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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agentpmt Bundle Youtube Comment ManagerYouTube Comment Manager: List YouTube comment threads on any video or across a. Use when an agent needs youtube comment manager, triage the held for review and likely spam queues and ban repeat offenders, reply to high signal questions on a launch or tutorial video, bulk moderate comments awaiting review across an entire channel, search a channel's comments for brand mentions or specific keywords, create top level comment, channel id, video id through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Date And Time CalculatorDate and Time Calculator: Date/time calculations: add/subtract days, business days, time until/since, timezone conversion, week. Use when an agent needs date and time calculator, date calculator and timestamp tool set, building countdown timers for events or deadlines, calculating project durations in business days excluding weekends, scheduling meetings across multiple timezones, converting api timestamps to human readable formats, add days, date through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Stripe Direct ConnectionStripe payments, subscriptions, invoicing, refunds, disputes, and balance — full read/write for customers. Use when an agent needs stripe, stripe direct connection, launch saas subscription billing with recurring prices and hosted payment links, automate customer onboarding and crm to stripe sync, generate stripe checkout payment links for e commerce orders, run customer support refund workflows with reason tracking, cancel subscription, subscription through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Agentpmt Docs And ContentAgentPMT Platform Search: Use this internal AgentPMT search tool when an agent needs official AgentPMT results from the website, marketplace. Use when an agent needs agentpmt platform search, agentpmt docs and content, search the agentpmt website for anything relevant to a user question, find agentpmt tools/products by capability or name, discover public agentpmt workflows, discover public agentpmt agents, get instructions, global search through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Agentpmt Workflow CreatorAgentPMT Workflow Creator: Build and manage multi-step AI agent workflows (skill chains) that orchestrate tools, prompts, loops, and human notifications into reusable DAG pipelines. Use when an agent needs agentpmt workflow creator, build custom ai agent workflows, automate multi step business processes, chain tools together into reusable pipelines, create no code automation workflows, add showcase example, skill id, showcase example through AgentPMT-hosted remote tool calls.
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agentpmt Skill Machine Purchase Roi GateMachine Purchase ROI Gate: Decide whether an agent should buy one machine service call before any payment. Validate explicit price, fee, failure probability, retry cost, output value, and budget assumptions; calculate expected net value, finite financial ROI, capital at risk, and the maximum rational price; then return buy, defer, or reject with the binding reason. Never access a wallet, sign, pay, or broadcast. Use when an agent needs to run this published AgentPMT workflow with 2 linked tool.
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linux2010 Skill Telegram Crabbox E2e ProofUse when reviewing, reproducing, or proving OpenClaw Telegram behavior with a real Telegram user on Crabbox, including PR review workflows that need an agent-controlled Telegram Desktop recording, TDLib user-driver commands, Convex-leased credentials, WebVNC observation, and motion-trimmed artifacts.
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swaylq Bundle Master Skill大师.skill — 输入「我做的细分行业」,自动完成行业大佬调研 / 工具地图 / 工作流 / 知识正典 / 信息源 / 术语标准 六轨深度调研,提炼为可运行的「行业 Master OS」skill。 生成的 {industry}.master skill 是自包含目录,所有 hermit agent / Claude Code agent / OpenClaw / Codex 都能安装,让 AI 立刻进入「这行的资深人」模式。 触发词:「造大师」「做个 X 的 master skill」「我是 X 行业」「让 agent 变成 X 大师」「update 大师 X」「大师 X」「我做 X,帮我蒸一个」。
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richfrem Bundle Rlm CuratorKnowledge Curator agent skill for the RLM Factory. Auto-invoked when tasks involve distilling code summaries, querying the semantic ledger, auditing cache coverage, or maintaining RLM hygiene. Supports both Ollama-based batch distillation and agent-powered direct summarization. V2 enforces Concurrency Safety constraints.
