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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grafana Skill Agento11y 2OpenCode Prompt: Agent Observability Instrumentation
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jianshuo Bundle Wjs Voicedrop 2VoiceDrop 账号的完整 API 工具箱——读写文章(list/read/write/history/版本)、读写文风 CLAUDE.md、列出/上传/下载照片、列出/上传/下载音频录音、触发挖矿(mine)、查算力余额与账单、生成分享链接、发公众号草稿。认证用用户自己的 token 且自带登录:6+4 手机设备配对(本 skill 内置 vd-login.mjs,自己就能登录)或 App 复制的 anon token。触发词:"voicedrop api"、"voicedrop 登录"、"登录 voicedrop"、"voicedrop list"、"列出 voicedrop 文章/照片/录音"、"读/写 voicedrop 文章"、"上传/下载 voicedrop 照片/音频"、"voicedrop 触发挖矿"、"voicedrop 算力余额"、"voicedrop distill"、"蒸馏文风"、"/wjs-voicedrop"。
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openai Skill Openai Docs 2Use whenever the user asks anything about OpenAI products, APIs, models, or SDKs — including factual lookups ("what is the newest model", "does X support Y"), build/coding requests ("write a script using the Responses API"), latest/current/default-model prompting guidance, model migrations, and citation requests. Invoke before calling any openaiDeveloperDocs MCP tool.
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psenger Bundle Start 2Begins a new piece of work in the ai-agent-skills repository. Two modes: EXISTING ISSUE (user provides a GitHub issue number or URL — fetches it, cuts the correct branch) and NEW ISSUE (user describes what needs doing — classifies as feature or bug, drafts a structured requirement using the repo's issue template, confirms with the user, creates the GitHub issue, then cuts the branch). Always checks GitHub auth first and confirms user identity. Use when the user says "start work on #14", "begin issue", "start a new feature", "I need to build X", "create an issue for Y", or passes a GitHub issue URL. Load the `conventions` skill for branch naming rules.
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roebi Skill Apply Tdd Loop En 2Applies the Test-Driven Development (TDD) cycle as an agentic loop of RED -> GREEN -> REFACTOR iterations until all requirements are covered or all existing code paths are tested. Use when a user or agent wants to write code strictly test-first, add missing tests to existing code, or drive a full TDD session for a module, class, or function. Activate for trigger phrases like: "apply TDD", "write this test-first", "do a TDD loop", "TDD cycle for", "drive TDD on", "red green refactor", or "add tests then implement".
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run-llama Skill Llamaparse MCP 3Skill on how to use the LlamaParse MCP tools
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warpdotdev Bundle Factory Files 2Create and edit file-based Warp software factory definitions, in a repository tree rooted at a factory.yaml. Use when authoring or changing that factory.yaml, Agent, Automation, Scorer, or Runner files under that root, or its factory and agent skill trees, and when fixing Factory file diagnostics. Do not use for agent-definition Markdown that belongs to another tool, for a tree with no factory.yaml, or to operate a live factory or hand work to one through Factory MCP.
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marecgents Skill Your Skill Name 2A clear, specific description of what this skill does and when an agent should activate it. Include relevant keywords so agents can match it to user requests. Max 1024 characters.
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herxinsasa Skill Dev Builder 2根据开发计划编写代码。按任务调度 implementer sub-agent,在 <project-name>/ 目录下创建项目。
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hraness Bundle Ensoul 2Turn a user-authorized corpus into a dated, evidence-calibrated, explicitly partial and revisable whole-person working model. Use when Codex is asked to understand, capture, or reconstruct a person; create a personal operating manual, master document, digital-twin or proxy bootstrap; extract worldview, values, taste, communication style, decisions, tensions, or tacit patterns; enrich a person with public research; or combine structured Ensoul source packets from Peopleblade or Message Like Me with notes, messages, posts, documents, repositories, and other evidence.
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hraness Bundle Message Like Me 2Analyze local Message Like Me study packets, prepare bounded private message evidence for Ensoul, maintain or evaluate evidence-backed messaging profiles, or draft unsent messages in the user's style. Use when the user asks how they message, wants message evidence in a revisable person model, asks how style changes by context, or wants a reply that sounds like them. Do not use for sending or unsupported identity claims.
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hypawave Bundle Hypawave 3Give an AI agent an address on Hypawave — private agent-to-agent messaging (waves), free private file handoffs, and buying or selling files, APIs, data, or compute over Bitcoin Lightning, non-custodial, with a verified Lightning preimage as the proof that releases a paid result. Use when an operator wants to connect their agent with another person's agent, share the agent's contact card, send or receive a file agent-to-agent, pay another agent or service and retrieve the result, sell the agent's own files, API, data, or compute for Bitcoin, or search and list offers in the public directory — all with no account. Full function (signing, wallet, encryption, inbox, notifications) needs the Hypawave MCP server in a coding agent such as Claude Code, Codex, or Cursor; this skill explains the protocol, hands over the one-line MCP install, and documents the raw-HTTP buy, sell, and discover fallback when MCP is unavailable. Chat-only sessions can explain and point to the install, not transact.
