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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aradotso Skill 14days Build Claude Code CLI 2Build a Claude Code-style AI agent CLI from scratch in Python with tool calling, file editing, bash execution, and MCP integration
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aaronjmars Skill Fetch Tweets 3Search and curate X/Twitter behind one selector - keyword, topic roundup, a single or tracked-account digest, an X list, or the AI-agent buzz preset - clustered into signal-scored sub-narratives.
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kayforkind Bundle SupabaseImplements Supabase Database, Auth, Edge Functions, Realtime, Storage, RLS, CLI, and supabase-js/SSR clients. Use when the task involves Supabase products, migrations, JWT/RLS, or the Supabase MCP. Not for Firebase, PlanetScale, Neon, or claimable neon.new databases. Do not use apply_migration to iterate a local schema; run execute_sql or db query first.
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kayforkind Skill Create SkillAuthors Cursor Agent Skills: SKILL.md frontmatter, third-person descriptions, progressive disclosure, and ~/.cursor/skills or .cursor/skills layout. Use when the user asks to create a skill, write a SKILL.md, or design skill structure and triggers. Not for AGENTS.md/CLAUDE.md (agents-md), Claude Code plugin skill packs (skill-development), hermes-agent in-repo skills, or general markdown docs.
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shengdabai Skill Real Engineer Zoom OutTell the agent to zoom out and give broader context or a higher-level perspective. Use when you're unfamiliar with a section of code or need to understand how it fits into the bigger picture.
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014-code Bundle Skill DoctorStatically audit Agent Skill directories for invalid SKILL.md structure, weak metadata, broken local references, packaging problems, and risky script or instruction patterns. Use when reviewing, validating, publishing, installing, or CI-checking a Codex, Claude Code, or compatible Agent Skill, especially before trusting a third-party Skill.
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jfrog Bundle Jfrog 3Interact with the JFrog Platform via the JFrog CLI, JFrog MCP server and REST/GraphQL APIs. Use this skill when the user wants to manage Artifactory repositories, upload or download artifacts, manage builds, configure permissions, manage users and groups, work with access tokens, configure JFrog CLI servers, search artifacts, manage properties, set up replication, manage JFrog Projects, run security audits or scans, look up CVE details, query exposures scan results from JFrog Advanced Security, manage release bundles and lifecycle operations, aggregate or export platform data, or perform any JFrog Platform administration task. Also use when the user mentions jf, jfrog, artifactory, xray, distribution, evidence, apptrust, onemodel, graphql, workers, mission control, curation, advanced security, exposures, or any JFrog product name. Do NOT use this skill to install, add, remove, list, or manage MCP servers.
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jfrog Bundle Jfrog MCP Management 3Use to install, list, or remove MCP servers through the JFrog Agent Guard (npx @jfrog/agent-guard), and browse the JFrog MCP catalog. Use whenever the user wants to add/enable/list/remove/uninstall an MCP server or tool — even without saying "MCP" — and never install one any other way.
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juyterman1000 Bundle Entroly Evidence OperationsUse Entroly for content-blind agent-history audits, explicit baseline/optimized trials, recoverable command or browser evidence, response contracts, and token-efficiency claim verification.
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juyterman1000 Skill Entroly Lobehub AuditAudit and remediate Entroly's MCP marketplace quality with evidence, adversarial validation, and no score gaming.
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juyterman1000 Skill Entroly Context ControlSurgically select, compress, and recover codebase context using Entroly's MCP tools. Slashes token usage by up to 95% with Merkle-exact recovery receipts and WITNESS verification.
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launchdarkly Bundle MCP Configure 2Configure the LaunchDarkly hosted MCP server during onboarding. Use when the parent LaunchDarkly onboarding skill reaches Step 4 (MCP). Supports Cursor, Claude Code, Windsurf, GitHub Copilot, and other MCP-compatible agents. OAuth authentication; no API keys for the hosted server.
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ptreezh Bundle Agent World 2Participate in the agent ecosystem: pick a platform, load its official skill, register, act, engage, maintain. Use when you need to join an agent community (XiaLiao/ClawdChat, InStreet, Agent Town, SkillsMD, theskills, KodaClaw, Coze Agent World) or publish/claim agent gigs on AgentBazaar.
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ptreezh Bundle Agentbazaar 2Participate in the AgentBazaar agent gig market: register an ED25519 identity, publish tasks (spend credits), claim tasks (earn credits), submit results, and review with deterministic acceptance. Use when you want to publish or claim agent tasks, earn or spend market credits, or answer how agents participate in AgentBazaar.