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richfrem Bundle Agy CLI AgentAntigravity (`agy`) CLI sub-agent system for all Google Gemini models and cross-model access (Gemini, Claude, GPT-OSS) via the agy binary. Use when dispatching tasks to Gemini 3.1 Pro (cheapest real-world), Gemini 3.5 Flash, or other agy-hosted models. Replaces the deprecated gemini-cli-agent (gemini binary retired June 18 2026). Trigger with "use agy", "dispatch to antigravity", "run with agy", "use gemini model", "agy sub-agent", or "use cheapest gemini".
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richfrem Bundle Project SetupInteractive skill to scaffold and optimize configuration files for both Claude Code (.claude/) and Google ADK/Gemini (.agents/) directories. Trigger with "set up project", "scaffold agent config", "setup cli agent settings", or "configure agents for this project".
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richfrem Bundle Adr ManagementADR management skill. Auto-invoked for generating architecture decisions, documenting design rationale, and maintaining the decision record log. Uses native read/write tools to scaffold and update ADR markdown files.
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richfrem Bundle Os GuideTrigger with "explain agentic os", "how do I set up a persistent agent environment", "what is the CLAUDE.md hierarchy", "explain the context folder structure", "how does session memory work", "what is soul.md or user.md", "explain auto-memory or MEMORY.md", "what is a loop scheduler or heartbeat", or when the user asks for the canonical guide.
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richfrem Bundle Context BundlerInteractively creates targeted code, design, and documentation bundles for external review (Markdown or ZIP). Includes a comprehensive library of review & delegation persona templates (Adversarial Security, Plan Critique, Refactoring Quality, Sub-Agent Task Handoff, Documentation Synthesis, Architecture, Compliance, TDD Contract Review), plus a Multi-Persona Fan-Out mode for parallel adversarial plan review (see graph-planning-superpowers-policy.md Phase 1).
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richfrem Bundle Convert MermaidTranslate .mmd diagram files into PNG images with configurable resolution (retina/HQ/scale), supporting rasterization (raster, rasterize, rasterization). V2 includes L5 Delegated Constraint Verification via verify_png for strict binary linting and Puppeteer-based rendering.
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richfrem Bundle Codex CLI AgentCodex CLI sub-agent for dispatching tasks to OpenAI-compatible models via the `codex` binary. Use for code-focused tasks routed to GPT-5 Codex or any OpenAI-compatible endpoint. Part of the run_agent.py multi-LLM task router — cli=codex target.
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richfrem Bundle Local LLM SetupCross-platform setup wizard for the local Gemma 4 12B inference stack. Automates llama-server installation (binary download or Metal/CUDA/Vulkan/ROCm compile), model download, routing proxy daemon install (launchd/systemd/NSSM), and Mode A/B validation. Covers Day 1 bootstrap and Day 2+ reconfiguration.
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richfrem Bundle Optimize ContextReduces AI agent context bloat across three dimensions: (1) duplicate skill deduplication — clears stale agent directory copies since the IDE already reads from plugins/ directly; (2) instruction file optimization — rewrites CLAUDE.md, GEMINI.md, or .github/copilot-instructions.md to under ~80 lines, keeping only rules that directly change agent behaviour; (3) session token efficiency — guidance on cheap subagent delegation, context compounding across turns, and session hygiene. Trigger with "optimize context", "reduce context bloat", "deduplicate skills", "trim CLAUDE.md", "trim GEMINI.md", "fix my context usage", "why are my skills loading twice", "how do I reduce token usage", or "clean up agent directories".
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richfrem Bundle Todo CheckAudit a file for TODO comments, pending work items, or technical debt markers. Useful for checking code readiness before a commit or reviewing task status. Trigger with "check for todos", "audit for debt", "list pending work", or "scan for TODOs".
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richfrem Bundle Claude CLI AgentClaude CLI sub-agent system for persona-based analysis. Use when piping large contexts to Anthropic models for security audits, architecture reviews, QA analysis, or any specialized analysis requiring a fresh model context.
