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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popra Bundle ClifierCreate production-ready website-automation CLI packages in TypeScript for Deno, including a CLI plus companion client library, for repeatable website workflows such as scraping, form submission, downloads, login/bootstrap flows, session reuse, stable JSON output, and optional `deno compile` packaging. Use when the Agent needs to turn a website task into a reusable tool.
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psylch Bundle CLI Agent ExperienceAudit CLI tools for AI agent friendliness. Scores 7 base dimensions (structured output, exit codes, non-interactive mode, self-documentation, actionable errors, consistent grammar, token efficiency) plus 4 bonus dimensions (idempotency, composability, dry-run, agent teaching). Use when user says 'audit CLI', 'check agent friendliness', 'review CLI for agents', 'CLI agent experience', 'CLI AX audit', or '审计 CLI'.
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posixplus Skill Prompt GatekeeperEvaluate and enhance a prompt before executing it. Scores the request against a 6-pillar rubric (Role, Task, Context, Process, Guardrails, Output), classifies prompt depth to recommend a model tier, asks targeted clarifying questions for real gaps, then builds and runs a token-lean enhanced version of the prompt after the user confirms. Use this whenever the user includes [gatekeeper] or [Use Prompt Gatekeeper] in their message, asks to "improve", "enhance", "review", "score", or "gatekeep" a prompt, asks which model a task needs, or submits a broad, multi-step, open-ended request that lacks the constraints needed to get a high-quality result on the first try (e.g. "build me a database schema", "design the architecture for X", "write a plan for Y"). Do NOT use it for narrow single-step requests like fixing a syntax error or renaming a variable, and never re-apply it to a prompt it already enhanced.
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posthog Skill Author Stepwise SkillScaffold a new context-mill skill that walks an agent through an ordered series of narrowly-scoped reference files. Works for any number of steps. Use when the user wants to add a docs-only skill where the agent must read each step in strict order, one at a time, with each step isolated, with clear endpoints, and no prefetching.
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qiao Bundle Horse RaceCompetitive multi-agent problem solving: spawns multiple Claude Code sub-agents in parallel git worktrees to independently solve the same programming task, then cross-pollinates their solutions through improvement rounds where each agent sees and learns from all others' diffs, and finally selects the best solution through Borda count consensus voting with independent judges. Use this skill whenever the user says 'horse race', 'race', 'compete', 'multi-agent', wants to compare multiple approaches to a problem, or wants higher-quality solutions through competitive iteration. Also triggers when users want parallel implementations, solution tournaments, or A/B comparisons of code approaches.
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ptmrio Bundle Harness SubagentUse when the user asks to orchestrate, outsource, delegate, or hand off a slice to another coding-agent CLI as a one-shot subagent — Claude Code, Codex, Grok Build, Cursor Agent, Antigravity CLI, Gemini CLI, OpenCode, or Droid — or to ask Claude, ask GPT, ask Codex, ask Grok, ask Gemini, ask Fable, ask Astra, get a second opinion, or pressure-test a plan or diff from a different harness. Do not use to install those CLIs or to explain their flags. Do not use if this session was launched by this skill (prompt starts with YOU ARE THE WORKER, or HARNESS_SUBAGENT_RUN is set) — do the briefed job; do not spawn.
