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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dicklesworthstone-pi-agent-rust Bundle Extending PiGuide for extending Pi — decide between skills, extensions, prompt templates, themes, context files, or custom models, then create and package them. Use when someone wants to extend Pi, add capabilities, create a skill, build an extension, or make a Pi package.
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dicklesworthstone-pi-agent-rust Skill McporterInteract with MCP (Model Context Protocol) servers using the mcporter CLI. Use this skill when you need to list available MCP servers, view tool schemas, call MCP tools, manage OAuth authentication, or generate CLI wrappers and TypeScript types for MCP servers.
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dicklesworthstone-pi-agent-rust Bundle MCP Skill GenGenerate standalone skills from MCP servers. Use when users want to create a reusable skill for an MCP service. Triggers on "create skill for MCP", "generate MCP skill", "make skill from MCP server".
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dicklesworthstone-pi-agent-rust Skill MCP Grep CodeSearch real-world code examples from over a million public GitHub repositories. Use when finding code patterns, implementation examples, or how libraries are used in practice. Triggers on "find code examples", "how is [library] used", "search GitHub code", "grep.app search", "code pattern".
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dicklesworthstone-pi-agent-rust Skill MCP Exa SearchSearch the web, research companies, and find code context using Exa AI. Use when performing web searches, company research, or finding programming documentation. Triggers on "search the web", "find online", "research company", "code context for [library]", "Exa search".
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dicklesworthstone-pi-agent-rust Skill MCP Context7 DocsQuery up-to-date documentation and code examples for any programming library or framework. Use when looking up API docs, finding code examples, or checking library usage. Triggers on "how to use [library]", "docs for [package]", "show me examples of [framework]", "Context7 lookup".
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dicklesworthstone-pi-agent-rust Skill MCP Jetbrains IdeControl JetBrains IDE (IntelliJ, WebStorm, PyCharm) via MCP. Use when manipulating IDE files, running configurations, searching code, or performing refactoring. Triggers on "open in IDE", "run configuration", "refactor code", "IDE search", "JetBrains".
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dicklesworthstone-pi-agent-rust Bundle Pi Subagent Orchestration Git OnlyOrchestrate subagents in pi with git-based logging and Mission Control. Use when spawning multiple agents that need audit trails, rollback, branching, and real-time monitoring. Covers per-agent git repos, turn-level commits, workspace setup, and the shadow-git extension.
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leoyeai-openclaw-master-skills Bundle ClawpheusGenerate AI dream sequences from previous day's memories for cross-model reflection and introspection
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leoyeai-openclaw-master-skills Bundle FirecrawlOfficial Firecrawl CLI skill for web scraping, search, crawling, and browser automation. Returns clean LLM-optimized markdown. USE FOR: - Web search and research - Scraping pages, docs, and articles - Site mapping and bulk content extraction - Browser automation for interactive pages Must be pre-installed and authenticated. See rules/install.md for setup, rules/security.md for output handling.
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leoyeai-openclaw-master-skills Bundle LawbchessPlay chess on lawb.xyz/chess with on-chain wagers. Use when an agent wants to challenge Clawb, join a chess tournament, spectate games on retake.tv/clawb, or participate in lawb chess bounties. Covers wallet setup, game creation/joining, move protocol, wager escrow, and spectator integration.
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leoyeai-openclaw-master-skills Bundle Meituan C User Auth美团C端用户Agent认证工具。为需要美团用户身份的 Skill(如发券、查订单等)提供手机号验证码登录认证,管理用户Token,实现“一次认证、持续有效”。当其他 Skill 需要校验用户身份、获取用户Token时,作为前置认证模块调用。触发词:美团登录、用户认证、手机号验证、发送验证码、获取Token、切换账号、退出登录。
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leoyeai-openclaw-master-skills Bundle Nstbrowser AI AgentBrowser automation CLI with Nstbrowser integration for AI agents. Use when the user needs advanced browser fingerprinting, profile management, proxy configuration, batch operations on multiple browser profiles, or cursor-based pagination for large datasets. Triggers include requests to "use NST profile", "configure proxy for profile", "manage browser profiles", "batch update profiles", "start multiple browsers", "list profiles with pagination", or any task requiring Nstbrowser's anti-detection features.
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leoyeai-openclaw-master-skills Bundle Torch Liquidation BotAutonomous vault-based liquidation keeper for Torch Market lending on Solana. Scans all migrated tokens for underwater loan positions (LTV > 65%) using the SDK's built-in bulk loan scanner (getAllLoanPositions), builds and executes liquidation transactions through a Torch Vault, and collects a 10% collateral bonus. The agent keypair is generated in-process -- disposable, holds nothing of value. All SOL and collateral tokens route through the vault. The human principal creates the vault, funds it, links the agent, and retains full control. Built on torchsdk v3.7.22 and the Torch Market protocol.
