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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uitbreidenos Skill Real Estate ListingReal estate agent toolkit: MLS listing descriptions, CMA summaries, showing follow-up emails, buyer nurture sequences, and social media posts — all Fair Housing compliant
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uitbreidenos Skill Dataset AnalyzerDataset Analyzer
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uitbreidenos Skill Agent SupervisorBuild orchestrator agents that manage multi-agent workflows, enforce SLAs, handle escalations, and maintain overall task completion
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uitbreidenos Skill Model Card WriterModel Card Writer
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uitbreidenos Skill Model AuditorModel Auditor
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uitbreidenos Skill Prompt FrameworkPrompt Framework
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uitbreidenos Skill Agent DesignerAgent Designer
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uitbreidenos Skill Compensation AnalyzerBenchmarks compensation (salary, bonus, equity) against market data. Returns salary range, equity benchmarks, total comp model, and cost impact. Outputs comp-analysis-{role}-{date}.md.
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rushikeshsakharleofficial Bundle Gemini SkillsFull skill suite — meta-cognitive agent, JARVIS persona, multi-agent orchestration, security, SMTP, token optimization, Windows admin, Python, PowerShell, VirtualBox, smart memory, and more. Install once to activate all capabilities.
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rushikeshsakharleofficial Skill Smart MemoryUse when managing agent context, token limits, or designing memory architectures.
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rushikeshsakharleofficial Skill Model AdvisorUse when needing to select optimal Gemini model based on cost, latency, and task complexity.
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rushikeshsakharleofficial Skill Meta CognitiveUse when you need to act as an autonomous, self-managing agent. Enables dynamic model routing, prompt enhancement, deep thinking, and smart memory compaction.
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rushikeshsakharleofficial Bundle Multi Agent OrchestratorOrchestrates multi-agent task distribution and planning. Use when a task involves 3+ files, architectural changes, or complex dependencies.
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deedeeharris Skill Bg ItUse when the user says "bg-it" or "spawn this in background" or "run this as bg agent" — spawns a background claude session for ANY prompt type or archetype, including interactive ones. Claude Code only.
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panxy1019 Bundle Context HandoffCreate compact continuation summaries for long Codex sessions, context compression, restarts, account switching, or handoff to another agent. Use when the user asks to compress context, preserve progress, resume later, move work to another account or machine, or prepare a concise state snapshot before continuing.
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deedeeharris Bundle LangtalkHybrid LLM-engineering research — synthesizes a podcast-grounded answer from the Langtalks corpus with current web search results. Triggers on /langtalk, "langtalks", "what does langtalks say about", and LLM-system architecture/trade-off questions where named-practitioner provenance matters.
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deedeeharris Skill Codex CLIUse when delegating coding, review, analysis, testing, or repo-maintenance work to OpenAI Codex CLI from Claude Code or another agent, especially when the user asks to run codex, get a Codex review, use codex exec, save Codex output, stream JSON events, or run autonomous codebase work in a local repository.
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ai-agent-lead Skill Zoom OutUser-invoked utility — pulls the agent up an abstraction layer when the user is lost in unfamiliar code. Produces a map of relevant modules, callers, and seams in `docs/CONTEXT.md` vocabulary. Use when the user says "I'm lost", "zoom out", "give me higher-level context", "I don't know this area", "what depends on what here", or invokes the slash command. Does not change which workflow the user is in — interrupts to orient, then hands back. Skip when the user already has the map and just needs to read code.
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ai-agent-lead Skill Grill PlanGrilling session that stress-tests a chosen plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs) inline as decisions crystallise. Use AFTER a direction has been picked (post-`investigate` or post-`feature-doc`), when the user wants to pressure-test the plan — triggered by phrases like "grill me on this", "stress-test this plan", "walk me through this", "is this consistent with our model". Skip if the direction is still being explored — use `investigate` instead.
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ai-agent-lead Bundle Tdd RoundsMulti-round TDD orchestration. Use when delivering a feature larger than one TDD slice — typically 5-15 acceptance criteria across multiple packages — by dispatching Builder sub-agents per round, with the parent maintaining state and verifying. Triggered when the user mentions "drive the sub-agent team", "multi-round TDD", "orchestrate rounds", "Builder agents", or when a plan from `feature-doc` lists more ACs than one agent should reasonably tackle in a single invocation. Pairs with `tdd` (Builders invoke that skill per round) and `prod-ready` (final round before tag).
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ai-agent-lead Bundle Feature DocOne-page contract for a non-trivial feature or bug fix — Problem, User Story, Acceptance Criteria, Non-Goals. The ACs become the test list for `tdd`. Use before any non-trivial feature or bug fix; when the user mentions "spec this out", "write a feature doc", "before any non-trivial feature", or describes a feature without listing ACs. Skip for typo fixes, dependency bumps, or pure refactors. Pairs with `tdd` / `tdd-rounds` (downstream — ACs feed the test list), `investigate` (upstream — when direction itself is unclear), and `grill-plan` (when the chosen plan needs stress-testing against existing model).
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bigassulike Skill Example SkillTemplate skill. Replace this description with WHAT the skill does and WHEN the agent should use it (include trigger keywords). Copy this folder into a project folder under projects/ and rename it.
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agi-comming Bundle Basic Functional SkillStarter template for a functional agent skill.
