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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bowen31337 Bundle Long Running Agent 2Build autonomous, long-running AI agents that parse PRDs/specifications into structured task lists and execute them autonomously with state persistence, error recovery, and cross-session resumption. Works with any agent framework (Cursor, OpenCode, etc.).
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brainqub3 Bundle Rlm 2Recursive Language Model (RLM) loop for processing a context that is too large to read into the conversation directly. Loads the context as a variable in a persistent Python REPL and answers the query by writing code that probes, chunks, and programmatically sub-queries a cheap LLM (`llm_query`) over slices of it, then aggregates. Use this WHENEVER the user points you at a big context file/log/transcript/codebase/scraped corpus (anything from ~50K chars up to millions) and asks a question that needs most of the content -- counting, aggregating, classifying every item, multi-hop lookup, or summarising the whole thing -- ESPECIALLY when the answer "depends on almost every line" and a single retrieval/grep won't do. Trigger it even if the user doesn't say "RLM": phrases like "this file is huge", "go through the whole log", "how many X across all of these", "label every row", or "it won't fit in context" are all signals to use this skill. Prefer it over dumping the file into chat.
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breverdbidder Skill Build With Agent Team 2ZoneWise Agent Teams — Contract-First Build Orchestrator
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briqt Skill Pty Bridge 2Manage interactive terminal sessions (SSH, REPLs, databases, TUI apps) via the pty-bridge CLI. Use whenever the standard Bash tool can't handle a program that needs a real PTY — SSH logins, interactive REPLs (python, psql, mysql, node), commands that prompt for a password or confirmation, or TUI apps (vim, htop, less). Reach for this skill any time a command hangs, ignores piped input, or misbehaves under plain Bash.
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brokenrobot-xyz Skill Syncing Translations 2Synchronizes the host project's locale files against the source-of-truth English catalog — buckets entries into identical, fuzzy, and missing, auto-applies the configured categories, and gates the rest on user approval. Use when locale files drift behind the English catalog or translations need syncing.
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bruc3van Bundle Openai Docs 2Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; use OpenAI docs MCP tools for non-Codex docs questions, use the Codex manual helper first for broad Codex self-knowledge, and restrict fallback browsing to official OpenAI domains.
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cafe3310 Skill Agent Browser 2为 Agent 设计的自动化浏览器 CLI 工具,也能操作 Electron 桌面应用。当需要与网站交互(包括页面导航)时使用
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caikiji Skill Herdr 2Control Herdr, a terminal multiplexer for coding agents. Use only when the user explicitly mentions Herdr or asks to use Herdr to inspect or control panes, tabs, workspaces, commands, or another agent. Do not use merely because a task could benefit from a background terminal, delegation, or parallel work. Requires HERDR_ENV=1.
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howells Bundle Surface 2Make software legible to agents and guide production agent-system design. Use when asked for Agent Surface guidance, agent-readable software, agent readiness, AGENTS.md/llms.txt/MCP/OpenAPI/CLI/tool surfaces, agent protocols or tooling, audits or scorecards, transformation plans, or scaffolding agents/tools/workflows/memory/model routing/browser/sandbox capabilities across APIs, CLIs, docs, auth, errors, tests, retrieval, and multi-agent systems.
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huangserva Bundle Prompt Generator 2提示词生成器 - 根据用户主题描述智能生成完整的AI图像提示词,基于元素数据库
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huggingface Bundle Train Sentence Transformers 2Train or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), `CrossEncoder` (reranker, pair scoring for two-stage retrieval / pair classification), `SparseEncoder` (SPLADE, sparse embedding model for learned-sparse retrieval), and `MultiVectorEncoder` (ColBERT / late-interaction, per-token embeddings scored with MaxSim). Covers loss selection, hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and Hugging Face Hub publishing. Use for any sentence-transformers training task.
