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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hack23 Skill Threat Modeling FrameworkThreat modeling with STRIDE methodology, threat model documentation, SDLC integration, and evidence portfolio per Hack23 Secure Development Policy
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hack23 Skill Architecture DocumentationC4 architecture model, security architecture, Mermaid diagrams, SECURITY_ARCHITECTURE.md, and comprehensive documentation per Hack23 Secure Development Policy
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hack23 Skill Typescript Strict PatternsTypeScript strict mode patterns, branded types, discriminated unions, and type-safe architecture for MCP servers
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joaquimscosta Bundle LyraTransform vague inputs into precision-optimized AI prompts for Claude, ChatGPT, Gemini, or other LLMs. Use when user mentions "optimize prompt", "improve prompt", "lyra", "prompt engineering", or needs help crafting effective AI prompts.
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joaquimscosta Bundle Skill ValidatorValidate skills against Anthropic best practices for frontmatter, structure, content, file organization, hooks, MCP, and security (62 rules in 8 categories). Use when creating new skills, updating existing skills, before publishing skills, reviewing skill quality, or when user mentions "validate skill", "check skill", "skill best practices", "skill review", or "lint skill".
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b-open-io-prompts Bundle Auth MdImplement or review the experimental WorkOS auth.md v0.6.0 agent-identity proposal. Use for "implement auth.md", "add agent registration", "design delegated agent signup", "support service_auth", "mint or verify an ID-JAG", "build an agent identity provider", or agent-facing OAuth consent, claims, and revocation. Distinct from Better Auth Agent Auth Protocol, OAuth Dynamic Client Registration, and RFC 8628 Device Authorization.
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b-open-io-prompts Bundle Front DeskRoute to the right agent, skill, or service provider. Use for "who handles X?", "what agents are available?", "team roster", "what skills are available?", "where do I find skill X?", "who should I talk to about Z?", "install in Grok Bot", "stand up the roster", or "Grok Bot teammates". Also covers agent-adapter availability, installing skills, and org email drafting. Route SOC 2 and audit readiness to Anthony in product-skills.
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b-open-io-prompts Bundle Linear PlanningThis skill should be used when the user wants to plan a project, feature, or bug fix using Linear as the agent control plane. Use when the user says "plan this in Linear", "create Linear tickets", "break this down into tasks", "push to Linear", "set up our board for this feature", or wants to turn a description or spec into well-structured, agent-ready Linear issues. Requires the official Linear MCP server to be configured.
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b-open-io-prompts Bundle Reinforce SkillsInject compressed SKILL-MAP and AGENT-MAP directive blocks into CLAUDE.md so skill names and agent IDs survive a long session. Use when modifying a CLAUDE.md, when adding a skill or agent to a plugin, or for "update the skill map", "register this agent", "skills keep getting forgotten", "sync skills to CLAUDE.md".
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b-open-io-prompts Bundle Codex Agent SetupGenerate and install Codex agent adapters so plugin personas are invocable from the Codex CLI. Use for "set up codex agents", "install the codex adapters", "make these agents work in Codex", or when a persona is missing from a Codex session.
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matrixx0070 Skill ImagineImage-generation doctrine for the media.* tools — when to build a visual with code instead of an image model, prompt-craft, reference-first handling of real people, factual grounding, verify-by-reading-back, and cross-image consistency. Ported and adapted from grok's imagine skill.
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shaul1991 Skill Security AuditorSecurity Auditor Agent. 보안 감사, 취약점 분석, 컴플라이언스 검토를 담당합니다. 보안, 감사(audit), 취약점, 컴플라이언스 관련 요청 시 사용됩니다.
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ab-aswini Skill Clean CodePragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments
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packmindhub Bundle Michel CLI Demo RecorderProduce proof-of-execution demos of the Packmind CLI (`packmind-cli`) as terminal-styled images (colors and formatting preserved exactly), for embedding in a GitHub PR. Renders a crisp master SVG and rasterizes it to a PNG — the PNG is what you embed, because GitHub does not render SVG in PR/issue bodies. Use this whenever a dev task touches the CLI — new command, changed output, new flag, bug fix in terminal rendering — and the PR would benefit from showing the tool actually running. Trigger it when the user says "record a CLI demo", "show the command output", "add a terminal screenshot to the PR", "prove the CLI works", "capture the CLI", "demo the command", or whenever you finish CLI work and are about to open or update a PR. Default to running this for any PR whose diff includes CLI source, even if the user didn't explicitly ask for a screenshot — a CLI PR without a visual of the output is an incomplete deliverable.
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b-open-io-prompts Bundle AdvisorGet an independent read-only second opinion at a commitment boundary, before substantive work on a hard task, when stuck or changing approach, or at a final review gate. Use for "consult the advisor", "get a second opinion", "ask codex", "ask Astra", "ask gpt-6-astra", "ask Fable", "ask opencode", or "ask a bigger model". The advisor returns guidance; the main session keeps execution and decision ownership.