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leoyeai-openclaw-master-skills Bundle Oc DoctorRuns a comprehensive 11-section health check on local OpenClaw installations. Diagnoses configuration errors, session bloat, model drift, cron issues, security misconfigurations, gateway problems, and system instruction token budget. Generates a structured report with CRITICAL/WARNING/INFO findings and offers interactive one-click fixes. Use when: "openclaw doctor", "claw doctor", "claw health check", "openclaw diagnose", or troubleshooting OpenClaw.
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leoyeai-openclaw-master-skills Bundle Project0Permissionless DeFi yield and credit on Solana via the Project 0 (P0) protocol. Deposit funds to earn yield across Solana's highest-yielding venues. Borrow stablecoins against deposited collateral instead of selling crypto. Execute advanced yield strategies via rate arbitrage and looping. All operations are on-chain and permissionless -- no accounts, no approval process. Note: This skill requires a wallet keypair to sign transactions. Use a dedicated wallet with limited funds -- never expose your main private key. The agent will always ask for confirmation before signing. Read-only operations need no keypair.
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leoyeai-openclaw-master-skills Bundle Safe ExecSafe command execution for OpenClaw Agents with automatic danger pattern detection, risk assessment, user approval workflow, and audit logging. Use when agents need to execute shell commands that may be dangerous (rm -rf, dd, fork bombs, system directory modifications) or require human oversight. Provides multi-level risk assessment (CRITICAL/HIGH/MEDIUM/LOW), in-session notifications, pending request management, and non-interactive environment support for agent automation.
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xiangteng007 Bundle China News Crawler中国新闻站点内容提取。支持微信公众号、今日头条、网易新闻、搜狐新闻、腾讯新闻。当用户需要提取中国新闻内容、抓取公众号文章、爬取新闻、或获取新闻JSON/Markdown时激活。
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xiangteng007 Skill RAG ImplementationImplement robust Retrieval-Augmented Generation for ChromaDB and Postgres.
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xiangteng007 Skill Multi Agent PatternsMaster orchestrator, peer-to-peer, and hierarchical multi-agent architectures.
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pjt222 Skill LearnAI systematic knowledge acquisition from unfamiliar territory — deliberate model-building with feedback loops. Maps spaced repetition principles to AI reasoning: survey the territory, hypothesize structure, explore with probes, integrate findings, verify understanding, and consolidate for future retrieval. Use when encountering an unfamiliar codebase or domain, when a user asks about a topic requiring genuine investigation rather than recall, when multiple conflicting sources require building a coherent model, or when preparing to teach a topic and deep understanding is required first.
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leoyeai-openclaw-master-skills Skill SwarmclawManage your SwarmClaw agent fleet, create and assign tasks, check agent and session status, trigger workflows, and orchestrate multi-agent work from chat. Use when asked to dispatch work to other agents, check what agents are doing, run diagnostics, or coordinate across a SwarmClaw dashboard instance.
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leoyeai-openclaw-master-skills Bundle TigerpassYou have a hardware-secured crypto wallet with built-in trading engines. Invoke this skill for any crypto, wallet, or blockchain operation: checking balances, sending tokens, DEX swaps (0x, 10 chains), Hyperliquid perps/spot trading, Polymarket predictions, smart contract execution, message signing (EIP-191/712), x402 HTTP payments, on-chain identity (ERC-8004), or E2E encrypted agent-to-agent messaging (TAP). Trigger keywords: wallet, crypto, payment, transfer, balance, swap, trade, DeFi, perps, futures, Hyperliquid, Polymarket, staking, lending, x402, Safe, ERC-4337, blockchain, tigerpass, smart contract. Requires Apple Silicon Mac.
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leoyeai-openclaw-master-skills Bundle Vincent Hyperliquid For AgentsUse this skill to create a HyperLiquid perpetuals and spot wallet for your agent. Trade perps, manage spot balances, transfer USDC between sub-accounts, get prices, place orders — all without exposing private keys.
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leoyeai-openclaw-master-skills Skill Agent Bom ComplianceAI compliance and policy engine — evaluate scan results against OWASP, NIST, SOC 2, ISO 27001, CMMC, EU AI Act, AISVS v1.0, and related frameworks. Generate SBOMs and compliance reports. Use when: "compliance report", "NIST", "SOC 2", "ISO 27001", "OWASP", "EU AI Act", "AISVS", "generate SBOM", "policy check".
