating or refreshing .trellis/spec guidelines, analyzing a codebase with GitNexus, ABCoder, or source inspection, decomposing package/layer spec work, and writing real codebase-backed spec docs without placeholder text.
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lkshrk Bundle AI Context Generator 2Generates .ai-context knowledge base for coding agents. Activate when: (1) setting up a new project for AI-assisted development, (2) user asks to "create project knowledge" or "setup ai-context", (3) existing .ai-context needs regeneration. Creates tiered documentation structure optimized for agent comprehension and token efficiency.
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lkshrk Bundle Litho Document Skill 2This skill should be used when the user asks to "generate project documentation", "analyze codebase architecture", "create C4 architecture diagrams", "document a repository", "generate technical docs", "使用 Litho 生成文档", "分析代码库架构", "生成架构文档", "为项目生成技术文档", "生成 C4 模型文档", "为这个项目写文档", "自动生成文档", "帮我分析这个代码库", or any request involving automated documentation generation for a software project. This skill enables the AI agent to autonomously analyze any codebase and produce high-quality C4 architecture documentation (Overview, Architecture, Workflow, Deep-Exploration modules, Boundary Interfaces, Database Overview) — equivalent to what deepwiki-rs produces — purely through agent reasoning and tool usage, without depending on any external binary.
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markifact Skill Markifact Overview 2Reference — what Markifact is, what the MCP server exposes, and the discover→inspect→run pattern. Always loaded into the performance-marketer agent.
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markifact Skill Safe Write Operations 2Reference — rules for safely executing write/destructive operations against ad accounts. Always loaded into the performance-marketer agent.
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matlab Bundle Mps Review 2Run a code review and publish it to the reviews branch for the review-gate CI check
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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 agentstack-wrapper, agent-style, neat-freak. 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.