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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ralphcrisostomo Bundle Herdr GoalUse when the user invokes /herdr-goal with a large multi-part objective inside a Herdr session (HERDR_ENV=1) and wants it split across parallel lead agents. Not for single tasks one agent can do directly, and not outside Herdr.
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rammc Bundle Salesforce Agent ScriptImplement, review, or improve Salesforce Agentforce agents written in Agent Script — the declarative DSL for hybrid reasoning in the Agentforce Builder. Use when working with Agent Script syntax (blocks, expressions, variables, hooks, transitions, action chaining); when designing topics or subagents and the start_agent block; when exposing actions as tools to the LLM via reasoning actions; when balancing deterministic logic instructions against LLM prompt instructions; when migrating between Topics and Subagents terminology (April 2026 rename); when building agents in Agentforce Builder Canvas or Script view; when using Agentforce DX CLI or the Agentforce DX VS Code extension; or when writing agents with Agentforce Vibes. Trigger this skill whenever the user mentions Agentforce, Agent Script, agent topics, subagents, Atlas Reasoning Engine in a scripting context, agent transitions, reasoning actions, @utils, @variables, or @actions — even if they don't explicitly name the skill.
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raphaelsalaja Bundle Create SoundGenerate a SoundDefinition for @web-kits/audio from any input - a natural-language prompt, an audio file the user shares, or both. Use when the user says "create a sound", "/create-sound", "design a sound for X", shares a WAV/MP3/sprite, or asks to reverse-engineer a sample. Optionally renders a WAV preview and round-trip-validates the result.
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realskyrin Bundle Clipcap Agent ToolsAnnotate existing image files with the clipcap command-line agent. Use only when the user supplies an image file and wants deterministic arrows, boxes, labels, mosaic blocks, or callouts rendered into a PNG. This skill must not capture the screen or request macOS privacy permissions.
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r14521128 Bundle Flac3d 600Use whenever the user works on FLAC3D 6.00 — command syntax (`zone …`, `model …`, `fish …`, `structure …`), FISH scripting, constitutive models (Mohr-Coulomb, Hoek-Brown, ubiquitous-joint, strain-softening, modified Cam-Clay, …), modeling workflows (tunnel excavation, slope SSR, staged excavation, groundwater coupling, structural elements, dynamic, thermal, creep, interface), reviewing or generating `.f3dat`/`.f3prj`/`.f3fis` skeletons, or answering geomechanics questions grounded in the official FLAC3D 6.00 install at `C:\Program Files\Itasca\Flac3d600\`. Activates on `.f3dat`/`.f3prj`/`.f3fis`/`.fis`/`.dat`/`.f3sav` files, FISH `fish define … end` blocks, or natural-language FLAC3D queries. Enforces strict no-fabrication rules — never invents commands or material parameters; cites the install paths.
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resolved-sh Bundle Resolved ShThe fastest way for any agent to launch a business on the open internet — page, data storefront, custom domain. Trigger when an agent needs: a public URL or `/.well-known/agent-card.json` endpoint, a way to monetize (paid API gateway, paid data queries/downloads, paid blog posts, paid courses, paid Q&A inbox, tip jar, sponsored slots, paywalled page sections), a free permanent subdomain at `{slug}.resolved.sh`, a custom .com or .sh domain purchase, live activity feeds (Pulse events, follower digests, waitlists), or social proof (testimonials, contact form, changelog). Covers the full operator lifecycle: bootstrap identity (ES256 keypair, no human in loop), publish or register, configure revenue streams, upgrade for vanity/BYOD/domain, operate & maintain, distribute. Three payment rails: x402 USDC on Base, MPP Tempo USDC on Tempo, or Stripe credit card — all marketplace earnings go 100% directly to the operator's EVM wallet at time of purchase. Full machine-readable spec: https://resolved.sh/llms.txt
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rarce Bundle Git WikiMaintain a personal, LLM-curated knowledge wiki in a git repo using the Karpathy LLM-wiki pattern. Use this skill when the user wants to ingest a source (article, paper, notes, URL) into their wiki, query accumulated knowledge ("what do I know about X?", "what did I learn from Y?"), or lint the wiki for drift. Activate even when the user does not explicitly say "wiki" — e.g., "save this paper to my notes", "add this to what I know about X", or "check my notes for contradictions". Uses `qmd` for on-device hybrid BM25+vector search and `gh` only for GitHub-backed wiki repos. Do not invoke for installing this skill, unrelated markdown editing, or general GitHub work.