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3dl-dev Skill Runhoist is a skill you (the agent) run, in the user's session, with tools already on the
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agno-agi Skill Review And Improve 2Repo-wide drift sweep for public-readiness — diff docs against code, confirm every agent is registered and reachable, every env var documented, every doc path exists, and scripts behave as advertised; auto-fix mechanical drift and flag the rest. Use before a public release or after a refactor.
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anayatkhan1 Bundle Build AgentBuild and ship a new installable agent in this repo, following the web-agent pattern from development to CLI to production. USE WHEN adding a new agent, adding tools to an agent, exposing an agent through the agentcn CLI/registry, writing agent docs, or wiring the docs demo. ALWAYS read references/agent-foundation-strategy.md first, then write ai/agents/<short>/SPEC.md per references/agent-spec-template.md, get user approval, then implement one todo per commit per references/implementation-workflow.md. Trigger words - new agent, add agent, add a tool, register agent, agent registry, agentcn add, agent docs demo, foundation agent, extension tools, SPEC, commit each step.
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carlvellotti Skill Web Research 3Web research using Tavily and Firecrawl. Searches the web, reads pages, crawls sites, and synthesizes findings. Use when: (1) user says "web research", "research this", "look into", "find out about", "what's the latest on", "/web-research", (2) user needs information from the web to inform a decision, strategy, or content, (3) user provides a URL and wants it read/analyzed, (4) user wants competitive intel, market research, or topic deep-dives. NOT for: X/Twitter research (use /x-research), Reddit research (use Reddit MCP directly), scraping for data pipelines, or browser automation unrelated to research.
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natebjones-projects Skill Ringer 2Orchestrator playbook and routing rules for Ringer, the verified-swarm delegation tool (ringer.py). TRIGGER — load BEFORE acting, not after — whenever: you are about to run ANY script or command that calls a model or drives a conversational/eval harness (probe, smoke test, simulation, grader, persona conversation) outside a live Ringer run; you are about to start an edit→test→edit loop or a batch of similar edits across files; you are about to do a "quick check" that spawns a model or a CLI agent; you are reviewing or diagnosing failed worker or model output; you catch yourself thinking a task is "small enough to just do myself" — that thought IS the trigger (a single task is a one-task manifest, and a bounded read-only question is `ringer.py ask`); or you are writing or reviewing a manifest, choosing a swarm pattern (review swarm, fix swarm, focus group, bakeoff, research-with-proof), picking a worker engine, or debugging a failed run. SKIP only for: reading or searching files, git operations, a one-file few
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treeman99 Skill Orca CLIUse the public `orca` CLI to operate Orca-managed worktrees, folder contexts, terminals, repos, automations, worktree comments, and the browser embedded inside the Orca app. Use when the user says "$orca-cli", "use orca cli", "Orca worktree", "child worktree", "cardStatus", "spawn codex/claude in a worktree", "read/wait/send Orca terminal", "terminal send", "full handoff", "handover", "give this to another agent", "another worktree", "Orca browser", or "control the browser inside Orca". Prefer this over raw `git worktree`, ad hoc PTYs, Playwright, or Computer Use when the task touches Orca-managed state. Use Computer Use for external browser windows, webviews, or desktop UI only when the task requires OS/window-level control such as focus, menus, dialogs, coordinates, or screenshots. Use `orca-cli` for Orca's embedded pages and a page-automation tool such as Playwright or CDP for external pages.
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wandb Bundle Wandb Primary 2Comprehensive primary skill for agents working with Weights & Biases. Covers both the W&B SDK (training runs, metrics, artifacts, sweeps) and the Weave SDK (GenAI traces, evaluations, scorers). Includes helper libraries, gotcha tables, and data analysis patterns. Use this skill whenever the user asks about W&B runs, Weave traces, evaluations, training metrics, loss curves, model comparisons, or any Weights & Biases data — even if they don't say "W&B" explicitly.
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yniantongtian-oss Bundle Nature Academic Search 2Multi-source literature search, citation verification, MeSH search strategy, citation file management (.nbib/.ris/.bib conversion), and reference management (BibTeX, related articles, ID conversion) via MCP tools (PubMed, CrossRef, arXiv, Scopus, ScienceDirect). Use when the user needs coordinated multi-step literature workflows beyond a single MCP call.
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fluxa-agent-payment Bundle Fluxa Agent Wallet 2FluxA Agent Wallet integration via CLI. Enables agents to make x402 payments for paid APIs, send USDC payouts to any wallet, and create payment links to receive payments. Use when the user asks about crypto payments, x402, USDC transfers, payment links, or interacting with the FluxA Agent Wallet.
