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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luckierdodge Skill Quality ChecksCoding Agent Quality Rules (Galahad Principle)
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chizhongwang Skill Veriglow Agent MapLook up VeriGlow Agent Map for any website URL to discover its data functions, internal APIs, browser automation recipes, and agent reliability reports. Use when you need to extract structured data from a website, call a website's hidden API, or automate browser interactions with a web page.
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oso95 Bundle Domain Full SetupRun a complete domain setup for $ARGUMENTS using the domain-suite-mcp server.
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cocacha12 Skill Muze Os Master🧠 Master Skill: Muze OS Onboarding & Agent Handbook
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juanre Skill RAGUse when building Retrieval-Augmented Generation systems - covers document ingestion, hybrid search retrieval, reranking results, and prompt augmentation for accurate LLM responses grounded in your knowledge base
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colemurray Skill Agent Browseragent-browser
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moleculeprotocol Skill Molecule Lab ContributorWrite files into a Molecule Lab that a human owns. Use when someone has made a Lab in the Molecule Labs app and wants their agent to put files in its data room — the agent creates its own wallet, they grant it the Contributor role, it issues its own token, and then it reads and writes the Lab. Uploads are either public (plaintext, anyone can download) or private (encrypted, only people with a role can open) — the human always chooses, and every upload is read back to them and confirmed before anything is written. This skill owns no Lab, creates none, and spends nothing.
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mrsmickers Bundle Xero Sli MCPAnalyse Xero financial data through the Service Leadership Index (SLI) benchmarks. Use when asked about MSP financial health, P&L analysis, gross margin, profit benchmarks, management accounts, SLI scoring, revenue ratios, or any Xero+SLI combined analysis. Requires the xero-accounting-mcp npm package.
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wangjs-jacky Bundle J Skills 2CLI tool for managing Agent Skills - link, install, and manage skills across 35+ coding agent environments
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xdlkc Skill Rock Agent Debug 2排查运行在 ROCK 沙箱(sandbox)中的 Agent Job。支持 Harbor Job 和 Bash Job 两种类型。当用户提供沙箱 ID 并询问 job 状态、进度、日志、reward、agent 执行情况,或遇到 job 失败、trial 异常、reward 为 0、agent 崩溃等问题时使用。触发词:沙箱里跑的 job、查 sandbox 状态、harbor run 失败、bash job 报错、bench 跑不通、查 reward、看 agent 日志、排查 bench。
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yesilsin-netizen Bundle Find API 2🔍 Find API | 寻找可靠数据源 TRIGGERS: Use when agent needs to fetch external data, user mentions "reliable data source", "数据源", "API", or when web scraping is inefficient/inaccurate. A comprehensive guide to reliable data APIs across all domains. Helps agents find the best APIs instead of inefficient web scraping. Currently covers: Stock/Financial data, Weather, News, Maps, and more domains coming soon. 触发条件:Agent 需要获取外部数据、用户提到"可靠数据源"、"数据源"、"API",或网页爬取效率低/不准确时。 跨领域可靠数据 API 的综合指南。 帮助 Agent 找到最佳 API,避免低效的网页爬取。 目前覆盖:股票/金融数据、天气、新闻、地图,更多领域持续完善中。
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yesilsin-netizen Bundle Save Token 2💰 Save Token | Token 节省器 TRIGGERS: Use when token cost is high, conversation is long, files read multiple times, or before complex tasks. Guiding skill that helps agents identify and avoid sending duplicate context to LLM APIs. Teaches agents to recognize repeated content and summarize instead of re-sending. 触发条件:Token 成本高、对话长、文件多次读取、复杂任务前。 指导 Agent 识别重复内容,避免重复发送,从而节省 Token。
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ximilalaxiang Skill Delive Transcript AnalyzerAnalyze, summarize, and extract insights from DeLive transcription sessions. Use when: user mentions DeLive, transcription, meeting transcripts, live captions, audio transcription, AI correction, corrected transcript, or transcript analysis; user wants to search, retrieve, summarize, correct, or process recorded transcripts; user asks about meeting notes, action items, discussion summaries, or transcript quality from DeLive. Requires DeLive app running locally with its MCP server or REST API.
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aliyun Bundle Alibabacloud Devops 2阿里云云效 DevOps 平台 MCP Server,提供代码管理、项目管理、流水线、应用交付、测试管理等全面的 DevOps 能力
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bitrouter Bundle Bitrouter 2Use when installing, configuring, running, or troubleshooting BitRouter from its CLI — a self-hosted LLM proxy on 127.0.0.1:4356 routing OpenAI- or Anthropic-shaped traffic to any provider, via a coding-agent subscription, hosted BitRouter, or your own keys. Covers bro init, provider credentials, starting the default ACP TUI with bro, routing, and spend. Trigger on bitrouter.yaml, port 4356, brk_ keys, "replace litellm", or pointing a coding agent at a proxy.
