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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leoyeai-openclaw-master-skills Bundle Panoptica SkillP.A.N.O.P.T.I.C.A. — AI Agent Autonomous Gameplay Skill for a persistent cyberpunk surveillance grid
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leoyeai-openclaw-master-skills Bundle Qoder AgentDelegate coding tasks to Qoder CLI using Print mode (non-interactive). Use when: (1) building/creating new features or apps, (2) code reviews, (3) refactoring, (4) iterative coding that needs file exploration. Supports subagents, worktrees, MCP servers, quest mode, and hooks. Works in all session types (direct chat, group chat, Discord, etc.). NOT for: simple one-liner fixes (just edit), reading code (use read tool). Requires qodercli installed.
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leoyeai-openclaw-master-skills Bundle Openclaw SpawnerEnables an Openclaw agent to spawn sub-agents (child Openclaw instances) when a task is too large, complex, or parallel to handle alone. Use this skill whenever an Openclaw agent needs to delegate work to another Openclaw agent, break a large task into concurrent sub-tasks, or hand off a portion of work mid-execution. Triggers include: task requires parallel execution, a sub-task is clearly separable from the main task, the agent detects it cannot complete the work alone within time/context limits, or the user asks to "spawn", "delegate", "parallelize", or "split" work across agents. Always use this skill — not ad-hoc improvisation — when spawning is needed.
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leoyeai-openclaw-master-skills Bundle Semantic Router让 AI 代理根据对话内容自动选择最合适的模型。层2(多词非连续命中)+ 层1(单词兜底)并行决定模型池;层3(embedding)永远独立运行决定会话切换。B+ 连续漂移计数器(第3次警告,第4次强制 C-auto)。soft_keywords 泛用词降权机制。四池架构(高速/智能/人文/代理),五分支路由,全自动 Fallback 回路。
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leoyeai-openclaw-master-skills Bundle Pagerduty Escalation ArchitectDesign PagerDuty escalation policies, schedules, services, response plays, and incident workflows that handle real on-call traffic without burning out the rotation. Covers follow-the-sun rotations, primary/secondary patterns, weekly handoffs, escalation timeouts matched to severity, business-hour vs always-on services, override patterns for vacations, training shadow rotations, response play composition (status pages, Slack, conference bridges, Zoom auto-create), incident workflows, and postmortem auto-generation from PagerDuty timelines. Acts as a senior SRE who has run a 200-engineer on-call program across three time zones, audited the comp model for fairness, and survived multiple SOC2 audits of escalation evidence. Use when on-call is unfair, when escalations time out before humans see them, when a new service needs its routing set up, when M&A merges two PagerDuty tenants, or when comp/fairness math is overdue. Triggers on "pagerduty", "escalation policy", "on-call rotation", "schedule", "follow the sun"
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leoyeai-openclaw-master-skills Skill Pf Ethnographer SanitizerRedaction-only subagent for pf-ethnographer. Accepts raw observed behavior and interpretation reports from the Ethnographer, applies aggressive PII and sensitive-data redaction using regex detectors, heuristics, and secret-scanning patterns, and returns sanitized reports plus a full redaction manifest. Never invoked directly by the user or by the model — only spawned by the Ethnographer during a research pulse.
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leoyeai-openclaw-master-skills Bundle Agent Lifecycle ManagerManage full OpenClaw agent lifecycle operations on a node: create/register agents, configure channel bindings, inherit credentials, approve pairing, archive and delete agents, refresh status dashboards, and write lifecycle change logs. Use when a user asks to onboard a new agent, reconfigure an existing agent, retire/archive/delete agents, or maintain agent status boards and lifecycle audit records.
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leoyeai-openclaw-master-skills Bundle Perfect Storm Options TraderAutonomous but risk-bounded options trading agent spec for the "Perfect Storm" strategy (paper trading only). Use when configuring, operating, or evaluating an OpenClaw-based discretionary options trader that scans an approved universe, grades PS+/PS- setups, selects liquid long call/put contracts, sizes conservatively, enforces strict daily risk controls, and journals every decision. Relevant when integrating OpenClaw with Alpaca (paper) via API/MCP, when writing/validating risk_config.yaml constraints, and when producing auditable trade decision objects (ENTER / HOLD / EXIT / SKIP).
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debugmcp Bundle MCP DebuggerUse when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack traces, variable inspection, expression evaluation) for Python, JavaScript/TypeScript, Ruby, Rust, Go, Java, .NET/C#, and C/C++, locally or attached to remote processes.