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b-open-io-prompts Bundle ClaudexRun the Claude Code harness on GPT-5.6 Sol through a local CLIProxyAPI proxy when Anthropic usage runs out, and diagnose that setup when it drifts. Use for "my Anthropic usage ran out", "keep working on another model", "run Claude Code on GPT-5.6 Sol", "set up claudex", "claudex isn't working", or "bill against my Codex subscription". macOS + Homebrew.
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b-open-io-prompts Bundle Perf AuditRun local performance audits on a project without network calls. This skill should be used when the user says 'audit performance', 'check bundle size', 'find large images', 'check for heavy dependencies', 'run a perf audit', 'how big is my bundle', 'optimize images', 'find oversized assets', or before any performance optimization work. Also use when an agent needs baseline metrics before making changes. All scripts output structured JSON to stdout.
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ab-aswini Bundle Social ContentWhen the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' or 'viral content.' This skill covers content creation, repurposing, and platform-specific strategies.
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ab-aswini Skill Asset ArchitectFrame-perfect visual asset workflows for website projects. Use when designing cinematic scroll animations, canvas-based sequences, AI video generation specs, or complete visual production pipelines for any business vertical.
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ab-aswini Skill Parallel AgentsMulti-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
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ab-aswini Skill Python PatternsPython development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.
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ab-aswini Bundle Pricing StrategyWhen the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' or 'monetization.' This skill covers pricing research, tier structure, and packaging strategy.
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ab-aswini Bundle I18N LocalizationInternationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.
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sgcarstrends Skill Gemini BlogConfigure or debug LLM blog post generation using Vercel AI SDK and Google Gemini. Use when updating blog generation prompts, fixing AI integration issues, modifying content generation logic, or working with structured output schemas.
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b-open-io-prompts Bundle Cost TrackingThis skill should be used when tracking API spend, analyzing billing data, monitoring service costs, running budget reports, or optimizing agent spend across Anthropic, Vercel, Railway, and other platforms. Invoke when asked about "cost tracking", "billing analysis", "spend report", "API costs", "usage monitoring", "budget vs actual", "cost optimization", or "which agents cost the most".
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b-open-io-prompts Bundle CoordinatorRoute bounded implementation from a capable main session to cheaper workers while keeping planning, review, verification, and git in the main seat. Use for worker dispatch, model arbitrage, parallel implementation, Sol, Luna, Astra, Muse, Grok, OpenCode, or native workflows.
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b-open-io-prompts Bundle Generative UIDecide between static components and AI-generated interfaces, and build the latter. Use for "generative UI", "dynamic UI", "json-render", "render JSON as UI", "AI UI generation", "MCP App UI", "deliver UI in chat", or "interactive chat interface". Covers the json-render framework, renderer and catalog selection, and MCP Apps delivery through ui:// resources.
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ab-aswini Skill Intelligent RoutingAutomatic agent selection and intelligent task routing. Analyzes user requests and automatically selects the best specialist agent(s) without requiring explicit user mentions.
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ab-aswini Skill Nodejs Best PracticesNode.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.
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x-school-academy Skill Dart PubTo run Dart or Flutter pub commands like `pub get` or `pub add`, execute a pub command for the given roots.
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matrixx0070 Skill Local App QASmoke-test a locally running web app with a real browser agent — tunnel the local port to a public HTTPS URL via tinyfi.sh, send the TinyFish browser agent through key user flows, and report pass/fail with evidence. Use when the user wants to test their local app, run smoke tests or QA on localhost, verify a dev build works end to end, or check that pages, forms, and navigation behave before deploying.
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matrixx0070 Skill Use TinyfishThe complete web toolkit for your agent. Search the web and get answers in milliseconds. Fetch any URL and get clean markdown back. Send a browser agent to navigate sites, fill forms, and extract structured data. Spin up a headless browser for full programmatic control. Use when you need to search the web, extract/scrape data from websites, handle bot-protected sites, or automate browser tasks using natural language.
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matrixx0070 Bundle Browser TasksDo anything a human can do in a browser — fill and submit forms, search and filter, add to cart, book, register, download, compare across tabs, walk multi-step flows — using the TinyFish agent, with browser sessions for full control. Use when the user asks to "do X on a site" for them: fill out this form, sign me up, find and apply the filter, check out, book the slot, complete this flow online.
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sgcarstrends Bundle Agent Email InboxUse when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow processing untrusted inbound email. Always use this skill when the user wants to receive emails and act on them programmatically, even if they don't mention "agent" — the skill contains critical security patterns (sender allowlists, content filtering, sandboxed processing) that prevent untrusted email from controlling your system.
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b-open-io-prompts Bundle Agent AuditorAudit agents and skills across the plugin ecosystem for triggering, structure, progressive disclosure, permissions, and benchmark readiness. Apply for requests to audit agents, review skill quality, check skill health, validate plugin skills, or run periodic authoring maintenance.
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b-open-io-prompts Bundle Skill PublishPublish a plugin or standalone skill when the user asks to "publish a plugin", "release a plugin", "bump plugin version", "update a Claude Code plugin", "update a Codex plugin", or "publish skills". Covers synchronized host manifests, changelog and README updates, repository promotion, cache refresh, and standalone Agent Skills.
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 clean-code, social-content, asset-architect. 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.