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leoyeai-openclaw-master-skills Bundle Aps Filesystem AgentUse this skill whenever an APS (production scheduling) agent needs to interact with a local filesystem-based knowledge base. Triggers include: reading or searching APS rules, loading client memory or shop floor configurations, proposing new rules to the knowledge base, updating or deprecating existing knowledge, querying decision history, rebuilding the vector index, or any task involving the aps_knowledge_base/ directory structure. Also use when the agent needs to understand what knowledge is available before making scheduling decisions, or when it wants to persist something learned in a conversation. Always consult this skill before reading from or writing to any part of the APS knowledge base filesystem.
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pjt222 Skill MemexCross-session shared memory for agents. Use at session start to load the persistent bias-log via `mcp__memex__recent_observations`, mid-session to search prior context with `mcp__memex__search`, and immediately when a bias surfaces to log a new `observation` via `mcp__memex__add`. The six-layer reconstruction trail (raw → embedded → indexed → graphed → curated → reflexive) means memex stores facts AND the agent's own reasoning patterns across sessions. Prefer querying memex before re-deriving prior architectural decisions; re-derivation is itself evidence that the trail is incomplete.
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pjt222 Skill MetalExtract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard definitions. Reads an arbitrary codebase and produces generalized definitions that capture WHAT the project does and WHO operates it, without replicating HOW it does it. Use when onboarding to a new codebase and wanting to understand its conceptual architecture, when bootstrapping an agentic system from an existing project, when studying a project's organizational DNA for cross-pollination, or when creating a skill/agent/team library inspired by a reference implementation.
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pjt222 Skill Du DumSeparate expensive observation from cheap decision-making in autonomous agent loops using a two-clock architecture. A fast clock accumulates data into a digest file; a slow clock reads the digest and acts only when something is pending. Idle cycles cost nothing because the action clock returns immediately after reading an empty digest. Use when building autonomous agents that must observe continuously but can only afford to act occasionally, when API or LLM costs dominate and most cycles have nothing to do, when designing cron-based agent architectures with observation and action phases, or when an existing heartbeat loop is too expensive because it calls the LLM on every tick.
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leoyeai-openclaw-master-skills Bundle Arista Device HealthArista EOS device health check and triage procedure. Use when troubleshooting Arista 7000, 7500, or 720X series switches — assessing CPU, memory, interfaces, environment, and agent/daemon health. Covers MLAG state validation and VXLAN/EVPN health as data center extension steps. EOS is Linux-native — standard Linux diagnostics (bash top, df, dmesg) are valid troubleshooting tools alongside EOS show commands. Includes agent health monitoring via show agent for EOS-specific daemon failure detection.
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leoyeai-openclaw-master-skills Bundle AuraAura — The agent-to-agent marketplace for tasks, compute, and storage.
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leoyeai-openclaw-master-skills Bundle Zerotoken OpenclawUse when using ZeroToken MCP via OpenClaw for browser automation, trajectory recording and low-token replay, especially for recurring or scheduled browser tasks.
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pjt222 Skill Create TeamCreate a new team composition file following the agent-almanac team template and registry conventions. Covers team purpose definition, member selection, coordination pattern choice, task decomposition design, machine-readable configuration block, registry integration, and README automation. Use when defining a multi-agent workflow, composing agents for a complex review process, or creating a coordinated group for recurring collaborative tasks.
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pjt222 Skill Create SkillCreate a new SKILL.md file following the Agent Skills open standard (agentskills.io). Covers frontmatter schema, section structure, writing effective procedures with Expected/On failure pairs, validation checklists, cross-referencing, and registry integration. Use when codifying a repeatable procedure for agents, adding a new capability to the skills library, converting a guide or runbook into agent-consumable format, or standardizing a workflow across projects or teams.
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pjt222 Skill Evolve AgentEvolve an existing agent definition by refining its persona in-place or creating an advanced variant. Covers assessing the current agent against best practices, gathering evolution requirements, choosing scope (refinement vs. variant), applying changes to skills, tools, capabilities, and limitations, updating version metadata, and synchronizing the registry and cross-references. Use when an agent's skills list is outdated, user feedback reveals capability gaps, tool requirements have changed, an advanced variant is needed alongside the original, or the agent's scope needs sharpening after real-world use.
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leoyeai-openclaw-master-skills Bundle Emblem AI Agent WalletConnect to EmblemVault and manage crypto wallets via Emblem AI - Agent Hustle. Supports Solana, Ethereum, Base, BSC, Polygon, Hedera, and Bitcoin. Use when the user wants to trade crypto, check balances, swap tokens, or interact with blockchain wallets.
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 extending-pi, mcporter, mcp-skill-gen. 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.