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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zhizhunbao Skill Template Extraction 2Methodology for extracting reusable code templates from open-source reference projects. Use when (1) analyzing a reference project for extractable modules, (2) creating .template files from source code, (3) migrating modules into the project, (4) planning template extraction sprints. Keywords — "extract template", "create template", "reference project", "module extraction", "migrate module"
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zouyuxuan122 Bundle Eac Desktop Tips 2Deepseek Harness EAC 桌面客户端功能速查 —— 退出后台运行、对话回退、插件市场、桌面宠物、Skills 与 MCP 管理等特性的使用方法与排障入口。当用户询问本客户端某个功能怎么用、去哪找设置或某个内置行为不符预期时使用。
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4ier Skill Openclaw Feishu Group Chat 2Teach OpenClaw how to work in Feishu (Lark) group chats — recognize who's talking, behave properly in groups vs DMs, respect multi-user privacy, and format messages for the platform. Use when connecting OpenClaw to Feishu and you want your agent to be a competent group participant, not just a responder.
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agentoshi Bundle Apow Mining 2This skill teaches your agent how to mine $AGENT coin via the apow-cli.
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albert-tam Bundle Scrappycoco 2Always use the Scrappycoco CLI first whenever a task needs to fetch, scrape, extract, crawl, search, discover, enrich, compare, retrieve, or monitor external data—including rendering, capture, research, and page interaction—before using the in-app browser and before writing a custom scraper. Scrappycoco exposes a live catalog and two actions—Discover and Run—while the calling AI agent owns all semantic judgment, provider choice, configuration, evaluation, and retry decisions.
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anyesh Skill Write Tests 2Write skillprobe YAML tests for LLM skills. Use when asked to write tests, create test scenarios, test a skill, generate skillprobe tests, or check whether a skill activates correctly.
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backbond Bundle Agent Scan 3Vet MCP tools/list and local AI-agent tool configuration before attachment. Use to check tool poisoning, forced invocation, confusable tool names, unconstrained shell or code inputs, risky fetch-plus-privilege combinations, delegation exposure, or elevated-permission requests with a pinned offline static gate.
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brianv1981 Skill Aim Memory Wiki 2Interactive active-memory ingestion skill for maintaining a persistent, compounding LLM knowledge base (the Memory Wiki).
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cherwayway Bundle Source Snapshot 2Pin and inspect fresh, exact Git source snapshots for read-only code analysis without touching the user's working tree.
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codesigils Bundle Markdown Formatter 2Zero-dependency GFM and MDX formatter with table, pipe, and fence guards for AI-agent-authored Markdown
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ekaterinaacid284 Bundle Memory Lancedb Pro 2This skill should be used when working with memory-lancedb-pro, a production-grade long-term memory MCP plugin for OpenClaw AI agents. Use when installing, configuring, or using any feature of memory-lancedb-pro including Smart Extraction, hybrid retrieval, memory lifecycle management, multi-scope isolation, self-improvement governance, or any MCP memory tools (memory_recall, memory_store, memory_forget, memory_update, memory_stats, memory_list, self_improvement_log, self_improvement_extract_skill, self_improvement_review).
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eldergenix Skill Find Skills 2Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
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hlnames Bundle Use Hln API 2Consult & operate against the Hyperliquid Names API. Use when your agent needs to resolve `.hl` names, reverse-resolve addresses, fetch HLN profiles or records, inspect owner or list queries, diagnose HLN API failures, prepare a mint-pass request, or guide HyperEVM dApp integration with HL Names.
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highlydeveloped-trowel635 Bundle Context Graph Compressor 2Compress any conversation into a portable JSON context graph for handoff to a new chat or LLM. Trigger on: "compress this chat", "save context", "new chat", "hand off", "transfer context", "too many tokens", "start fresh", "export conversation", "context graph", "continue in new session". Also trigger proactively when the user mentions starting over in a long session.
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jakeschincariol Bundle Promptmaster 2Rewrite the user's raw request into an optimized prompt before answering it, audit it against the 35 credit-waste patterns in waste-patterns.json, and enforce every locked decision in decisions.md so nothing gets re-explained and nothing contradicts itself. Use whenever the user types /promptmaster, prefixes a request with it, or asks to optimize / tighten / fix a prompt.
