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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airbytehq Skill Building Multi Connector Agent 2Builds a complete agent with multiple Airbyte connectors using PydanticAI or Claude SDK. Scaffolds project structure, wires up connectors, composes tools, and creates a run loop. Use when building an agent with multiple connectors or scaffolding a new agent project.
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apexbusiness-systems Skill Apex Master Debug 2APEX-MASTER-DEBUG: Omnipotent, Omniscient, Predictive Debugging Intelligence. 20x one-pass-debug. Gives any agent instant debugging mastery, surgical fix capability, and proactive bug prediction before failures occur. Triggers: debug, fix bug, error, crash, exception, stack trace, failing test, broken code, not working, troubleshoot, diagnose, investigate, predict bugs, proactive review, code audit, pre-release check, refactor risk, performance issue, memory leak, race condition, silent failure, regression. Produces: single surgical fix with 100% certainty, proactive threat map, permanent regression shield.
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arenukvern Bundle Skill Source Citations 2Requires durable citations when authoring or researching Agent Skills—maintain references/sources.md per skill, link external research, and record provenance in PRs. Use when creating skills, updating SKILL.md, doing web research for skills, or auditing missing sources.
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arenukvern Bundle MCP Harness Repo Maintainer 2Maintains repo-local action contracts and harness repositories where product CLI and MCP adapters stay thin over core libraries. Use when adopting or improving steward.yaml actions, capability-level adoption evidence, cold-start proof loops, probes, benchmarks, CLI/MCP/core parity, adapter refactors, packages/core boundaries, or sibling harness layout; use repo-quality-system-lifecycle first for general app/library/tool stewardship baselines.
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automattic Skill Update Agent Context 2Update agent context files for this project. Use when the user invokes /update-agent-context, asks to "update agent docs", "update CLAUDE.md", "update AGENTS.md", "add to agent_docs", "record a correction", or mentions updating context for a specific topic.
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aws-samples Bundle Over Permissioned 2A file organizer skill that sorts files into directories based on type. Supports photos, documents, videos, and archives. Can process entire directory trees recursively.
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aws-samples Bundle Insecure Installer 2A package manager helper skill that installs and configures development tools. Supports Node.js, Python, and Rust toolchains. Caches tool configurations for fast reinstall.
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benchflow-ai Bundle Benchflow 3Run agent benchmarks, create tasks, analyze results, and manage agents using BenchFlow. Use when asked to benchmark an AI coding agent, run a benchmark suite, create tasks, view trajectories, or compare agent performance.
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benchflow-ai Bundle Code Specialist 2Delegate complex coding tasks to a specialist model. Use when facing algorithmic challenges, performance optimization, or tricky debugging that benefits from focused code expertise.
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bradygaster Skill Gh Auth Isolation 2Safely manage multiple GitHub identities (EMU + personal) in agent workflows
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cabinet-fe Skill Build Lib Skill 2为库、SDK 或 package 创建或更新伴生 Agent Skill。目标仓库安装本技能后,将其视为库项目; 在库代码更新、用户提出创建/更新技能时使用。
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callstackincubator Skill Agent Device 2Automates Apple-platform apps (iOS, tvOS, macOS), Android devices, and Amazon Vega OS TV apps in Vega Virtual Devices. Use when navigating apps, taking snapshots/screenshots where supported, driving TV remotes, tapping, typing, scrolling, extracting UI info, collecting evidence, or planning agent-device CLI commands.
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caviraoss Skill Longmemory 6Use durable project memory before, during, and after meaningful agent work.
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chorus-aidlc Skill Chorus CLI 3How to install, configure, and use the `chorus` CLI — install it, manage agents with `chorus agents` (add/remove/list), the connection environment variables, and MCP operations via `chorus mcp`. A concise shared reference for any flow that drives Chorus from the shell.
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chorus-aidlc Skill Docs 4Chorus documentation router — consult the live Chorus docs site to answer product-usage questions (UI workflow, agent/plugin setup, API/MCP, deployment, operations).
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cleanexpo Bundle Skybridge 2Guide developers through creating and updating ChatGPT and MCP apps. Covers the full lifecycle: brainstorming ideas against UX guidelines, bootstrapping projects, implementing tools/views, debugging, running dev servers, deploying and connecting apps to ChatGPT. Use when a user wants to create or update a ChatGPT app, MCP app, MCP server or use the Skybridge framework.