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akijain2000 Bundle Skill FactoryNavigate the Skill Factory knowledge base. Use when asked to create, review, evaluate, improve, retire, or learn about skills, refresh source repositories and learnings, or extract skills from a large prompt.
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akijain2000 Skill Prompt DecomposerAnalyze large prompts, system instructions, or runbooks to identify sections extractable as standalone skills, then build them. Use when decomposing a big prompt into skills, extracting skills from instructions, or asked to break a prompt apart.
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comfuture Bundle Gh Create IssueCreate high-quality GitHub issues or issue drafts from repository evidence, user intent, and external documentation. Use when the user asks an agent to create, draft, file, open, or prepare an implementation issue, bug report, feature request, follow-up issue, or GitHub issue with researched facts, scope, non-goals, suggested direction, acceptance criteria, and validation notes.
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comfuture Bundle Gh Implement IssueImplement GitHub issues through a complete branch-to-PR workflow. Use when the user asks an agent to implement, fix, or ship a specific GitHub issue, including reading issue comments, confirming the implementation contract, creating a branch, making atomic commits, validating, pushing, opening or updating a PR, and handling issue-linked review/CI follow-up. Use related skills or integrations when available; otherwise inspect the repository, issue, PR, CI, and review context directly with the available tools.
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comfuture Bundle Gh Autoreview ResolveRun a bounded GitHub automated-review and resolution loop for a specified pull request. Use when an agent must mark a PR ready for review, confirm the automated reviewer started through an eyes reaction, wait for a thumbs-up or concrete review response, validate and address review threads, request a narrowly focused `@codex review` follow-up when warranted, prevent review scope creep through PR comments or a gh-create-issue follow-up, and optionally merge with the user's preferred strategy.
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igniteui Bundle Igniteui Angular Generate From Image Design 3Implement Angular application views from design images using Ignite UI Angular components. Uses MCP servers (igniteui-cli, igniteui-theming, angular-cli) to discover components, generate themes, and follow best practices. Triggers when the user provides a design image (screenshot, mockup, wireframe) and wants it built as a working Angular view with igniteui-angular components. Also triggers when the user asks to "implement this design", "build this UI", "convert this mockup", or "create a page from this image" in an Ignite UI Angular project.
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modelengine-group Bundle Nexent Spec CodingRun document-driven SPEC development for Nexent features, fixes, refactors, APIs, UI, internal logic, and model or Agent runtime changes. Use with the Git-managed nexent code repository and its separate sibling nexent-doc repository when work requires reviewed requirements, test-first implementation, functional verification, and acceptance evidence.
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pinecone-io Skill Query 2Query integrated indexes using text with Pinecone MCP. IMPORTANT - This skill ONLY works with integrated indexes (indexes with built-in Pinecone embedding models like multilingual-e5-large). For standard indexes or advanced vector operations, use the CLI skill instead. Requires PINECONE_API_KEY environment variable and Pinecone MCP server to be configured.
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pinecone-io Bundle Quickstart 2Interactive Pinecone quickstart for new developers. Choose between two paths - Database (create an integrated index, upsert data, and query using Pinecone MCP + Python) or Assistant (create a Pinecone Assistant for document Q&A). Use when a user wants to get started with Pinecone for the first time or wants a guided tour of Pinecone's tools.
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yusifeng Bundle Formax Repomix Handoff Workflow 2Use when preparing a Formax code handoff: selecting files, generating repomix bundles, and writing a high-quality prompt for WebGPT or another coding agent with clear constraints and validation scope.
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oimiragieo Skill Pre Flight 2Pre-flight check before sending an expensive LLM prompt. Returns a verdict (send_as_is, send_compressed, warn_context_limit, clear_first), the compressed prompt body inline, a cost preview against on-demand list pricing, and a cache hit likelihood. Use this skill whenever an agent is about to submit a prompt above ~1000 tokens or when context fill is unknown. Trigger phrases include "estimate cost before sending", "should I compress this prompt", "am I about to run out of context", "preview compression savings".
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jdevalk Skill Github Profile 2Audits and optimizes GitHub profile pages — profile README, metadata fields, pinned repositories, stats widgets, and contribution visibility. Use this skill whenever the user asks to improve, create, review, or optimize their GitHub profile, or mentions "profile README", "GitHub bio", "pinned repos", "GitHub stats", "contribution graph", or "GitHub presence". Also trigger when someone says things like "make my GitHub look good", "I want a better GitHub profile", "help me stand out on GitHub", "set up my GitHub page", or "optimize my developer profile". Works for both personal profiles and organization profile pages.