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clerk Skill Audit Clerk Skill 2Audits the Clerk CLI source tree and proposes updates to the `clerk-cli` skill in clerk/skills so it stays in sync with the binary. Use when the user says "audit the clerk-cli skill", "update the clerk-cli skill", "check the skill against the code", "resync clerk-cli skill", or after adding/renaming/removing CLI commands, flags, or agent-mode behavior.
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crbnos Bundle Translate 2Fill missing i18n translations in the Lingui .po catalogs cheaply — extract every empty msgstr, fan out chunked jobs to Haiku subagents (model override, not the main model), merge results back deterministically, and verify zero remain. Produces filled locales/*/www.po. Use when the user asks to translate/fill missing translations or after adding new UI strings. Do not use to add or mark new strings (that is `npm run lingui:extract` in code) or to change the locale list (edit lingui.config.js / app/lib/locale.ts).
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dacrypt Bundle XiaoControl a Xiaomi Robot Vacuum X20+ (model xiaomi.vacuum.c102gl) through the `xiao` CLI. Use this skill whenever the user mentions anything vacuum-related: robot vacuum, Xiaomi, Roborock, cleaning the house, mopping, sweeping, dock, base station, consumables (brush, filter, mop pad), rooms, map, zones, DND mode, fan speed, vacuum status, battery, cleaning schedule. Also trigger on Spanish equivalents (aspiradora, limpiar, trapear, cargar, habitaciones, cepillo, filtro, base, programar limpieza) and casual phrasings (limpia la casa, pon la aspiradora, qué batería tiene, mándala al dock). When in doubt, trigger — the CLI handles all vacuum ops.
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dandacompany Bundle Oh My Wiki 2Karpathy-style LLM Wiki with multi-vault sqlite registry and Socratic wizard. Also addressable by the short alias OMW. Manages multiple knowledge vaults (markdown or Obsidian). On invocation, infers user intent from registry state — first-time users get a setup wizard, returning users go straight to operations. Supports memo-mode (lightweight notes) and wiki-mode (Karpathy's raw/wiki/index/log pattern with ingest/query/lint). Trigger phrases — English "open my wiki", "ingest this", "find a note about X", "what does my wiki say about X", "omw", "use omw", "/omw"; Korean "위키 열어줘", "이거 정리해줘", "X 관련 노트 찾아줘", "위키에 물어봐", "오엠더블유", "오엠더블유 켜줘". Also fires when the user pastes long-form content and asks to save it.
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gitroomhq Skill Publish To Social 2Publish a generated Agent-Media video to the user's connected TikTok, Instagram, or X. Connect channels (OAuth) and post or schedule via the REST API. Use after producing a video with generate_video.
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huggingface Skill Investigate Run 2Post-mortem analysis of a PhysicsIntern workspace run (Claude Code, Pi, Codex, or OpenCode host). Reconstructs the trajectory from the session record — JSONL file(s) for Claude/Pi/Codex, the SQLite store for OpenCode — audits methodology adherence against the workspace's own CLAUDE.md / AGENTS.md and skill/agent prompts, checks commit discipline and flag dispositions, and assesses substantive quality. Produces a thorough evidence-anchored markdown report. Use after a workspace has been worked on to identify what went well, where the methodology slipped, and what prompts to improve.
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kamiour Skill Neo KungfuFight as Neo from The Matrix. Use when the user describes combat scenarios, attacks, fights, or battles against Agent Smith. Handles martial arts (punches, kicks), firearms (bullets, guns), and sword combat using MCP tools that return text art.
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laguagu Skill Skill Creator 2Creates new agent skills and iteratively improves existing ones following the .agents/skills/ specification. Guides through intent capture, SKILL.md writing, testing, and description optimization. Use when creating a skill from scratch, turning a workflow into a reusable skill, improving an existing skill's content or triggering, or when the user says "make this a skill", "create a skill for X", "turn this into a skill", even if they don't explicitly mention "skill" but describe a repeatable workflow they want to automate.
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liujiayi3703 Skill Scansci PDF 2Use this skill whenever the user wants to download academic papers, search for research literature, get citations (BibTeX/RIS/EndNote), manage WebVPN institutional proxy for paper access, import .bib files, or batch-download papers. This skill orchestrates the scansci-pdf MCP server which has 13+ download sources, 100+ university WebVPNs, and parallel download. TRIGGER when: user mentions downloading papers, DOI, arXiv ID, Sci-Hub, paper search, literature review, citation export, WebVPN, institutional access, Elsevier API, ScienceDirect, "帮我下载论文", "搜索文献", "批量下载", "论文下载", "文献检索", "配置 Elsevier API", or provides a list of DOIs/arXiv IDs. SKIP: user is only discussing papers conceptually without intent to download/search/cite, or user asks about non-academic PDFs (invoices, reports, etc.).