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kcnyu Bundle Serenity Skill 2Turn an investment agent into a supply-chain bottleneck hunter. Use this skill for source-backed investment research, live market/theme scans, AI/semi/technology value-chain mapping, A-share/HK/US stock screening, thesis stress tests, and Serenity-inspired research conversations. Trigger on requests like "用 Serenity 的方式看", "深度调研", "产业链/供应链/卡点/瓶颈", "A股 AI 半导体哪个最值得研究", "find unknown bottlenecks", "rank candidates", or "challenge this thesis". Outputs plain-language reasoning, ranked research priorities, evidence chains, risks, and next verification steps. Research support only; no trade execution.
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ling-ye Bundle Cc Port 2Inspect, compare, plan, transfer, and verify AI agent resources across configured Codex, Claude Code, Cursor, Windows, and WSL profiles through CC Port. Use when an AI must discover or synchronize skills, MCP configurations, rules, prompts, plugins, instructions, or memories; compare local and repository state; upload or download selected resources; resolve profile-specific targets; or safely operate CC Port through MCP tools or its machine-readable CLI. Triggers include cc-port, AI resource sync, asset inventory, upload or download agent resources, migrate Codex or Claude configuration, sync skills, MCP servers, rules, prompts, plugins, instructions, or memories, and their Chinese equivalents.
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m0rtalphe0nix Bundle Review Agent 2Perform a read-only, defect-first review of a specified code change and return every actionable finding. Use when another agent delegates review of uncommitted changes, a base-branch diff, a commit, or custom review instructions.
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mqzzang Bundle Agent Quality Loop 2Use when a coding or workspace task needs scoped alignment, evidence-only diagnosis of a failing test, build, or behavior, local implementation with self-QA, independent acceptance (独立验收), release preflight, or safe resume of interrupted work, and when the user asks to remember or store a lasting collaboration preference (explicit-only). It keeps task authority separate from assurance and stops at the requested terminal. Do not use for trivial factual answers, dictionary definitions, translations, or casual brainstorming.
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matthewyin Bundle Diagram Generator 2Generate and edit diagrams with the mcp-diagram-generator MCP server. Use this skill for new diagrams, existing .drawio/.mmd/.excalidraw edits, network topology, architecture, flowchart, swimlane, sequence, class, ER, and Excalidraw whiteboard work. Always use this skill when the user asks to draw, generate, revise, or export any diagram.
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metengine Skill Skills 2MetEngine Data Agent API – Complete Skill File
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miyamura80 Skill Gmail MCP 2Triage and curate a Gmail inbox by connecting to the GmailMCP server over MCP and calling its typed tools.
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mustaphasteph Bundle Agent Bus 2Coordinate work across Claude/Codex/Cursor sessions on the same machine via a local message bus. Use to delegate to helpers, get a second opinion, ask specialists by capability, or track shared tasks.
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nvidia Bundle Skill Card Generator 2Use only to generate or update a governance skill card for a specified existing agent skill directory. Do not use for explaining, listing, comparing, or discussing skill capabilities.
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nvidia Bundle Physicsnemo Discover 2Official NVIDIA-authored guidance for navigating PhysicsNeMo — pick the model, datapipe, or example for a SciML/AI4Science task (surrogates, forecasting, downscaling, physics-informed, inverse, generative). Points at existing files via live repo search; never writes code. Do NOT use for installation or environment setup, training-loop or other code authoring/scaffolding, contributor/CI/packaging questions, repo-specific questions in physicsnemo-sym/-cfd/-curator, or general (non-physics) ML/PyTorch.
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nebulazer123 Bundle Skill Finder 2Use when the user asks to find, compare, vet, install, improve, or create an agent skill or task capability, or when an existing skill, tool, or dependency is missing, stale, weak, or underperforming.
