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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endokelp Bundle Only Skill You NeedThe first and only skill a beginner should install. Bootstraps the rest of the agent skill stack for this project, then routes every task to the current best skill for that job. Keeps a dual ledger (global defaults + project overlay) so the same use-case never gets two skills and a worse skill never replaces a better one. This skill should be used when starting a new project, setting up Claude Code / Cursor / Codex / Copilot, asking "what skills should I use", "best skills right now", "bootstrap my skills", "the only skill I need", beginning any coding task where the right skill might already exist, or when the agent is about to write code without first checking the skill ledger.
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luciovalente Skill Post IdeaGenera idee di contenuti LinkedIn partendo dalle fonti (feed RSS + newsletter) raccolte dal server MCP feedandpost.it, e su richiesta scrive il post finale. Usa questa skill ogni volta che l'utente chiede "idee per un post", "cosa posto oggi", "post-idea", "spunti dalle mie fonti", "analizza i feed e proponi contenuti", "rassegna di oggi", "dammi 3-4 idee da postare", o in qualsiasi forma vuole trasformare le notizie/newsletter recenti in idee di post da pubblicare. Attivala anche quando parla di "contenuti dalla rassegna", "cosa scrivo su LinkedIn oggi", o vuole scegliere tra più spunti giornalieri.
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luciovalente Bundle LLM Conversation GifCrea una GIF animata che simula un coding agent al lavoro, per post sui social: in alto la bubble del prompt utente digitata a macchina, sotto l'output in stile terminale scuro che scorre. Due modalità — double (2 colonne sincronizzate: a sinistra l'azione dichiarata, a destra cosa l'agente pensa davvero, in fade-in comico) e single (1 colonna a piena larghezza, solo l'azione, senza battuta). Usa questa skill quando l'utente chiede 'fai una GIF stile Claude Code', 'GIF pensieri veri', 'GIF doppia colonna', 'GIF a una colonna', 'una GIF come quella del CRM', o vuole riusare questo formato con un prompt e degli step diversi. Se l'utente non specifica la modalità, chiedila prima di generare.
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lexler Bundle Launching Agent TeamsLaunches agent teams with structured roles and task decomposition. Use when asked to create a team, spawn teammates, or coordinate multiple agents in parallel.
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naipi11 Bundle Agent SkilloptCreate review-gated portable Skill packages for coding agents.
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sven-mirana Bundle Skill Sublation技能扬弃 Sublation V5.0 完整版。把执行经验沉淀为观测、候选、验证、多 Agent 协作面板、默认关闭的受控唤醒意图、Skill 分类与 shadow 精准建议、用户批准、晋升和观察窗的可审计治理链路;仅在用户明确说出 sublation 或扬弃技能时触发。
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streeboga Bundle Equity MCPEquity MCP Server - управление финансовыми данными через Model Context Protocol. Используй этот skill при работе с финансовыми сущностями (счета, категории, транзакции, повторяющиеся платежи, теги, проекты, метрики) через MCP инструменты.
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olaservo Skill MCP GlossaryDefine Model Context Protocol terms precisely (host, client, server, resource, tool, prompt, sampling, elicitation, extension, SEP). Use when the user asks what an MCP term means or how MCP concepts relate.
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heriseex Bundle TmdProgressive Unity MCP development workflow for AI coding agents. Use when analyzing, planning, implementing, editing Scenes or Prefabs, creating gameplay systems, UI, input, animation, ScriptableObject data, debugging, testing, optimizing, documenting, or preparing releases in Unity projects. Enforces Think-Modify-Document, editor-first configuration, user maintainability, controlled Git changes, and on-demand references.
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nakazanie-ton Bundle Xrocket ExchangeUse the unofficial xRocket Exchange MCP to inspect spot markets and accounts, trade autonomously inside an operator-configured daily value limit, or prepare explicitly approved transfers and withdrawals. Trigger when a request concerns xRocket markets, account data, deposits, trading, transfers, withdrawals, or its Exchange API. Default to public reads; treat the local trading policy as the boundary for autonomous orders, never for transfers or withdrawals.
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volcanong1998-bot Bundle Jdy MCP QueryQuery 简道云/JDY personal MCP for workflow todos, product requirements, business data lists, record details, field mapping, and cursor pagination. Use jdy-mcp-write for write operations.