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projectdxai Bundle Dx Terminal ProManage a DX Terminal Pro trading agent
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qiusuo0226 Bundle Skill DevkitEmpty-folder initializer for an Agent Skill repo, or one-time adopt of an existing ungoverned skill. Versioning, frozen baselines, changelog/CR, change gates, trigger phrases, pack and release audit. Use once, then this kit exits. 空文件夹一次初始化 Skill 开发仓,或收编已有但无规范的技能。覆盖:版本控制、 冻结基线、升级记录、变更门禁、触发词、一键打包、发布审计。问完即落盘,本包退场。 触发:初始化skill、初始化技能、初始化技能仓库、开发一个skill、开发一个技能、 新建skill、新建技能、创建skill、创建技能、收编skill、收编这个skill、 init skill、scaffold skill、adopt skill、/skill-devkit、/skill-devkit init、 /init-skill、/new-skill、/skill-devkit adopt。 空仓走初始化;已有 SKILL.md 但无规范走收编。不要用于普通非空目录、已规范仓的升级发版、 项目日报待办周报。同义开口见 references/04-triggers.md。
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pramoddutta Bundle Playwright AI MCP TutorTeach and implement Playwright AI agent workflows (Planner, Generator, Healer) with MCP and repository guardrails. Use when preparing workshops, generating Playwright tests with architecture constraints, or enforcing deterministic code generation through a rule engine.
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pubkey Bundle VerifyVerifies code changes by running tests and generation scripts
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publieople Skill Gh Stars OrganizerOrganize starred repos into GitHub Lists with AI reasoning — agent examines each repo individually, never regex rules.
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prathamdby Bundle Authoring Pr Agent RulesUse when seeding, refreshing, or expanding `.pr-agent/*.mdc` repo policy rules; when asked to help the PR Agent catch more codebase-specific bugs via review policy; when exploring this repo to author Cursor-style `.mdc` preference memory; or when tempted to dump conventions into AGENTS.md, CONVENTIONS.md, README, or a `pr-agent/` (no-dot) folder instead.
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punitarani Skill FliGuidance for installing and using Fli correctly as a CLI and MCP server. Use when: setting up Fli with pipx, running `fli` flight searches, configuring Claude Desktop with `fli-mcp`, using the HTTP MCP server, or troubleshooting Fli command availability and common usage mistakes.
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prebid Bundle Prebid Chrome DevtoolsInstall and use Chrome DevTools MCP's experimental third-party developer tools to inspect a live Prebid.js page. Use when an agent needs to configure chrome-devtools-mcp for Prebid.js, discover the Prebid.js DevTools tool group, diagnose auctions, bids, no-bids, wins, floors, TTL/cache eligibility, event timing, installed modules, runtime configuration, or multiple Prebid instances, and correlate that runtime state with browser console and network evidence.
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purpleliu Skill Siyuan Skill思源筆記(SiYuan)核心概念與最佳實踐。內容塊、引用、標籤、屬性、SQL 查詢、API 操作指南。
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qqyule Bundle Worldcup PredictorUse when an agent must act as 世界杯预测机 for World Cup prediction, 2026 世界杯模拟, 世界杯胜平负概率, 90-minute match probabilities, champion or qualification probability explanation, audited offline input checks, completed-result tournament continuation, or cautious China football lottery 3/1/0 reference lists.
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qtqtericchiu Bundle Nuanskill Infinitynikki Helper无限暖暖(Infinity Nikki)综合管理工具集。提供 Steam 版本管理(SteamDB 检测、ACF 反更新、骨架化空间清理、网络诊断)与奇想手账工具集(体力提醒、美鸭梨挖掘进度、抽卡记录查询、探索进度查询)。适用于 OpenClaw、WorkBuddy、Marvis、QClaw 等 AI Agent 平台。所有用户数据持久化通过 \<AGENT_USERDATA_DIR\> 变量注入,不硬编码平台或用户路径。
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primer Skill ChangesetsUse when a pull request changes a package's public API. Covers affected packages, semantic version impact, file format, and user-focused release notes.
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prism-php Bundle Developing With PrismGuide for developing with Prism PHP package - a Laravel package for integrating LLMs. Activate or use when working with Prism features including text generation, structured output, embeddings, image generation, audio processing, streaming, tools/function calling, or any LLM provider integration (OpenAI, Anthropic, Gemini, Mistral, Groq, XAI, DeepSeek, OpenRouter, Ollama, VoyageAI, ElevenLabs). Activate for any Prism-related development tasks.