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ai-agent-lead Skill Security ReviewThreat-model + control-review pass for surface-changing work — runs alongside `tdd` and as a heavier gate than `prod-ready` Section 3 when the change introduces or alters trust boundaries, authentication, authorization, sensitive data flows, or external surfaces. Use when the user mentions "security review", "threat model", "STRIDE", "auth flow", "permissions", "secrets", "PII", "public API", "external surface", "abuse", "hardening", or whenever a feature doc / PR adds a new entry point, identity flow, or sensitive-data path. Skip for pure-internal refactors with no surface change, dependency bumps that don't change runtime behavior, or doc-only changes. Pairs with `feature-doc` (informs the threat model) and `prod-ready` (which has the lighter operational-security checklist for every change).
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jerryyrliu-jpg Bundle Human Agent In The Loop DevelopmentUse when starting a NEW FEATURE, large task, or complex bug fix that requires design decisions, architecture alignment, or a multi-step execution plan. Do NOT use for one-line fixes, config tweaks, or any change with no structural impact.
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nklofy Skill Openspec Tool AdapterAdapts OpenSpec workflows to agent tools by generating skills, commands, and mount docs. Invoke when porting to Trae, Claude, or custom agents.
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nklofy Skill Openspec Workflow InstallerInstalls or updates OpenSpec workflow files in a project. Invoke when setting up openspec/, skills, commands, or agent integrations.
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z-zihan Skill Code Review Promax高级代码审查 Agent。对用户提供的 diff、文件、commit、GitHub PR 或 GitLab MR 进行高质量、 上下文感知、回归风险导向的代码审查,输出可执行、结构化的审查结论,适合合入决策。 触发词:code review, CR, 代码审查, 审查代码, review代码, review PR/diff/commit, review MR, review merge request, review修改, review当前的修改, 帮我review, 帮我看看代码, 看看有没有问题, 帮我检查一下代码, 代码有没有问题, 这段代码怎么样, 改动有没有风险, 能不能合入, review一下, 帮我过一遍代码, 检查一下改动, review这个PR, review这个MR. NOT for: general code questions, writing code, debugging live issues.
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z-zihan Skill Project Doc Analyst专家级项目分析与文档生成 Agent。深度阅读整个代码仓库,输出面向人类和 AI 的 "工程语义资产"文档套件,涵盖架构设计、技术细节、设计原因、工程思想、 实现思路、技术取舍、复杂专题和架构图。 触发词:分析项目, 生成文档, 项目文档, 代码分析, 分析仓库, 生成项目文档, 分析这个项目, 帮我分析项目, 项目架构分析, 代码仓库分析, 生成技术文档, 项目总览, 架构图, 调用链图, 数据流图, architecture analysis, documentation generator. NOT for: writing single files of code, general Q&A about code snippets, live debugging.
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z-zihan Skill Screenshot To Prompt截图理解 + 页面结构抽取 + 实现 prompt 生成器。 输入页面截图,输出结构化识别结果和可直接发给 coding agent 的实现 prompt。 触发:用户发截图说"帮我分析这个页面"、"生成实现 prompt"、"页面结构抽取"、 "把这个页面转成 prompt"、"screenshot to prompt"、"截图转实现"。 NOT for: 直接写代码(除非用户明确要求)、业务分析、产品方案撰写、设计稿评审。
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z-zihan Skill Skill Creator Promax从想法到 Skill 文件的全流程创建器。通过多轮对话帮助用户设计、打磨并生成高质量的 Agent Prompt, 最终输出可直接使用的多平台 Skill 文件(OpenClaw、Claude Code、Cursor、Cline 等)。 Full-cycle Skill creator from idea to file. Helps users design, iterate, and generate production-ready Agent Prompts through multi-turn conversation, then outputs multi-platform Skill files (OpenClaw, Claude Code, Cursor, Cline, etc.). 触发词:生成 skill, 创建 skill, 设计 skill, 新建 skill, skill prompt, agent prompt, system prompt, 生成 agent prompt, 设计 skill prompt, 写个 skill prompt, skill-creator, create skill, design skill, prompt to skill, skill creator, skill builder. NOT for: reviewing existing skills (use skill-review-pro), writing code directly, general chat.
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jakeschincariol Skill Meth LabWorkflow and system optimizer that takes a messy system, bloated prompt, broken automation, or slow process and strips it to the fastest, cheapest, cleanest version that still works; invoke via /meth-lab when something runs but feels heavy, expensive, or held together with tape.
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z-zihan Skill Scoringscoring — 评分模型 / Scoring Model
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z-zihan Skill Platforms推荐 Prompt 结构 / Recommended Prompt Structure
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shagghiesuperstar Skill Free Sota MoaUse when the user wants the best currently available LLM output from free-tier models. Installs FreeLLMAPI (a self-hosted multi-provider OpenAI-compatible router), registers it as a Hermes custom provider, discovers the current highest-ranked free models from the live FreeLLMAPI catalog, and configures a Hermes Mixture-of-Agents (MoA) preset using those models. The preset routes diverse reference models through the best available aggregator for SOTA-seeking output over pooled free-tier quota. Re-run any step independently to refresh after model catalog changes.
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freestyler-arb Skill Gemini ProUse when delegating an arbitrary reasoning or text task to Google Gemini that isn't a structured review or research job — "use Gemini", "ask Gemini Pro", "юзай Gemini", a one-off question, a freeform rewrite or explanation, or offloading heavy reasoning to save the main model's credits/context. For code/plan review use gemini-review; for digesting a large corpus use gemini-research. Runs on the user's Google AI Pro sub via the Antigravity CLI (agy). Text/reasoning only.
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 real-estate-listing, dataset-analyzer, agent-supervisor. 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.