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iblai Bundle Iblai Router 2Cost-optimizing model router for OpenClaw. Automatically routes each request to the cheapest capable model (LIGHT/MEDIUM/HEAVY tiers) using weighted scoring. Defaults to the latest Claude models (Haiku 4.5 / Sonnet 5 / Opus 4.8) and supports per-tier routing to other providers (OpenAI, Google, DeepSeek, z.ai, Moonshot) via Anthropic-compatible gateways. Use when setting up smart model routing, reducing API costs, or configuring multi-tier LLM routing.
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ibm-apiconnect Bundle Apic Openapi Operation Selector 2Use this skill whenever you need to let the user choose which OpenAPI/Swagger operations to include before converting or processing a REST spec — for example as the pre-step for RestToMCPGenerator (REST-to-MCP conversion), or any other flow that requires a selectedOperations map (path → HTTP methods). Presents every path+method as a numbered list, waits for the user's selection, and returns a JSON object mapping paths to HTTP method arrays ready to pass as the `selectedOperations` argument.
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ibrews Skill Ue5 MCP 2Field manual for driving Unreal Engine 5.7 / 5.8 through MCP. Engine-level gotchas, silent-fail edges, crash patterns, and the call sequences that actually work — applicable regardless of which MCP server you're using (Epic's official ModelContextProtocol plugin, custom servers, or anything else). Auto-trigger when Unreal Engine MCP tools are detected in a session, or when the user mentions Unreal Engine, UE5, Blueprints, Niagara, MetaSound, materials, or any UE editor automation workflow. This skill contains hard-won knowledge from real debugging sessions — most entries trace back to an actual editor crash or hours-long faceplant. Ignoring it when UE5 MCP tools are present will lead to wasted time hitting known dead ends.
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icebird1998 Bundle Recreate Scientific Figure In Drawio 2Recreate, trace, revise, inspect, or export static scientific figures and schematic illustrations live inside the visible draw.io desktop canvas through draw.io's own graph API. Use when the user wants to watch an MCP draw a reference figure step by step in draw.io, explicitly rejects XML-first generation or operating-system mouse/screen control, provides a PNG/JPEG/SVG/PDF reference to rebuild as editable draw.io geometry, requests targeted live changes, or needs final .drawio/PNG/SVG/PDF/JPG deliverables.
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ifixai-ai Skill Ifixai 2Run an independent iFixAi audit of the user's deployed agent, free on their own machine or hosted on a paid workspace, checking whether it does the job it is supposed to do given their business rules and org structure, and whether it can be pushed outside them. You are the operator who finds the agent in their repo, confirm it, gather what it is meant to do, connect its HTTP endpoint, preview the run, run the audit and explain the scorecard. Use when the user asks to audit, inspect, red-team or stress-test an agent they have deployed, to check their iFixAi package, or to read a past run.
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imkohenauser Bundle Knowledge Cutoff Awareness 2Retrieve the current system date and time to anchor the agent in present reality. Use for questions involving today, current time, recent events, or information newer than the model's training data to prevent knowledge-cutoff errors and fictionalization of real facts.
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inline-chat Bundle Inline 2Find, read, summarize, and act in Inline work chats through Inline MCP, the Inline CLI, or a local-agent bridge. Use for Inline spaces, people, DMs, threads, unread messages, history, search, files, creating conversations, sending messages, or installing, authenticating, and operating the Inline CLI. Do not use for developing the Inline codebase, administering production infrastructure, or unrelated chat services.
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intel Skill Skill Writer 2Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.