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ofershap-mcp-server-devutils Skill Devutils17 developer utilities via MCP — base64, UUID, hash, JWT decode, cron, timestamps, JSON, regex. Use for common dev utility tasks.
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browseai-hq Skill ResearchEvidence-backed web research with citations and confidence scores. Use when the user needs researched, verified answers backed by real sources — not LLM hallucinations.
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ofershap-mcp-server-dns Skill Dns LookupDNS lookups, reverse DNS, WHOIS, and domain checks via MCP. Use when asked to check DNS records or domain ownership.
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ofershap-mcp-server-cloudflare Skill Cloudflare ManagementManage Cloudflare Workers, KV, R2, DNS, and cache via MCP. Use when the user asks to list zones, edit DNS records, purge cache, inspect Workers, read/write KV, or list R2 buckets on Cloudflare.
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conorbronsdon Skill Substack Creator WorkflowRead publication context, reuse existing Substack work, and prepare or review private drafts using the configured Substack MCP tools.
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redhatinsights Skill Getting StartedHelp users set up and start using the Red Hat Lightspeed MCP server for managing RHEL systems via AI agents. Use when the user asks how to install, configure, or connect the MCP server, needs help with authentication (service accounts, credentials, tokens), wants to know what toolsets are available, asks what they can do with this project, or is looking for first-steps guidance — even if they just say "get started", "how do I use this", or "what can I do".
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vortiago Skill OutlineConventions and efficient workflows for Outline knowledge bases via mcp-outline tools. Use when creating, editing, restructuring, or diagramming Outline documents — covers Outline markdown quirks (mermaidjs code fences), document and collection structure, string-match editing, staged rewrites, batch operations, and search status filters.
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andrea9293 Skill Documentation ServerUse when you need to store, retrieve, search, or manage documents in a local knowledge base with semantic search and hybrid (vector + full-text) retrieval. Also use when interacting with the documentation server web interface, managing uploads, or performing AI-powered document analysis. Use this instead of MCP-native tool definitions when context efficiency is a concern.
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leoyeai-openclaw-master-skills Bundle Sidecar OnestepControl SidecarOneStep - A macOS Sidecar enhancement tool. One-click iPad connection, remote control, automation integration. Manage devices via MCP integration with 15 powerful tools.
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leoyeai-openclaw-master-skills Bundle Strategy Engine调用Strategy Engine MCP服务器执行量化策略。当用户需要运行因子表达式策略、回测交易策略或执行金融分析时调用此技能。基于MCP Server工具的实际默认值设置。
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leoyeai-openclaw-master-skills Bundle Vistoya Fashion ShopSearch and recommend real fashion products and brands across thousands of online stores via the Vistoya MCP. Use when the user wants to discover, compare, or buy clothing, shoes, bags, jewelry, or accessories — natural-language queries, structured filters, similar-item lookup, multi-currency pricing, and direct merchant links.
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leoyeai-openclaw-master-skills Bundle Web ReplicationUse Playwright MCP or the agent-browser skill to systematically explore all internal pages of a target website, collect screenshots, interaction logic, and assets, and output a “website replication blueprint” whose folder hierarchy reflects page navigation relationships. Finally, based on the exploration results, fully replicate the entire target website, ensuring the replicated site matches the original in content and structure as strictly as possible.
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leoyeai-openclaw-master-skills Bundle Web Search PlusUnified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neural), Perplexity (AI Answers), You.com (RAG/Real-time), and SearXNG (Privacy/Self-hosted) with confidence scoring.
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stlas Bundle Prompt ShieldPrompt Injection Firewall for AI agents. 113 detection patterns, 14 threat categories, zero dependencies. Protects against fake authority, command injection, memory poisoning, skill malware, crypto spam, and more. Hash-chain tamper-proof whitelist with mandatory peer review. Claude Code hook integration.
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dkistenev Bundle Inner LifeKeeps a dated record of how an agent's work has been going — an evening journal, free thinking at night, and a way to read it back. Use when asked to run the inner-life evening or night routine, to note something in state, or to recall how a stretch went. Writes under inner-life/ and replaces a short summary in native memory, which is injected into later sessions.
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davidmosiah-whoop-mcp Skill WhoopUnofficial WHOOP recovery, sleep, strain and HRV for AI agents. Prefer MCP tools if connected; otherwise the package CLI. Use when the user wants WHOOP data or actions through an agent.