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raroque Bundle Claude Agent Sdk ExpertUse when reviewing, debugging, or building AI agents with the Claude Agent SDK (TypeScript or Python). Covers the Agent class, query(), agent.stream(), tool_use, tool schemas, maxIterations, subagents, hooks (PreToolCall, PostToolCall, StopHook), MCP integration, multi-agent coordination, structured output, context window management, stop_reason handling, and agentic loop architecture. Do NOT activate for general Claude API usage without agents, simple messages.create() calls, or non-agent Anthropic SDK usage — use the claude-api skill for those.
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rebelytics Bundle Peec AI MCPCompanion skill for the Peec AI MCP server (https://api.peec.ai/mcp). Load when the user does Peec reporting, analysis, or multi-step work — visibility reports, per-engine comparisons, competitive gap analysis, source-authority audits, project tune-ups (brands, prompts, topics, tags), or Peec slash commands (`peec_weekly_pulse`, `peec_competitor_radar`, `peec_engine_scorecard`, `peec_topic_heatmap`, `peec_prompt_grader`, `peec_source_authority`, `peec_campaign_tracker`). Also load for Peec data interpretation (sentiment, position, visibility, share of voice, retrieval vs citation, `get_actions` two-step workflow, `list_prompts.volume` ordinals, `get_url_content` 5-day refresh cadence) or when combining two or more Peec tools. Skip for trivial single-tool lookups like `list_projects`, `list_brands`, `list_topics` where Peec's own tool descriptions suffice. Teaches agents the real behaviour of the Peec MCP, including gotchas the official docs omit or get wrong.
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rabithua Bundle RoteManage Rote notes, articles, attachments, reactions, settings, and note share links. Use when an agent should operate Rote through an already-connected OAuth HTTP MCP server or through rote-toolkit CLI, SDK, or stdio MCP with a local OpenKey workflow.
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restatedev Bundle Building Restate ServicesDesign, build, run, and test Restate durable services, virtual objects, workflows, and AI agents across TypeScript, Python, Java, and Go. This skill should be used when the user mentions "restate", "durable execution", "virtual object", "restate service", "restate workflow", or "durable agent" or wants to build resilient backend services, AI agents, or workflows with automatic failure recovery. Also use when converting existing applications or migrating from workflow orchestrators to Restate. Use proactively when a project contains restate dependencies in package.json, requirements.txt, pyproject.toml, pom.xml, build.gradle, or go.mod.
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raichominev Bundle ConciliumAdversarial cross-model review for hard, load-bearing tasks — combining frontier models: the Claude session (Opus 5 or Fable 5 as the intended orchestrator) hands a claim, diff, or result to an OpenAI model (gpt-5.6-sol / gpt-5.6-terra / gpt-5.5, via the codex CLI on ChatGPT-subscription auth, no API key), which probes it with falsification attempts and PROPOSES a verdict; the orchestrator checks the probe and RATIFIES. Two EXPERIMENTAL, opt-in extra-family seats can be added when asked for — Kimi (Moonshot, via the Kimi Code CLI or the local Kimi Desktop runner) and Grok (xAI, via the Cursor Agent CLI on Cursor-subscription auth); neither is part of a default round. Use whenever the user wants a second opinion from a different model, a cross-model or concilium review, adversarial verification of a research claim, benchmark number, or diff, says "have GPT/codex check this", explicitly asks to add the kimi or grok seat, wants codex set up as a reviewer, needs to switch codex models mid-session (park-and-resume
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reflectt Bundle Agent Memory KitAgent Memory Kit
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reflectt Bundle Agent Team KitAgent Team Kit
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rauls-kjarners Bundle Claude To AgyOffloads heavy, token-intensive reasoning and search tasks to Antigravity CLI (agy) via MCP. MANDATORY delegation for grep, git diff, git log, large files, multi-file analysis.
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ravsau Bundle CouncilConvene an LLM council (GPT-4o, Gemini, Grok) via OpenRouter and synthesize their responses as chairman
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rawrkit Skill Find Vetted SkillFind an agent skill that a human actually reviewed, instead of guessing from a dump of thousands of unfiltered links. Use whenever a user asks "is there a skill for X", "what should I install to do X", wants to extend what their agent can do, is frustrated that their agent handles some task badly, or asks which skills are worth having for a job, tool, or workflow. Also use before writing a custom prompt or skill from scratch — checking whether a good one already exists saves the work.