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colinwilliams91 Skill Checkpoint Commit 2Create a deliberate git checkpoint commit from staged or current working changes using a diff-based, model-written Conventional Commit message. Use when you want a clean commit boundary during intensive agentic iteration.
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different-ai Bundle MCP Arch 2Explain how MCP is wired between OpenWork, OpenCode, and the OpenWork server, and guide config or auth troubleshooting. Triggers when user mentions: - "mcp wiring" - "mcp architecture" - "mcp config"
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docling-project Bundle Building Pydantic AI Agents 2Build AI agents with Pydantic AI — tools, capabilities, structured output, streaming, testing, and multi-agent patterns. Use when the user mentions Pydantic AI, imports pydantic_ai, or asks to build an AI agent, add tools/capabilities, stream output, define agents from YAML, or test agent behavior.
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dotnet Bundle Maui Devflow Onboard 2Add MAUI DevFlow to a .NET MAUI project with agent package references, MauiProgram.cs registration, Blazor WebView support, GTK variants, Central Package Management guidance, and verification commands. USE FOR: first-time DevFlow setup, reviewing what files to edit, choosing DevFlow packages, or continuing after `maui devflow init` installs skills. DO NOT USE FOR: troubleshooting an already-integrated app that cannot connect, iterative app debugging, UI inspection, or generic MAUI build failures (use maui-devflow-debug). INVOKES: maui devflow CLI and dotnet CLI.
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dotnet Bundle Maui Devflow Debug 2Run DevFlow inspect-and-fix loops for MAUI apps. USE FOR: launch, device selection, agent recovery, broker/port/adb, tree/screenshot, Blazor CDP, iterative UI debugging. DO NOT USE FOR: first-time setup or non-MAUI automation. INVOKES: `maui devflow`, `dotnet`, `adb`, `simctl`.
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enderfga Bundle Claw Orchestrator 2Manage persistent coding sessions across Claude Code, Codex, Antigravity (agy), Grok Build, and OpenCode engines. Use when orchestrating multi-engine coding agents, starting/sending/stopping sessions, running multi-agent council collaborations, cross-session messaging, ultraplan deep planning, ultrareview parallel code review, autoloop autonomous workspace iteration, ultraapp building deployable web apps from a structured Q&A interview, switching models/tools at runtime, exposing the orchestrator's 77 tools as an MCP server to Hermes Agent / Claude Desktop / Cursor / Cline / Continue / Zed / Windsurf / Goose, or running as an Agent Client Protocol (ACP) agent that Zed / JetBrains / Neovim / Emacs / VS Code / dsh can drive directly. Triggers on "start a session", "send to session", "run council", "ultraplan", "ultrareview", "autoloop", "ultraapp", "Forge tab", "build a web app", "one-click app", "AppSpec", "autonomous iteration", "iterate until goal", "deep paper review", "auto research", "switch model", "mult
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fandhe-ai Bundle Create Agent 2新規サブエージェント定義を scaffold する。カテゴリ選定・ファイル作成・model/tools 最小権限設定・品質チェックまでを一貫して自動化。「Agent 作って」「サブエージェント追加」「create-agent」などで使用。
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fandhe-ai Bundle Create Skill 2新規スキルを skills/<name>/SKILL.md として scaffold する。命名・配置の重複確認、SKILL.md 作成、 symlink 設定、品質チェック、CLAUDE.md 反映までを一貫して自動化。「スキル作って」「新しいスキルを追加」 「create-skill」などで使用。Agent 定義の追加は create-agent、ドキュメント更新は update-docs を参照。
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yugabyte Bundle Meko Select Datapack Desktop 2Lists the user's Meko datapacks, shows authorization, supports search and pagination, and pins one as the active datapack on Claude Desktop. Triggers when the user says things like "switch datapack", "use the Acme datapack", "list my datapacks", "which datapack am I on", "pin Acme", or any request to change or inspect the active datapack. Persistence is via memory_add (Desktop has no SessionStart hook), so the pin survives across sessions until the user clears it.
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yzhao062 Bundle Prun 2Parallel delegation fan-out. The Claude session coordinates (on whatever Claude model is currently selected, e.g. Opus or Fable) while task units run in parallel on workers (never on the coordinator). Sonnet is the prioritized default; Codex (`codex exec`, gpt-6 tier) is reserved for units that earn it, meaning adversarial reasoning, genuinely hard analysis, or the pages its local-network path reaches. The orchestrator decides per unit. Units may read or write code; workers never commit or push, and the session plus the user are the final integration gate.