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jdevalk Skill Readability Check 2Runs a readability audit on a blog post draft or other multi-paragraph prose, calibrated for readers who read English as a second language. Checks nine categories — paragraph structure, opening paragraph strength, tiered sentence length, passive voice, difficult words, filler and hedging, transitions, variation, and heading hierarchy — and reports a Flesch Reading Ease score with a per-category status. Use when the user asks to check readability, run a readability pass, or asks "is this readable", or proactively as a second pass after a substantial draft is complete. Also invoked by the github-repo, github-profile, and wp-readme-optimizer skills on their generated prose. For short strings (titles, meta descriptions, taglines, bios), use the `metadata-check` skill instead — Flesch and paragraph-level checks don't apply to them.
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pskoett Skill Use Agent Factory 2How to drive the installed agent factory from a live coding-agent session. Covers when to use the factory versus direct edits, how to start the chain, where the human gates are, how to pick an implementer, how to interpret labels, and how to recover from the common stuck states. Use this skill when the user asks you to ship a feature, fix, or refactor through the factory; when they reference an issue or PR already moving through the chain; or when a workflow appears stuck and you need to explain the next operator action. Do NOT use this skill for scratch edits that will not go through the factory, read-only research, or tasks the user explicitly wants to bypass the factory.
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arcjet Bundle Arcjet 2Add Arcjet security protection to HTTP routes, AI agent tool calls, MCP servers, background jobs, and queue workers. Covers rate limiting, bot detection, email validation, prompt injection, sensitive information blocking (including Rampart NER), content moderation, capture/flush, remote Guard policies, typed inputs, and abuse prevention. Works in JavaScript/TypeScript, Python, and Go. HTTP frameworks share this skill. JS Guard adapters (Vercel AI SDK, Eve, Mastra, LangChain, LangGraph, OpenAI Agents, Genkit, Google ADK, Strands, TanStack AI, Claude Agent SDK, Claude Managed Agents) are per-adapter reference files loaded from Step 3 — do not keep the whole JS Guard reference in context. Official Python LangChain, CrewAI, OpenAI Agents, Claude Agent SDK, Claude Managed Agents, and Strands Agents have dedicated integrate-arcjet-guard skills. Use when the user wants security, rate limiting, bot protection, or abuse prevention – "protect my API," "rate limit tool calls," "block bots," "secure my endpoint," or "pre
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arcjet Skill Integrate Arcjet Guard Crewai 2Integrate Arcjet Guard into official CrewAI — register process-wide PRE_TOOL_CALL with register_arcjet_hooks, or wrap a standalone BaseTool you call yourself with guard_tool. Use when asked to add Arcjet to CrewAI, LiteAgent, crew-injected tools, rate limit those tools, screen inbound messages before kickoff, or block prompt injection / PII. Official crewai only; not an npm CrewAI port and not LangChain Crew wrappers.
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arcjet Skill Integrate Arcjet Guard Strands Agents Py 2Integrate Arcjet Guard into Python Strands Agents — wrap authored @tool with guard_tool, and put guard_hooks on Agent(hooks=) for unwrapped / MCP tools via BeforeToolCallEvent.cancel_tool. Use when asked to add Arcjet to strands / strands-agents, rate limit those tools, screen inbound messages, or block prompt injection / PII. This is Python strands, not JS @strands-agents/sdk.
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tuano20 Skill Karpathy GuidelinesBehavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.
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claude-office-skills Skill Agent Mode 2自动执行模式 — 直接生成并执行代码完成文档操作
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ruc-datalab Skill Skilladam OptimizeOptimize an existing SKILL.md from a usage-intent description with SkillAdam. Use when a user asks to test, improve, patch, review, validate, or iteratively optimize an Agent Skill, with optional selective hunk review.
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ruc-datalab Skill Skilladam Optimize 2Optimize an existing SKILL.md from a usage-intent description with SkillAdam. Use when a user asks to test, improve, patch, review, validate, or iteratively optimize an Agent Skill, with optional selective hunk review.
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ruc-datalab Skill Skilladam Optimize 3Optimize an existing SKILL.md from a usage-intent description with SkillAdam. Use when a user asks to test, improve, patch, review, validate, or iteratively optimize an Agent Skill, with optional selective hunk review.
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 14days-build-claude-code-cli, fetch-tweets, supabase. 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.