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norrysubtle368 Bundle Tokrepo Search 2Search and install AI assets from TokRepo — the open registry for skills, prompts, MCP configs, scripts, and workflows. Use when the user asks to find, search, discover, or install AI tools, MCP servers, Claude skills, cursor rules, prompts, or workflows.
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payez-net Skill Vibe Mail 2Send and read agent mail — collaborate with your AI team through vibesql-mail
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psylinkssecurityweb Bundle Psylinks 360 Security 2Apply the PsyLinks 360° Security Review whenever building, editing, or reviewing software that involves logins, signups, user accounts, APIs, backend services, databases, payments, file uploads, third-party packages, or any AI-agent/MCP-tool workflow with file, shell, or network access. Trigger proactively for "build a login", "add authentication", "sign up flow", "API endpoint", "backend", "database", "connect an MCP server", "add a package/dependency", "security review", "harden this", "is this secure", "prepare for launch/production" — even if the user never says "security". This is a mandatory default for this kind of work, not an opt-in add-on.
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ramananani Skill Hina 2Your conversational personal assistant for Claude Code. Use when the user types /hina or talks to Hina by name. She remembers you across sessions (file-based memory), asks before acting when context is missing, routes the work to the best installed specialist via agent-router, does it, and gets better from your feedback. Runs in the main loop so she can pause and ask you questions.
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rivercoco Bundle Agent Cross Handoff 2Cross-agent project migration and handoff workflow for Codex, Claude Code, and other coding agents. Use when the user wants to package, export, hand off, transfer, resume, inherit, import, or take over a Git project across machines, OSes, Codex CLI/App, Claude Code, or other agents. Also use for short Chinese requests such as 打包项目, 准备移交项目, 接手项目, 继承项目, 迁移到 Claude, 迁移到 Codex, 检查能否迁移, or 打包本地 Agent 配置.
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sathiaai Bundle Graphsmith 2Build and fix reliable multi-agent AI workflows for any skill level, from first-time builders to senior engineers. ALWAYS use this skill when the user asks to "build an agent", "automate" a task or workflow, wants "AI to do X for me", describes a multi-step job, mentions agents, bots, pipelines, swarms, or orchestration, or has an automation that "keeps breaking", "forgets where it left off", "loops forever", "duplicates work", or "makes stuff up". Also use to review, harden, or migrate an agent loop to a multi-agent architecture, or when multiple agents or sessions must build in parallel without conflicts ("agents keep overwriting each other", "coordinate parallel agents"). Trigger even if the user never says "agent". Includes an executable scaffolder, architecture linter, crash-recovery test harness, and multi-agent coordination rules, plus KnoSky grounding (auto-updated) so answers about existing code carry citations instead of guesses.
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skillmedev Skill Feature Engineering 2Designs ML features with leakage-safe pipelines, correct categorical encoding by cardinality, numeric transforms, and validation that a feature earns its place. Use when someone asks "how should I encode this high-cardinality column", "why does my model score great offline and fail in production", "what features should I build from this table", or "should I scale these inputs". Do NOT use for building the serving infrastructure that stores and versions features across models - use feature-store-design instead; for detecting when live feature distributions shift after deployment - use data-drift-monitor instead; for initial dataset exploration and profiling - use eda-playbook instead.
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skillmedev Skill Fp A Operating Model 2Builds a driver-based FP&A operating model linking business inputs to P&L, balance sheet, and cash flow outputs. Use when building an annual plan, preparing investor materials, running scenario analysis, or stress-testing the business.
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supersynergy Skill Agent Token Saver 2Route token-heavy context, noisy shell logs and output through the smallest measured CLI or projection before loading heavy tools; recall past agent sessions before re-deriving; fan out to free lanes; benchmark cheap subagent workflows without broad prompt bloat.
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t0msilver Bundle Herdr 2Control Herdr, a terminal multiplexer for coding agents. Use only when the user explicitly mentions Herdr or asks to use Herdr to inspect or control panes, tabs, workspaces, commands, or another agent. Do not use merely because a task could benefit from a background terminal, delegation, or parallel work. Requires HERDR_ENV=1.
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 template-extraction, eac-desktop-tips, openclaw-feishu-group-chat. 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.