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psylch Bundle Better Agent BrowserArchitectural routing layer over agent-browser CLI: picks the right tool (agent-browser fresh Chromium / agent-browser shared real-Chrome / camofox-browser anti-detect) for each task, and adds login-watch, CAPTCHA/automation-block detection, per-domain site experience, and parallel multi-tab via CDP proxy. Triggers: 'parallel browse', 'open multiple tabs', 'batch scrape', 'captcha check', 'automation blocked', 'site pattern', 'better browser', 'cdp proxy', 'parallel tabs', 'login watch', 'cloudflare blocked', 'datadome', 'anti-detect scrape'.
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pygent-ai Bundle Memory CLIBuild, query, test, and optimize a local agent memory CLI where durable memories are represented as retrieval unit tests. Use when the user asks Codex to create, maintain, inspect, or improve a memory-cli project; when a workspace already contains a memory-cli, .memory, or memories project; or when Codex must add, update, retire, or validate durable memory records through a CLI contract.
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qualcomm Bundle Enable Windows Arm64Guide for enabling Windows ARM64 support in software projects. This skill will be used when users want to "enable ARM64", "add ARM64 support", "support Windows on ARM", or "make project ARM64 compatible". It detects build systems (cmake, visual_studio, autotools, bazel, make, ninja, qmake, scons) with priority ordering, checks if ARM64 is already supported, and modifies build files to add ARM64 configurations.
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quanru Bundle Cross ReviewRun a cross-review using the opposite CLI reviewer for proposal review and change assessment. Use when the user asks for cross review, 交叉 review, 交叉评审, second-opinion review, Codex-vs-Claude review, or wants the current host agent to ask the other reviewer whether a design or code change is reasonable, what risks it creates, and whether there is a simpler or stronger alternative.
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pyqcm-project Bundle PyqcmAssists with pyqcm, the Python/C++ library for quantum cluster methods (CPT, VCA, CDMFT) used to study strongly correlated electron models like the Hubbard model. Use this whenever the user is writing or debugging a pyqcm script (defining clusters, lattice models, operators, parameters, running model_instance calculations), interpreting pyqcm output (spectral functions, Green's functions, self-energy, order parameters, ground state averages, phase diagrams), or reading/modifying the pyqcm source itself (the src_ed exact-diagonalization solver, the src_qcm lattice/CPT-VCA-CDMFT engine, or the src_python nanobind bindings). Also trigger on mentions of cluster perturbation theory, exact diagonalization impurity solver, Lanczos, Lehmann representation, or the qcm_wed/pyqcm-project repository, even if the user doesn't say "pyqcm" by name.
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quantskills Bundle Factor OrthogonalizeUse when an agent needs to neutralize or orthogonalize a quantitative factor against industry, size, style exposures, or an existing factor library before evaluating, combining, or accepting the signal.
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quantskills Bundle Skill Xingtai CatcherUse when a general-purpose AI agent needs to find A-share stocks or futures with similar K-line patterns from natural-language descriptions, K-line screenshots, or hand-drawn trend images. Supports daily and 60-minute timeframes, 30/60/120 BAR windows, hosted MCP tools, and a direct helper script for platforms without MCP. Standard template words such as strong trend continuation, bottom reversal, W-bottom, trend pullback, range consolidation, and M-top must route to server radar templates before any generated drawing. Image attachments must route through image search directly. Also covers user-facing result formatting and routing users to the PatternCatcher website for saved patterns and daily Feishu/WeCom subscriptions.
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qwaitcrypto Skill HarnesskitUse whenever the task involves project documentation, architecture, design decisions, implementation plans, specs, worklogs, project memory, or any durable knowledge that should live in the repo. This includes reading or writing docs, querying prior decisions, checking doc health, reviewing history, updating AGENTS.md / CLAUDE.md / ARCHITECTURE.md, or organizing project knowledge. If the repo has AGENTS.md, CLAUDE.md, or .harnesskit/, treat HarnessKit as the default documentation workflow: read the entrypoint first, then use the CLI when query, context, checks, indexing, or history are useful.