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interfacex-co-jp Skill Frourio Framework 2frourio (Fastify + aspida + zod ベースのTypeScriptフルスタックフレームワーク) の使い方。 ファイルベースルーティング規約、defineController/defineValidators/defineHooks パターン、 動的セグメント、自動生成ファイル ($server.ts, $relay.ts, $api.ts)、aspida型連携、 hooks 経由の JWT decode を controller で取得するパターン、 frourio-framework-prisma-generators による Prisma Model クラス生成と toDto 返却ルール、 フロントエンドでの useFrourioSWR (useEffect 回避) によるデータ取得規約、 新規ルート追加手順を網羅。最新テンプレートは frourio 本体を内蔵 (@frouvel/frourio)。 Triggers: "frourio", "ルート追加", "新しいAPI", "endpoint 追加", "controller 作る", "$server.ts", "$relay.ts", "aspida", "DefineMethods", "defineController", "frourio-framework-prisma-generators", "ModelDto", "toDto", "useFrourioSWR", "useAspidaSWR", "@frouvel/frourio".
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isatimur Bundle Remotion Video Composer 2Make your AI agent produce structured Remotion video compositions — scene-by-scene JSON specs that render to production-ready animated video.
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jacob-bd Bundle Nlm Skill 2Expert guide for the Gemini Notebook (formerly Google NotebookLM) CLI (`nlm`) and MCP server - interfaces for Gemini Notebook. Use this skill when users want to interact with Gemini Notebook programmatically, including: creating/managing notebooks, checking plan usage and quota windows, adding sources (URLs, YouTube, text, Google Drive), generating content (podcasts, reports, quizzes, flashcards, mind maps, slides, infographics, videos, data tables), conducting research, chatting with sources, or automating Gemini Notebook workflows. Triggers on mentions of "nlm", "notebooklm", "Gemini Notebook", "plan usage", "quota", "podcast generation", "audio overview", "refactor document", "critique draft", or any Gemini Notebook-related automation task.
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jacob-bd Bundle Perplexity Web MCP 2Search the web and query AI models via Perplexity AI using perplexity-web-mcp-cli. Supports CLI commands (pwm ask, pwm research), MCP tools (pplx_*), and Anthropic/OpenAI-compatible API server. Use when the user mentions "perplexity", "pplx", "pwm", "web search with AI", "deep research", "search the internet", or wants to query premium models like GPT-5.6 Terra, GPT-5.6 Sol, Grok, Claude, Gemini, GLM, or Nemotron through Perplexity's web interface.
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jeremy9682 Skill Dsh Dispatch 2Model and DSH-preset dispatch for implementation work: which coding agent, model, effort, reviewer, and DSH preset (standard/code/minimal/cordis) to use. Use when choosing Composer vs Grok 4.6 vs Codex vs Opus vs DSH, when the user asks 派给 dsh / 用哪个模型 / 第二梭, or before opening parallel sessions.
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jerry-ai-dev Bundle Skill Creator 2Guide for creating effective agent skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends the agent's capabilities with specialized knowledge, workflows, or tool integrations. Use when user says "create skill", "new skill", "build a skill", "update skill", or asks to make a reusable capability package.
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jianshuo Skill Wjs Voicedrop Choosing Cover 2Use when 王建硕 wants to decide whether a VoiceDrop article should get an AI 题图 (公众号封面), and which style of image prompt to use — before generating any cover. Triggers — "这篇要不要配题图", "选个题图风格", "给这篇出个题图 prompt", "choosing cover", "/wjs-voicedrop-choosing-cover".
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jichi666 Skill Agent Reach 2Use the internet: search, read, and interact with 13+ platforms including Twitter/X, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu (小红书), Douyin (抖音), WeChat Articles (微信公众号), LinkedIn, Boss直聘, RSS, Exa web search, and any web page. Use when: (1) user asks to search or read any of these platforms, (2) user shares a URL from any supported platform, (3) user asks to search the web, find information online, or research a topic, (4) user asks to post, comment, or interact on supported platforms, (5) user asks to configure or set up a platform channel. Triggers: "搜推特", "搜小红书", "看视频", "搜一下", "上网搜", "帮我查", "全网搜索", "search twitter", "read tweet", "youtube transcript", "search reddit", "read this link", "看这个链接", "B站", "bilibili", "抖音视频", "微信文章", "公众号", "LinkedIn", "GitHub issue", "RSS", "search online", "web search", "find information", "research", "帮我配", "configure twitter", "configure proxy", "帮我安装".