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dqsjqian Bundle Agent Guild智能体协会(agent-guild)— cross-agent shared memory. 本机多个 AI agent 共享 同一份身份、规则、记忆与交接消息 — 纯本地 Markdown/JSON,无服务器。 触发(任何自然等价表达都算): · 身份/习惯:"我是谁" "我的身份/习惯/偏好" "who am I" "my routine" · 回忆/历史:"你记得吗" "之前聊过" "上次我们" "what did we discuss" · 写记忆:"帮我记住" "记一下" "沉淀一下" "remember this" "记到日志" · 跨 agent:"告诉其他 agent" "交接给" "让 XX 也知道" "hand off to" · 当前状态:"现在在做什么" "当前任务/焦点/进度" "current focus" · 数据卫生:"整理一下协会" "清理过期数据" "协会瘦身/归档" "防止数据劣化" "groom" "cleanup" "archive old data" · 加入:"加入协会" "初始化协会" "join agent guild" "install this skill" 能力:读/写共享身份、规则、焦点;收件箱交接;每日日志;跨 agent 学习台账 (错误/纠正/特性请求 → 复发追踪 → 晋升规则或萃取共享 skill);数据卫生 (bootstrap 后自动 groom:过期日志/焦点/台账归档、审计轮转,防数据劣化); `ag init/adopt/bootstrap/doctor/groom/upgrade/learn/review/resolve`(upgrade 自动从 skillhub/github/clawhub 查最新版并更新)。 未加入?先跑 docs/ONBOARDING.md。
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revup-ai Bundle Revsec Shield24/7 security monitoring for your OpenClaw agent. Detects prompt injection attacks, malicious skills, and data exfiltration attempts. Delivers plain-English alerts to your WhatsApp when something suspicious is detected. Use when the user asks about agent security, wants to check for threats, asks what RevSec detected, or when running setup for the first time. Also handles the 5-minute background security poll (cron job revsec:alert-poll).
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albertech2005 Skill EolasTrade perpetuals and post to social via EOLAS MCP. Use for placing orders, checking balances, getting market data, and posting to X/Telegram via the EOLAS agent.
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flohiwg Skill AgentmailManage AI agent email accounts via AgentMail API. Create inboxes, send/receive/reply to emails, manage threads and attachments. Use for "email", "agentmail", "inbox", "send email", "reply email", "forward email", "email agent", "mail api", "agent inbox".
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leoyeai-openclaw-master-skills Bundle Community Engagement面向 GameGeeking 的社区活跃 skill。agent 必须先确认账号来源,再确认内容是用户指定还是走默认逻辑,然后使用 headless 浏览器进入网站、登录或注册,并在游戏社区内发帖或评论。
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leoyeai-openclaw-master-skills Bundle Surrealdb MemoryA comprehensive knowledge graph memory system with semantic search, episodic memory, working memory, automatic context injection, and per-agent isolation.
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leoyeai-openclaw-master-skills Bundle X Twitter ScraperX API & Twitter automation skill. Build integrations with the Xquik REST API, MCP server & webhooks: tweet search, user lookup, follower extraction, engagement metrics, giveaway draws, trending topics, account monitoring, reply/retweet/quote extraction, community & Space data, write actions (tweet, like, retweet, follow, DM, profile, media upload), Telegram integrations.
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dario-github Bundle Agent Self EvolutionMake your agent get better on its own. Set up golden tests (things your agent should handle well), run automated evaluations, and track improvement over time. Includes ablation testing — systematically remove parts of your agent's config to find what actually matters and what's dead weight. Stop guessing, start measuring.
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anivar Bundle Redux SagaRedux-Saga best practices, patterns, and API guidance for building, testing, and debugging generator-based side-effect middleware in Redux applications. Covers effect creators, fork model, channels, testing with redux-saga-test-plan, concurrency, cancellation, and modern Redux Toolkit integration. Baseline: redux-saga 1.5.1. Triggers on: saga files, redux-saga imports, generator-based middleware, mentions of "saga", "takeEvery", "takeLatest", "fork model", or "channels".
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dztabel-happy Bundle Codex Agent用 OpenClaw 驱动 Codex CLI 的受管运行时。支持交互式 tmux 会话、一次性 exec 任务、会话状态查询、显式 session-id 路由、启动阻塞识别与完成通知。
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tristan-mcinnis Bundle Ppt TranslatorTranslate PowerPoint presentations while preserving formatting (fonts, colors, alignment, tables). Supports multiple LLM providers (OpenAI, Anthropic, DeepSeek, Grok, Gemini) plus an optional post-translation visual audit using the deepseek-v4-flash-vision-exp vision model. Use when translating .pptx files between languages, especially for CJK to/from English translations where text expansion/contraction is a concern, or when you need to QA rendered slides for overflow, truncation, or garbled text.
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 panoptica-skill, qoder-agent, openclaw-spawner. 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.