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yzhao062 Bundle Editable Figure 2Analyze source material, find relevant paper, README, or awarded-proposal references, and design concise figures as editable PowerPoint objects. Use for overview, mechanism, workflow, or hero figures when an editable PPTX is wanted, including simplifying dense drafts and combining a schematic with a compact result panel. Complements scientific plotting; does not replace screenshot capture, prompt-only work, or full slide-deck authoring. Completing a PPTX deliverable requires desktop PowerPoint on Windows or macOS for the native rendering and editing checks; the bundled export helper is Windows-only. Assessment and prompt-only requests need neither.
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zai-org Bundle Env Setup 2Env Setup
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zzxcoding Bundle Flydb 2Flydb 技能族入口。用户需要 Flydb CLI 安装与迁移、Web 工作台、JSON/Plan 或 MCP 调用、迁移脚本管理、多环境 CI,或排查 FLYDB 错误时,按任务路由到 flydb-cli-release、flydb-migration-scripts、flydb-multi-environment;跨场景按顺序组合。
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zzxcoding Bundle Flydb Multi Environment 2组织 Flydb 多数据库、多环境的迁移发布:配置矩阵、密码注入、JSON/Plan 门禁、存量库 baseline 和离线驱动。用户要搭迁移 CI、晋升环境、管理多份 flydb.conf 或配置内网执行机时使用;单次 CLI/Web/MCP 操作由 flydb-cli-release 覆盖。
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10k-digital Skill Lovable Sync 2Synchronize Lovable projects with GitHub safely. Use when pulling the latest main branch, checking GitHub/Lovable drift, initializing `.lovable-agent`, migrating the legacy Claude test workspace, or committing and pushing changes for Lovable two-way sync.
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10k-digital Skill Lovable Testing 2Run and maintain Lovable Preview tests from Codex, Claude Code, or another Agent Skills runtime. Use for test-plan generation, smoke/changed/all runs, test workspace migration, preview token handling, or keeping tests synchronized with changed features.
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54laowang Skill Mcporter 2Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
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54laowang Bundle Hermes Agent 2Configure, extend, or contribute to Hermes Agent.
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agentgamelab Bundle Tuneup 2TuneUp — 让 AI 真正理解你说的每一句话。把模糊需求翻译成高信息密度 Prompt 的工具,含智能分流(快车道 / 主车道 / 急诊车道)+ 四象限锻造法(口语 / 模板 / XML / Lisp)+ 专业视角预设(domain expert lens 装备法)+ 理论锚点词典(理论名当高信号 token + 黑话翻译 + 误用理论黑名单核伪)+ 高风险领域安全边界。 触发场景分四层: (1)显式触发:用户说"帮我写个 prompt""优化指令""写 system prompt""Lisp 风格""结构化 prompt"等明确与 prompt 相关的话; (2)隐式触发:用户对 AI 输出不满但不知道问题出在 prompt 上——典型信号包括:用户在同一话题上连续追问、纠正、补充两轮以上,用户说"不是这个意思""我要的不是这个""你没理解""更具体一点""别给我废话""认真点",用户把同一个需求换了措辞重新说了一遍,用户的追问越来越长越来越具体(说明 AI 一直没抓住重点); (3)专业视角触发:用户做评估 / 诊断 / 创作 / 审查 / 挑刺 / 专业 brainstorming 类需要领域专家视角的任务 → 触发专业视角预设;用户做财务 / 法律 / 医疗 / 生死 / 不可逆决策类任务 → 硬触发专业视角预设 + 强制安全边界; (4)配方触发:用户想把反复使用的指令打磨成可复用模板,说"保存这个""做成模板""我以后还要用"。 核心原则:最需要 TuneUp 的用户往往不知道"prompt"这个词,他们只是在反复尝试让 AI 理解自己——识别到这种模式时必须主动介入。
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agentgamelab Bundle Harness Evolve 2面向 Agent workspace(OpenClaw / Claude Code / LangGraph / 任何有"系统配置文件 + 运行日志"概念的框架)的自进化 skill——一次运行走完整闭环:追踪前沿研究 → 精读分析 → 系统自检 → 按 L1/L2/L3 风险分级自主执行或提案。触发词:"运行自进化"、"跑一次 harness evolve"、"检查一下系统有没有能优化的地方"、"今天有什么新研究可以落地"、"帮我看看 agent 配置是不是该收敛了"。
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 claw-orchestrator, env-setup, over-permissioned. 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.