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joaoh82 Skill Rustunnel 2Expose local services via secure tunnels using rustunnel. Create public HTTPS/TCP/UDP URLs, peer-to-peer tunnels, and load-balanced pools for testing, webhooks, demos, and deployment — from any AI agent or harness.
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jovansapfioneer Bundle Network AI 2Local Python orchestration skill: multi-agent workflows via shared blackboard file, permission gating, token budget scripts, and persistent project context. The bundled Python scripts make no network calls and have zero third-party dependencies. The parent repository also contains a TypeScript engine (not included in this skill bundle).
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jovd83 Bundle Defect Lifecycle Agent Skill 2Use when Codex must report a newly discovered defect, implement an approved bug fix, or harden regression coverage and documentation around a known bug. This skill enforces repository-aware bug intake, failing confirmation tests before fixes, scoped verification, documentation updates when warranted, and a structured resolution report.
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jppuche Bundle Cerbero 2Security framework for evaluating and auditing MCP servers and Skills. Use when: installing or evaluating an MCP server, installing or evaluating a Skill, verifying existing MCP servers for rug pulls, running security audits, or when the user mentions "check my MCPs", "verify", "audit", or "security check".
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jsonlee12138 Bundle Andrej Karpathy Perspective 2Andrej Karpathy的思维框架与表达方式。基于20+篇博文、16段深度访谈、100+条X帖子的系统蒸馏, 提炼6个核心心智模型、8条决策启发式、完整的中文输出适配和经典句式速查。 用途:作为思维顾问,用Karpathy的视角分析AI技术可靠性、学习方法、行业趋势、产品设计。 当用户提到「用Karpathy的视角」「Karpathy会怎么看」「卡帕西」「karpathy模式」时使用。 也适用于:Software 2.0/3.0讨论、vibe coding话题、神经网络训练、AI炒作判断、LLM能力边界。 即使用户只是说「从工程现实主义角度」「march of nines」「构建即理解」「锯齿状智能」也可触发。 不在用户只是普通问AI相关问题时触发——只在明确想要Karpathy式思维框架时激活。
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k-kolomeitsev Bundle Data Structure Protocol 2Build and navigate DSP (Data Structure Protocol) — graph-based long-term structural memory of codebases for LLM agents. Stores entities (modules, functions), their dependencies (imports), public API (shared/exports), and reasons for every connection. Use when: (1) project has a .dsp/ directory, (2) user asks to set up DSP or bootstrap project structure, (3) creating/modifying/deleting code files in a DSP-tracked project, (4) navigating project structure, understanding dependencies, or finding modules, (5) user mentions DSP, dsp-cli, .dsp, or structure mapping.
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kaggle Bundle Kaggle CLI 2Use the local Kaggle CLI skill for command guidance, workflows, and troubleshooting across competitions, datasets, kernels/notebooks, models, model variations and versions, inbox file uploads, forums/discussions, benchmarks, configuration, OAuth/API-token authentication, and accelerator quota. Activate this skill when the user asks about kaggle CLI commands, examples, flags, metadata files, download/upload flows, submissions, benchmark tasks, or Kaggle CLI behavior.
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kcchien Bundle Model Thinking 2拓展問題的解釋、選項與跨域類比。當使用者想多角度思考、跳出既有解法、比較決策,或指定使用/學習某個 mental model 時使用。Use for alternative explanations, options, cross-domain analogies, or applying and learning a named mental model.
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kenlck Bundle Grill With Docs 2Grilling session that challenges your plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs) inline as decisions crystallise. Use when user wants to stress-test a plan against their project's language and documented decisions.
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 long-running-agent, rlm, build-with-agent-team. 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.