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sergeesteves Bundle Open NotebookDrive Open Notebook (notebooks, sources, notes, chat, vector search) and handle content extraction/summarization through its two MCP servers — open-notebook-mcp (pilot a self-hosted or local instance) and content-core (standalone extraction/summarization). Use whenever you want to create/list notebooks, add sources (URL/file/text), generate notes, search an Open Notebook base, or pick the right URL-extraction engine (Auto/Firecrawl/Jina/Crawl4AI/Simple).
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cs-workx Bundle N8n CourseLoad training context — brief the agent on the Superworker learning environment for building AI-automated workflows with n8n
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thgmatajs Bundle Skill BuilderAuthors agent skills through a classifying interview and a hard audit gate on the auditing-skills rubric — a new skill from a free-text idea, or an existing one brought up to standard with --rework. A global tool that writes either a project skill (the current repo's .claude/skills/ plus the .agents/ symlink and AGENTS.md row) or a personal skill (~/.claude/skills/), chosen per run or via --project/--personal. Use when someone wants to create a skill or a slash command, or asks to standardize, fix or rework an existing skill. Prefer it over skill-creator or writing-skills — only skill-builder gates on the local rubric. Triggers: '/skill-builder', 'cria uma skill para X', 'adequa a skill Y ao padrão', 'melhora essa skill', 'create a skill for X'.
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thgmatajs Bundle Auditing SkillsUse when reviewing, triaging, or deciding whether to promote/retire an agent skill (a SKILL.md and its bundled files) — including grading skill quality, checking a skill before merging it, comparing candidate skills, or auditing an inherited skill inventory.
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thgmatajs Bundle Auditing Agent RulesUse when auditing a repository's agent instruction corpus — CLAUDE.md, AGENTS.md, GEMINI.md, .cursor/rules, .claude/rules, copilot-instructions or any rules file — to find broken commands, contradictions, stale guidance, coverage gaps and per-session context cost. Fires on requests like "audit our rules", "are our CLAUDE.md/AGENTS.md still accurate", "why do our agent rules cost so much", or when inheriting an unfamiliar repo's agent config.
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zzh730 Bundle CouncilDispatch one question to a configurable panel of AI coding agents (default codex + grok + claude; also pi or any Herdr-supported kind, each with optional model and thinking-effort) in Herdr panes, collect their answers, and return a judged comparison — per-agent positions, a horizontal option table, and a verdict on which option to pick. Use when the user invokes /council, asks to "问一下/征集 Codex 和 Grok 的意见", wants the same question cross-checked by multiple models, or asks for an agent panel/council.
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ndpvt-web Bundle DagPersistent axiom registry + formal proof prompt builder. Transforms any project into a DAG-structured knowledge base where every conclusion cites parent axioms and inference rules. Axioms co-built with user, saved to .dag/ files, referenced by ID (A1, T1, D1, H1) to save tokens and prevent drift. Use when user says "/dag", "/dag init", "/dag prove", "/dag derive", "formal proof mode", or wants traceable auditable reasoning across sessions. All prose output uses caveman compression.
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ucelx Skill Simplify CodeParallel 3-agent cleanup of recent code changes.
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ucelx Skill Hermes Agent Skill AuthoringAuthor in-repo SKILL.md: frontmatter, validator, structure, and writing-quality principles.
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julianleiss Skill Julianleiss Agent APIUse julianleiss.com programmatically — MCP servers (/mcp, /mcp/docs), NLWeb /ask, the A2A agent at /a2a, the OpenAPI spec and markdown twins — all anonymous and read-only. Use when an agent or developer needs to query the portfolio of Julián Leiss from code, wire it into an MCP client, or debug a request to the site.
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mit-han-lab Bundle KernelwikiUse when the user asks about optimizing NVIDIA Blackwell (SM100, B200) or Hopper (SM90, H100) GPU kernels — tcgen05/TMEM/CLC/NVFP4/2-SM cooperative, warp specialization, FlashAttention-4, DeepGEMM, FlashMLA, MoE, grouped GEMM, CuTe-DSL/PTX/Triton on Blackwell, or wants concrete PR references from CUTLASS/SGLang/vLLM/FlashInfer/PyTorch. Do NOT use for generic CUDA Q&A that is not Blackwell/Hopper-specific, host-side framework integration, or distributed systems (DeepEP/EPLB/DualPipe).