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richfrem Bundle Gemini CLI AgentGemini CLI sub-agent system for cost-efficient analysis using the `gemini` binary. Use when piping large contexts to cheaper Google Gemini models (gemini-3-flash-preview, gemini-3.1-pro-preview) for security audits, architecture reviews, or QA analysis. For frontier models (Gemini 3.5 Flash and above), use agy-cli-agent instead.
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swaylq Bundle AI Short Drama MasterAI 短剧 (AI 微短剧) (AI 短剧 (AI 微短剧) (从业者视角) — 用 AIGC 工具(AI 视频生成 / AI 脚本 / AI 生图 / AI 配音 / 对口型 / 角色一致性)制作竖屏微短剧并变现的新兴行业。覆盖: (a) 创作工作流 — 选题→剧本/分镜→AI 生图→图生视频(首尾帧/运镜/参考)→配音/对口型→剪辑/调色→成片,其中角色/场景一致性是第一性难题; (b) 工具栈 — 视频生成(可灵 Kling / 即梦 Seedance / 海螺 Hailuo / Vidu / Runway Gen / OpenAI Sora / Pika / Luma / Pixverse)、脚本(LLM)、生图(Midjourney/SD/即梦)、配音(TTS)、对口型、剪辑(剪映/CapCut); (c) 商业/变现 — 国内付费投流(IAP + ROI + 平台分账, 抖音/快手/红果/微信小程序短剧)与海外订阅(ReelShort/DramaBox/ShortMax/GoodShort)两套打法、品牌定制、成本结构; (d) 合规 — 中国《人工智能生成合成内容标识办法》(2025-09 强制 AI 标识)、广电微短剧备案与分类分层审核、版权与肖像权。主战场 = 抖音/快手/视频号/B站 + 海外短剧 App。学派分歧: 纯 AI vs AI+实拍混合、国内投流 vs 海外订阅、视频工具派之争、「AI 短剧是真需求还是伪风口」。不含: 传统实拍短剧制作、通用影视编剧(已有 scriptwriting skill)、短视频信息流投放(已有 short-video-ads skill)、纯 AI 视频底层技术研发。) Master OS — automated mastery of AI 短剧 (AI 微短剧) (从业者视角) — 用 AIGC 工具(AI 视频生成 / AI 脚本 / AI 生图 / AI 配音 / 对口型 / 角色一致性)制作竖屏微短剧并变现的新兴行业。覆盖: (a) 创作工作流 — 选题→剧本/分镜→AI 生图→图生视频(首尾帧/运镜/参考)→配音/对口型→剪辑/调色→成片,其中角色/场景一致性是第一性难题; (b) 工具栈 — 视频生成(可灵 Kling / 即梦 Seedance / 海螺 Hailuo / Vidu / Runway Gen / OpenAI Sora /
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wahidyankf Bundle Repo Propagating RulesRun the rules-propagation workflow whenever a repository rule is being created, updated, superseded, or deleted. TRIGGERS on "add rule", "new rule", "update the rule", "change the convention", "adjust the rule", "delete that rule", "make it a rule that…", "from now on we should…", "we should always/never…", or any request that would edit repo-governance/, AGENTS.md, CLAUDE.md, an agent or skill definition, repo-config.yml, a hook, or a CI workflow. Load it BEFORE editing any of those surfaces, not after.
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wahidyankf Bundle Agent Developing AgentsAI agent development standards including frontmatter structure, naming conventions, tool access patterns, model selection, and reference documentation structure
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wahidyankf Bundle Repo Defining WorkflowsWorkflow pattern standards for creating multi-agent orchestrations including YAML frontmatter (name, goal, termination, inputs, outputs), execution phases (sequential/parallel/conditional), agent coordination patterns, and Gherkin success criteria. Essential for defining reusable, validated workflow processes.