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mastra-ai Bundle Mastra 3Comprehensive Mastra AI framework guide. Teaches how to find current documentation, verify API signatures, and build agents and workflows. Covers documentation lookup strategies (embedded docs, remote docs), core concepts (agents vs workflows, tools, memory, RAG), TypeScript requirements, and common patterns. Use this skill for all Mastra development to ensure you're using current APIs from the installed version or latest documentation.
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millionco Skill Debug Agent 3Systematic evidence-based debugging using runtime logs. Generates hypotheses, instruments code with NDJSON logs, guides reproduction, analyzes log evidence, and iterates until root cause is proven with cited log lines. Use when the user reports a bug, unexpected behavior, or asks to debug an issue.
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oimiragieo Skill Omega Codex CLI 4Use when Antigravity should run Codex CLI headless for analysis or brainstorming tasks.
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primer Skill Changesets 2Determine whether agent-eval changes need a changeset and write consumer-focused changesets for public API changes.
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scaryrawr Bundle Better Init 2Create or improve AGENTS.md and project agent-skill guidance for a repository. Use when the user asks to initialize, bootstrap, or set up agent instructions, repo guidelines, AGENTS.md, or reusable skills. Discovers repo structure, commands, existing instruction files, and .agents/skills, then writes concise, high-signal guidance.
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shane9coy Bundle New Skill 4Install, create, scaffold, and validate new skills in Codex-first skill folders such as .codex/skills/ and .agents/skills/. Use when adding a skill from a URL, GitHub repo, zip file, or markdown content, or when creating a new skill from scratch. Also use for validating existing skills, fixing registration issues, or restructuring agent skill folders.
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siddsachar Skill Rss Reader 2Guides the agent on when and how to use the RSS Reader tool for feed subscriptions and reading.
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stellarlinkco Bundle Harness 2This skill should be used for multi-session autonomous agent work requiring progress checkpointing, failure recovery, and task dependency management. Triggers on '/harness' command, or when a task involves many subtasks needing progress persistence, sleep/resume cycles across context windows, recovery from mid-task failures with partial state, or distributed work across multiple agent sessions. Synthesized from Anthropic and OpenAI engineering practices for long-running agents.
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tddworks Bundle Implement Feature 2Guide for implementing features following architecture-first design, TDD, rich domain models, and Swift 6.2 patterns. Use this skill when: (1) Adding new functionality to a Swift app (2) Creating domain models that follow user's mental model (3) Building SwiftUI views that consume domain models directly (4) User asks "how do I implement X" or "add feature Y" (5) Implementing any feature that spans Domain, Infrastructure, and App layers
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a-tokyo Bundle Tribunal 2Runs a doer -> verifier-panel -> consensus loop to verify a deliverable before it ships. An orchestrator freezes acceptance criteria before implementation, dispatches a doer, then convenes a context-walled panel of independent verifiers - including an adversary with an explicit must-oppose mandate - for evidence-anchored review adjudicated to a SHIP / SHIP_WITH_CAVEATS / ITERATE / BLOCK / ESCALATE verdict logged to a ledger. Use for multi-agent verification of any artifact - code slices, plans, documents, audits - whenever asked to verify a deliverable, vet a plan, run a consensus review or independent review, set up a doer-verifier loop, or gate a ship decision. Works on any platform with parallel subagents; degrades to sequential fresh-context sessions without them. Not for trivial single-file edits or ordinary code review.
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agentlyhq Skill CLI For Agent 2Design and build CLI tools optimized for AI agent consumption. Use this skill when creating a new CLI command, refactoring an existing CLI for agent compatibility, or reviewing whether a CLI follows agent-friendly design principles.
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alchemyplatform Bundle Alchemy MCP 2Use the Alchemy MCP server (`https://mcp.alchemy.com/mcp`) for live blockchain data and admin work when MCP is wired into your AI client and the Alchemy CLI is NOT installed locally. Exposes 159 tools across 100+ chains for token prices, NFT metadata, transactions, simulation, tracing, account abstraction, Solana DAS, and app management. Use for live querying, analysis, admin work, or on-machine agent work — not for application code that ships to production. For application code, use the `alchemy-api` skill (with API key) or `agentic-gateway` skill (without). When the CLI is also installed locally, prefer `alchemy-cli` instead.
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 quality-checks, veriglow-agent-map, domain-full-setup. 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.