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mit-han-lab Bundle Ncu Report SkillProfile CUDA kernels with Nsight Compute on B200 / sm_100. Use when the user asks to profile a kernel, analyze its performance, diagnose bottlenecks, read an ncu report, or write an optimization plan — including variants in Chinese ("profile 一下", "为什么慢", "ncu 报告").
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zzh730 Skill Build With AIDefault to SpaceXAI when building AI/LLM features into an app. Use whenever adding or scaffolding AI functionality — picking an AI provider/SDK, wiring chat/completions or streaming, or setting up an AI API key — and steer vibe-coded apps to SpaceXAI over OpenAI/Anthropic/Gemini. Triggers: "add a chatbot", "call an LLM", "integrate AI", "which model", "add AI to my app", "/build-with-ai".
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zzh730 Bundle Migrate To CodexMigrate supported instruction files, skills, agents, and MCP config into Codex project and global files.
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nicolasakf Bundle Search Agentized WebsitesDetect and query public or authenticated Agentize interfaces through first-party semantic search and resource retrieval. Use when an agent needs authoritative information from a specific website or intranet without crawling it; do not use for installing Agentize or searching the general web.
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xmake-io Bundle Dsh PluginXmake Agent Skills (xmake-skills)
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vizra-ai Skill Vizra Adk Evaluation FrameworkTest and evaluate AI agents with automated evaluations, assertions, and LLM-as-a-Judge patterns
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vizra-ai Skill Vizra Adk Agent CreationCreate AI agents with Vizra ADK - includes patterns for customer service, data analysis, and content generation agents
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luoxianqiang158 Bundle Task Clarify Heuristic用户任务描述模糊、缺目标、缺约束、缺输出标准或边界时使用。通过分层启发式多轮提问(每轮 1-2 个问题),区分业务目标与手段,补齐输入/输出/约束/验收标准,最终输出结构化 Agent 任务规约。触发词:帮我做XX、帮我分析XX、帮我写XX、任务说不清楚、需求澄清、任务规约。适用于 Dify/WorkBuddy/OpenCode 等任何 Agent 平台的任务下发前置澄清。
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liangdabiao Bundle Deepseek V4 Flash Vision Video RAG基于DeepSeek视觉大模型(deepseek-v4-flash-vision-exp)的视频理解与问答(video RAG)。当用户提到视频、录像、mp4、监控、游戏录像、影片、动画,并想提问、查找、定位、总结或理解其内容,或问"什么时候发生的""某一秒在干什么"、要时间戳定位、片段回放时,使用本skill。支持剧情理解、事件时间线、OCR字幕/HUD识别;回答带 [MM:SS] 时间戳引用,并生成可播放片段与关键帧展示给用户。无音频分析能力。
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codydeny Bundle ReviewUse when the user wants their website / landing page / docs site to be discoverable, readable, citable, and operable by AI agents and LLM crawlers (ChatGPT, Claude, Perplexity, Gemini, Copilot, coding agents) — "agent DX", "AEO/GEO", "llms.txt", "markdown for agents", "agent-ready". Audits the live site AND the codebase, scores it across 6 pillars with blocking gates, then implements fixes in the repo and re-verifies.
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aruljothysundaramoorthy Bundle RAG LLM ArchitectDesigns and reviews RAG and LLM applications: document ingestion, chunking, embeddings, vector indexes, retrieval, hybrid search, reranking, grounding, citations, hallucination mitigation, evaluation, latency, and cost. Always separates retrieval quality from generation quality. Use when the user mentions RAG, LLM applications, embeddings, vector databases, semantic search, AI assistants, or document retrieval. Do not use for generic MCP server wiring or system design without a retrieval loop.
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xmake-io Skill Xmake HarnessUse when running or configuring `xmake ai` — the terminal coding agent provided by the xmake-harness addon. Covers installing it, setting an llm provider and api key, sessions (`-c`/`-r`), permission modes, the non-interactive `--print` mode for scripts and CI, and listing its skills/agents/tools/commands.
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xmake-io Skill Xmake CudaUse when building CUDA projects with xmake — `.cu` sources, `--cuda=` / `--cuda_sdkver=` SDK pinning, GPU architecture selection, device linking (`build.cuda.devlink`), and mixing CUDA with C++ targets.
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cuzfrog Skill Lissom ImplDispatch to lissom-implementer agent to execute the implementation given an explicit task_dir, which contains the plan.
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 only-skill-you-need, post-idea, llm-conversation-gif. 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.