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richfrem Bundle Vector DB AuditAudit Vector DB coverage -- compares the live filesystem manifest against the ChromaDB index to identify coverage gaps.
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richfrem Bundle Mine SkillTrigger with "mine this skill", "analyze this skill", "run targeted skill analysis", "extract patterns from this skill", or when you want focused analysis on a single Agent Skill directory without processing an entire plugin. Use this when the user points to a specific skill folder or says "look at this skill".
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richfrem Bundle Self AuditTrigger with "run self-audit", "test the analyzer", "regression test the plugin analyzer", "audit the agent-scaffolders", or "verify the analyzer works correctly". Runs the analyze-plugin skill against the agent-scaffolders itself and its test fixtures as a regression smoke test. Use this after making changes to the analyzer to verify nothing broke.
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richfrem Bundle Copilot CLI AgentCopilot CLI sub-agent system for dispatching tasks and persona-based analysis to GitHub Copilot models. Use for task delegation (agent reads/writes files directly), security audits, architecture reviews, or any work requiring a fresh model context.
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richfrem Bundle Update CLI ModelsUpdates model catalogs and cheapest-model references for all CLI backends (copilot, agy, claude, codex, llama). Researches current model IDs and pricing from official sources, updates the per-CLI JSON files, refreshes cheapest_models.json/md if the cheapest pick changed, then propagates all copies via sync_cheapest_models.py. Trigger with "update cli models", "refresh model prices", "model costs are stale", "sync model catalog", or "update copilot/agy/claude model list".
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richfrem Bundle Github Issue AgentAgent skill for safe, dry-run-first, deduplicated, root-cause-consolidated, evidence-validated, and secret-redacted logging of repository execution friction into GitHub Issues. USE ONLY for durable repository bugs, execution friction (T1-T3), map debt, and architectural improvements. DO NOT USE for temporary intra-session checklists (use task-agent instead).
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richfrem Bundle Link Checker AgentSpecialized Quality Assurance Operator for documentation link integrity and scans. Automatically handles automated link validation, auditing, fixing, and repairing broken documentation links and docs paths across repositories, with guidance on when to commit changes.
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agentpmt Bundle Writing Agent Human StyleWriting Agent - Human Style: Draft on-brand text and Markdown copy from a compact request plus one optional JSON `context` object. Use when an agent needs writing agent human style, writing agent human style, draft up to 10 on brand social media replies in a single request, write original social posts from a topic and a few notes, turn an outline and source material into a short markdown blog post up to 12, 000 characters, draft large blog post, topic through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Youtube Channel ManagementYouTube Channel Management: Upload File Manager videos, update video metadata, privacy, localizations, thumbnails, captions, playlists, playlist items, channel sections, channel branding, watermarks, and discover YouTube categories/capabilities. Use when an agent needs youtube channel management, youtube api, upload youtube shorts or standard videos from file manager; update titles, descriptions, tags, privacy, add video to playlist, playlist id through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Global Debt Fiscal ExplorerGlobal Debt & Fiscal Explorer: Query national debt, government revenue, public expenditure, fiscal balance, and debt service data for any country or region. Use when an agent needs global debt & fiscal explorer, debt fiscal management, research a country's national debt level, compare government debt across countries, analyze tax revenue trends over time, check fiscal balance and budget deficits, query fiscal data, country or region through AgentPMT-hosted remote tool calls.
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agentpmt Bundle Encrytion Decryption ToolkitEncryption Decryption Toolkit: Cryptographic toolkit: generate secure randoms, compute. Use when an agent needs encryption decryption toolkit, encrytion decryption toolkit, generating secure api keys or access tokens for authentication systems, creating unique uuids for database record identifiers, computing file checksums to verify data integrity during transfers, validating webhook payloads by computing and comparing hmac signatures, decrypt, value through AgentPMT-hosted remote tool 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 youtube-comment-manager, date-and-time-calculator, stripe-direct-connection. 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.