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flox Skill Flox Environments 2Create and manage Flox development environments. Use when setting up a project environment during /forge:init, when a user asks to add a Flox environment, or when detecting and installing project dependencies. Covers flox init, search, install, manifest basics, and language-specific patterns. For advanced topics (services, builds, CUDA, layering, containers), suggest the full flox plugin.
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juliusbrussee Skill Caveman Compress 2Ultra-compressed communication mode (lite / full / ultra) that cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Use when the user requests "caveman mode", "less tokens", "be brief", or when output budget is tight.
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platonai Bundle MCP BuilderGuide for creating advanced-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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code-yeongyu Bundle Senpi QA 2Manual QA harness for the senpi coding agent itself. MUST USE after changing packages/ai, packages/agent, packages/coding-agent, or packages/tui — a green typecheck and `npm test` are NOT QA. Drives the real CLI from source in an isolated sandbox (never touches ~/.senpi or real credentials) across four channels: remote RPC (--mode rpc JSONL stdio), TUI smoke (node-pty on Windows, tmux on POSIX), mock loop (a local fake model server for deterministic, zero-token agent-loop runs), and CLI smoke (--help/--print/--list-models). Every helper ships a --self-test. Use whenever someone says qa senpi, test the agent, verify my change, rpc qa, tui qa, mock-loop qa, smoke the cli, or needs evidence that an agent-loop, tool, keybinding, or provider change works end to end. Capture evidence to local-ignore/qa-evidence/.
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amplitude Skill Taxonomy 2Source of truth for event taxonomy generation, data auditing, and governance best practices in Amplitude. Use when an agent needs to create, validate, audit, score, or recommend improvements to event tracking plans, naming conventions, property standards, data quality, or deprecation workflows. Covers naming rules, property standards, scoring frameworks, safe metadata operations, deprecation procedures, and AI readiness guidance.
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ivantsxx Skill Skills CLI 3Use when users ask to discover, install, list, check, update, remove, back up, restore, sync, or initialize Agent Skills, mention `bunx skills`, `npx skills`, `skills.sh`, or `skills-lock.json`, ask "find a skill for X", or want help extending agent capabilities with installable skills.
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jeffstric Skill Add LLM Model 2新增 LLM 模型专家,指导如何在本项目中添加新的 LLM 供应商和模型。当需要接入新的大语言模型(如 OpenAI、Claude、DeepSeek 等)时使用。
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cherryhq Bundle Claude Automation RecommenderAnalyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.
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theeranon Skill Wealth DynamicsShortcut to baseon with the shared Wealth Dynamics and Talent Dynamics lens selected. Use for value-creation style, role, team, communication, trust, or flow analysis through this model.
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scoobydont-666 Bundle Session Miser 2Intelligent model routing for Claude Code sessions. Recommends optimal model (Opus/Sonnet/Haiku) and effort level based on task complexity. Delegates mechanical work to cheaper subagents. Maximizes quality-per-dollar across the entire session. Trigger on: any new session, "save tokens", "cheaper model", "delegate this", "use sonnet", "effort level", "cost", or automatically when task complexity is clearly below the current model's tier.
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casemark Bundle EditReplace an exact, unique string in an existing file. Use for targeted single-occurrence edits to files from the IPython kernel instead of rewriting the whole file.
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abhigyanpatwari Skill Gitnexus Pdg QueryUse when querying or extending GitNexus's PDG control/data-dependence surface (the `pdg_query` MCP tool, CDG/REACHING_DEF edges), or reasoning about "what controls X" / "where does Y flow" / guard clauses. Examples: "what guards this statement?", "trace this variable within the function", "why is the pdg_query result empty?", "add a CDG query".
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evgeniiperov Bundle Using QuayInstall, publish and mirror agent skills with quay, the git-native skill registry. Use when a task involves quay commands, .agents/skills/, SKILL.md files, sharing skills between projects or teammates, a skill "hub" repo, or mirroring skills into .claude/.codex/.cursor directories.
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gonglingrui Skill Story Five Elements 3资深故事编辑,对用户提供的故事文本进行阅读与理解,提炼并输出「题材类型与创意提炼」「故事梗概」「人物小传」「人物关系」「大情节点」五个核心元素,最后以文本树形结构呈现思维导图。适用于:(1) 用户上传或粘贴故事文本需要结构化拆解 (2) 用户需要对现有剧本/小说进行五元素提炼 (3) 用户需要将故事文本转化为可开发的短剧/影视策划素材。
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bradygaster Skill Model Selection 5Per-agent model selection with 4-layer hierarchy and fallback chains
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 agento11y, wjs-voicedrop, openai-docs. 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.