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ray-amjad Bundle Peer SessionsRun a fleet of Claude Code sessions on this machine and make them talk to each other with SendMessage — from Claude Code itself or through a real Claude relay when the caller is Codex. Launch them in cmux or herdr windows, panes and splits (auto-detected), address them correctly, hand out work, collect or recover replies, and tear them down cleanly when the user asks. Use whenever the user wants two or more Claude sessions working together, asks Codex to contact an existing Claude session, mentions SendMessage, ListAgents, peer sessions, cross-session messaging, or agents messaging each other; whenever they want sessions in new windows, workspaces, panes or splits; and especially when a send fails with "not an agent in this conversation", "re-send with the ref", or the caller lacks Claude's native messaging socket.
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remorses Skill Gokegoke is a zero-dependency, type-safe CLI framework for TypeScript. CAC replacement with Standard Schema support (Zod, Valibot, ArkType). Use goke when building CLI tools — it handles commands, subcommands, options, type coercion, help generation, and more. Schema-based options give you automatic type inference, coercion from strings, and help text generation. Pair with `@goke/mcp` to generate CLI commands automatically from an MCP server. ALWAYS read this skill when a repo uses goke for its CLI.
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remorses Skill Renseirensei is a CLI + library for programmatic 3D modeling and headless rendering. Write JSCAD TypeScript scripts using `rensei/modeling` (flat re-exports of all @jscad/modeling APIs: cube, sphere, subtract, union, translate, etc.), then screenshot or export to STL via the rensei CLI. Designed for AI agent feedback loops: generate JSCAD code → screenshot from multiple angles → compare against reference → iterate until the model matches. ALWAYS load this skill when the user mentions rensei, JSCAD, CSG, parametric CAD, 3D model generation, STL rendering, or 3D printing model code. Also load when editing .ts/.js files that import from rensei/modeling or @jscad/modeling.
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rgoldr88 Bundle RlmUse when processing very long contexts, large documents, or extensive codebases that exceed practical context window limits. Activate when user mentions 'rlm', 'recursive language model', or needs to process files too large to read into context.
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remorses Skill Zelezele is a multi-account email and calendar CLI for Gmail, IMAP/SMTP (Fastmail, Outlook, any provider), and Google Calendar. It reads, searches, sends, replies, forwards, archives, stars, and trashes emails, manages drafts, labels, attachments, and Gmail filters, and creates, updates, and deletes calendar events with RSVP and free/busy support. Output is YAML so commands can be piped through yq and xargs. ALWAYS load this skill when the user asks to check email, read/send messages, reply or forward, archive or trash threads, manage drafts or labels, download attachments, schedule meetings, check their calendar, RSVP to events, or when they run any `zele` command. Load it before writing any code or shell commands that touch zele so you know the correct subcommand structure, the Google vs IMAP feature matrix, the headless login flow, and the agent-specific rules.
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rayray1218 Bundle Semantic Model RouterSmart LLM Router — routes every query to the cheapest capable model. Supports 17 models across Anthropic, OpenAI, Google, DeepSeek & xAI (Grok). Uses a pre-trained ML classifier. No extra API keys required.
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rhettcarillo Bundle DirectWork autonomously to a finished, verified result instead of narrating options or stopping for permission; spend the cheapest model that cannot get it wrong; report in a short scannable form; and get measurably better each run by recording what actually went wrong. Use when the owner says /direct, "do wonderful things", "finish it", "do it yourself", or otherwise hands over a job and steps away. Encodes evidence discipline, model-tier and token economy, ADHD-friendly reporting, the short list of decisions an agent may never make alone, and a self-evolution loop.
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rerun-io Bundle Add ModelBring an upstream research model (stereo, mono depth, normals, pose, ...) into this monorepo: fork + pixify the upstream repo with a Rerun demo, then port the minimum into a package as a typed, tested, reviewable PR stack that ends with pixel-verified Rerun output. Use when the user says "add/port/bring in <model>", "fork and pixify <repo>", or "make <method> a predictor". Works from Claude Code and Codex; nothing here depends on runtime-specific tools.
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research-ag Skill PromtrackerGuidelines for integrating and using promtracker for Prometheus metrics in Motoko canisters.
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rightnow-ai Skill Megakernel OptimizationUse when optimizing or generating a CUDA megakernel for a HuggingFace Llama-family model with AutoMegaKernel (AMK), drives the correctness-gated propose -> eval -> keep/revert loop (or hands off to the unattended autoresearch driver).