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quentintou Bundle Browser UseAutonomous browser automation for AI agents. Two tools: agent-browser (CLI Playwright for step-by-step control) and browser-use (Python autonomous agent that decides what to do on pages). Navigate, click, fill forms, scrape data, manage sessions, and run complex multi-step browser tasks.
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qwwiwi Bundle Senior BrainstormSenior full-stack architect for educational SaaS platforms (Teachable/Thinkific/Kajabi level). Provides decision frameworks, stage-aware stack recommendations, architecture patterns, AI/LLM integration, agent-native design, security threat modeling, testing strategies, and MCP integration guidance. Triggers: /senior-brainstorm, "brainstorm", "architecture", "how to build", "stack selection", "tech choice", "architectural decision", "design this", "senior brainstorm", "platform stack". NOT for: simple CRUD tasks, non-EdTech projects, single-framework questions without product context.
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qwwiwi Skill Skill FinderSearch, evaluate, and recommend agent skills from the skills.sh directory. Use when: (1) user asks to find/search a skill for X, (2) "есть скилл для...", (3) "skill for zoom/notion/stripe/...", (4) "поищи на skills.sh", (5) "нужен плагин/расширение/скилл для...", (6) "как подключить X к Claude Code", (7) any mention of skills.sh, (8) "найди скилл", (9) "find skill", (10) user shares a skills.sh link for review.
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rajveer-mahida Bundle Groovy SkillsMulti-agent workflow orchestrator for software projects. Use when the user says spidy, implement using spidy, plan with spidy, spidy new project, spidy debug, or asks to run any spidy workflow. Also use when the user says commit, push, create pr, git workflow, ship it, or asks to branch/commit/PR their changes. Orchestrates specialist agents for: new-project setup, phase planning, phase execution, verification, debugging, codebase mapping, and git workflow.
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ralph-wren Bundle Omni RecallOmni-Recall: Neural Knowledge & Long-Term Context Engine with Vector Semantic Search. Manages cross-session agent memory via Supabase (pgvector + HNSW) and LLMHub. Supports intelligent natural language queries with similarity scoring.
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quran Skill Quran Foundation API DocsUse when choosing Quran Foundation API families, authentication flows, endpoints, SDK runtime boundaries, Developer Console onboarding, font rendering, or official integration references.
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quran Bundle Quran Usage GuideUse when the user asks to quote an ayah/surah, translate a verse, explain meaning/context/tafsir, find verses about a theme, compare translations/tafsir, analyze Arabic word patterns, or view a mushaf page. Also use for any question the Qur'an might address, any Islamic question that might have an answer from tafsir or scholarly commentary, or anything where canonical scripture or insights from tafsir could ground or add value to the response.
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quynj Bundle Global Clip ForgeUse when the user wants to turn a long YouTube interview, talk, or podcast into 5 to 8 short clips for a target audience language. This skill downloads the source video and any available subtitles, can transcribe videos that have no subtitles with an open-source Whisper model, lets the calling AI translate subtitles into a user-specified target language, analyzes the transcript, selects strong standalone moments, cuts clips under 3 minutes, prepares target-language packaging copy, and burns stacked bilingual subtitles into the exported videos.
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qwwiwi Bundle Independence From AIAudit and redesign workflows that depend too much on LLM reasoning. Use when: (1) repeated operational logic still lives in prompts or model memory, (2) you are designing triage, routing, escalation, summaries, alerts, coordination, reporting, or content/ops pipelines, (3) you need to decide what should move out of the model and into system state, triggers, scripts, tools, runbooks, or policy, (4) a user asks to make an agent workflow more systematic, deterministic, less noisy, less fragile, or less dependent on “keeping things in the model’s head”, (5) you are auditing repeated workflows for drift, stale thresholds, duplication, inconsistent routing, or unstable alert quality.
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 nuanskill-infinitynikki-helper, clifier, cli-agent-experience. 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.