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rich5000 Bundle Seedance Prompt为字节跳动即梦平台的 Seedance 2.0 视频生成模型撰写高质量提示词。当用户提到即梦、Seedance、Seedance 2.0、AI视频生成、AI短片、AI广告片,或需要为视频生成模型编写提示词/prompt时,使用此 Skill。涵盖文生视频、图生视频、多模态参考、一镜到底、产品广告、视频编辑等全场景提示词模板和最佳实践。
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rickai0118 Bundle Seedance 25即梦Seedance 2.5 提示词编写 + 生成执行 + 后期编辑全流程 Skill。适用场景:用户要给即梦/Seedance 2.5 写任何视频生成 prompt(文生视频、图生视频、视频延长、视频编辑、首尾帧生视频、白模走位、一键成片、无缝转场、多宫格分镜)。触发词:sd2.5、sd2.5pro、seedance 2.5、即梦视频、即梦 AI、jimeng、字节视频生成、超长视频、套娃延长、白模动画。
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rimagination Bundle ChatmemUse ChatMem for repository recall, continuation, handoff, migration, startup rules, wiki/context, local history search, and durable memory. 当用户问“记得吗、之前讨论过、回忆、继续做、迁移、交接、项目历史、本地历史、启动规则、记忆”等问题时使用;先查 ChatMem MCP,不要让用户重新描述已有对话。
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rimagination Bundle Gongwen DraftDraft, revise, polish, review, lint, and export Chinese党政机关公文 and政务材料 with authority-first guardrails, policy-research/citation checking, material dossier/fact-ledger intake, language polishing, controlled Markdown/JSON specs, offline prompt-pack generation, strict official-document font checks, and optional Word .docx generation with generic red-head draft headers when authorized values are supplied. Use when the user asks for gongwen-draft, 公文, 公文写作, 公文起草, 机关文稿, 政务写作, 政策检索, 政策依据, 引用核验, 领导讲话, 会议精神, 素材收集, 素材整理, 事实台账, 语言润色, 通知, 请示, 报告, 函, 纪要, 通报, 批复, 意见, 决定, 公告, 通告, 工作总结, 工作方案, 调研报告, 汇报材料, 简报, 情况专报, 讲话稿, 回复函, 材料改写, 公文润色, 格式审核, Word公文导出, 离线提示词, JSON公文规格, 红头版头, 发文机关标志, 发文字号, 签发人, or to turn notes into formal official-style Chinese documents.
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ridelink0 Bundle Usage LimitsCheck how much usage limit is left in this agent (Claude Code or Codex) and plan the work to fit inside it. Use before starting anything long, when the 5-hour or weekly limit is getting close, when asked how much usage or quota is left, whether there is enough left to finish, whether a job fits before the reset, when to stop and hand off, and when asked to work cheaply, burn fewer credits, or stretch the rest of the limit.
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roy-tong Bundle Research Knowledge BaseSearch and synthesize Roy.Tong's public AI product research about AI agents, embodied AI, intelligent hardware, product commercialization, and evidence-led industry research. Use for AI product research, embodied AI research, intelligent hardware research, public research notes, finding relevant Roy's Notes articles, comparing published arguments across time, or citing original public pages. 中文触发:检索 Roy.Tong 知识库、AI产品研究、Agent研究、具身智能、智能硬件、商业化产品、行业研究文章。
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royashbrook Bundle HushUse whenever an agent needs to STORE, GENERATE, or USE a secret such as an API token, signing key, or password. Hush has one hard rule: the agent never sees plaintext, so it never enters chat, transcripts, stdout, logs, the clipboard, or a temp file. A user-provided value enters once through a hidden prompt; a strong random value can be generated directly into the OS-backed store. Hush later injects it straight into a consumer through an environment variable or stdin, never prints it, and deliberately has no plaintext get command. Trigger on "store this token", "save this key", "add it to the keychain", "generate an operator/signing key", "use the X secret to call Y", or whenever an agent needs a credential to reach a service. macOS, Linux, and Windows backends are built in; the never-print contract is portable beyond them.
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royashbrook Bundle WaterbearUse when you want a Claude Code (or terminal AI) session to survive crashes, patches, quits, and reboots and come back on its own, when an agent is told to "waterbear yourself" / "make yourself always-on / unkillable / permanent", or when you want a respawn to RESUME the same conversation instead of starting blank. Most often an agent runs it on ITSELF to persist the current conversation. macOS/launchd reference implementation, adaptable to other OSes.
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roccodaffuso Bundle Sift MemoryUse this skill when an agent needs local historical context from AI coding assistant sessions, prior project conversations, debugging history, implementation decisions, or user asks to search Claude Code, Codex, Cursor, or OpenCode chat history. It teaches agents to use the local-only `sift` CLI for indexed full-text search across these local logs without network calls.
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 seedance-prompt, herdr-goal, salesforce-agent-script. 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.