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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dotnet Skill Connection PropertiesSpecialized agent for creating and improving Connection Properties in Aspire resource and README files
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conava Skill DebugThis skill should be used when the user asks to "debug this", "fix this bug", "find the root cause", "investigate an error", "troubleshoot", "why is this failing", "trace the issue", or mentions errors, exceptions, stack traces, or unexpected behavior that needs investigation. Launches the debugger agent for systematic root cause analysis.
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psyduckler Bundle Aeo SchemaAnalyze web pages and generate structured data (JSON-LD) optimized for AI citation. Fetches a page, analyzes its content structure, checks existing schema markup, and generates optimized JSON-LD that helps Gemini 3 Flash and other AI models identify and cite the content. Includes templates for Article, FAQ, HowTo, Product, LocalBusiness, and BreadcrumbList. SKILL.md-only skill — no script, the agent follows the methodology. Use when a user wants to: add or improve structured data on a page, optimize schema for AI Overviews, generate JSON-LD for their content, audit existing schema markup, or implement an aeo-optimize recommendation that calls for new structured data.
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psyduckler Bundle Aeo BaselineTake an atomic AI visibility baseline for a brand. Runs each configured prompt 20 times against Gemini with Google Search grounding, extracts every signal (brand mentions, citations, citation position, query fan-out, entities, sentiment, competitor citations) from those same 20 responses, computes Wilson 95% confidence intervals, applies the aeo-v1 visibility score, and writes an append-only JSON evidence file conforming to schemas/aeo-evidence-v1.json. Use when a user wants to: measure where their brand sits in AI search retrieval, establish a starting visibility baseline before content work, produce a single evidence file that aeo-report and aeo-optimize can consume, or get a one-shot visibility snapshot for a specific prompt.
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psyduckler Bundle Aeo Content FreeCreate or refresh AEO-optimized content that gets cited by AI assistants (Gemini, ChatGPT, Perplexity) using only free tools. Two modes: CREATE new content targeting a specific prompt, or REFRESH existing content to improve AI citation-worthiness. Researches what AI models currently cite, builds a competitive brief, and produces citation-worthy content. Use when a user wants to: write content optimized for AI citations, create articles that show up in AI answers, refresh/update existing content for better AI visibility, build authority content for answer engines, or produce AEO content without paid tools. No API keys required — uses web_fetch, web_search (free tier), and LLM reasoning only. Pairs with aeo-prompt-research-free (which identifies WHAT to write about; this skill handles HOW to write or refresh it).
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conava Skill Kb Dependency ManagementDomain logic for dependency management — injected into the dependency agent. Provides ecosystem detection, version update mechanics, build/test verification, and commit/push workflows across all major package managers. Not invoked directly.
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mikejhill Bundle Adr GenerationUse when creating, reviewing, or refining Architecture Decision Records (ADRs). Produces well-researched ADRs with documented alternatives, clear rationale, and actionable consequences through multi-agent research and critique workflows.
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psyduckler Bundle Aeo Entity ExtractorExtract the specific entities (brands, people, statistics, tools, URLs) that Gemini mentions in its grounded responses for a given prompt. Aggregates entity frequency across 20 runs to reveal the "entity universe" for a topic. Optionally performs entity gap analysis to show what a specific domain's content should include. Use when a user wants to: see what brands/tools Gemini recommends, find missing entities in their content, understand what statistics AI responses cite, map the competitive entity landscape, or discover which entities to include for better AI citation rates.
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psyduckler Bundle Aeo Pack Local ServicesCurated prompt pack for local service businesses (plumbers, dentists, lawyers, mechanics, restaurants, contractors, etc.) tracking AEO visibility. 16 prompts covering near-me searches, ratings/reviews, pricing, emergency, trust signals, and specialty filtering. Template variables (service, city, specialty, neighborhood) are filled per workspace. Use when a user is setting up AEO tracking for a local service business, wants a starter prompt set for geographic queries, or asks for prompt ideas for a brick-and-mortar service provider.
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psyduckler Bundle Aeo Multi Prompt StrategyFind pages that win across multiple prompts — authority hubs that enter the recurring retrieval set for many query patterns at once. Runs multiple prompts through Gemini 3 Flash with grounding and cross-references which URLs and domains get cited across prompts. Identifies hub pages, single-prompt winners, and gaps. Recommends whether to build comprehensive hub pages or optimize existing single-winners. Use when a user wants to: find which pages win multiple AI prompts, identify authority hub opportunities, decide between one hub page vs many focused pages, discover cross-prompt citation patterns, or build a multi-prompt content strategy.
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psyduckler Bundle Aeo Grounding Query MapperMap the exact search queries Gemini 3 Flash fires when answering prompts. Run prompts multiple times with Google Search grounding to capture query frequency, cluster similar queries, identify patterns/themes, and analyze query evolution. Supports single prompts and batch mode (file input). Upgraded version of prompt-frequency-analyzer with richer analysis including query clustering, cross-prompt overlap, and theme detection. Use when investigating: what Google's AI actually searches for, query pattern analysis across related prompts, how to align content with AI search behavior, or comparing query strategies across different prompt phrasings.
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psyduckler Bundle Aeo Cannibalization DetectorDetect when a brand's own pages compete against each other for the same AI prompt citations. Runs prompts through Gemini 3 Flash with grounding and checks if multiple URLs from the same domain get cited across runs. Scores severity (LOW/MEDIUM/HIGH) and recommends consolidation or differentiation. Use when a user wants to: check if their pages cannibalize each other in AI answers, find which pages compete for the same AI prompts, decide whether to consolidate or differentiate competing content, or audit their site's AI citation efficiency.
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psyduckler Bundle Aeo Prompt Frequency AnalyzerAnalyze what search queries Gemini uses when answering a prompt, by running it multiple times with Google Search grounding and reporting frequency distribution. Use when investigating AEO query patterns, understanding how AI models search the web for a topic, or studying the probabilistic nature of AI-triggered search queries.
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psyduckler Bundle Aeo Source Authority ProfilerAnalyze WHY certain sources get cited by Gemini over others. Runs a prompt through Gemini 3 Flash with grounding, ranks cited sources by frequency, then fetches and profiles the top pages — word count, headings, structured data (JSON-LD), publication dates, and entity density. Outputs a "citation blueprint" showing what top-cited pages have in common. Optionally highlights where a specific domain's pages stand vs the blueprint. Use when a user wants to: understand what makes pages get cited by AI, reverse-engineer citation patterns, build a content template based on what Gemini prefers, compare their content to competitors' cited pages, or audit page-level factors that correlate with AI citations.
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getaxonflow-axonflow-openclaw-plugin Skill Governance PoliciesSet up governance policies for OpenClaw — block dangerous commands, detect PII, prevent data exfiltration, protect agent config files. Use when hardening an OpenClaw deployment with AxonFlow.
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getaxonflow-axonflow-openclaw-plugin Skill Axonflow Governance PoliciesSet up governance policies for OpenClaw — block dangerous commands, detect PII, prevent data exfiltration, protect agent config files. Use when hardening an OpenClaw deployment with AxonFlow.
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robertguss Bundle Doc RefreshRefresh a repo's documentation for a live production system — audit stale docs, rebuild a focused doc set with diagrams, update AI-agent knowledge bases, and improve code-level docstrings
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mikejhill Skill Web Auth BridgeUse when building CLI tools or agent skills that need to authenticate against external websites protected by WAF, SAML, MFA, or complex browser-based login flows. Provides browser-based authentication via Playwright, token caching, httpx client injection, and parallel browser context pooling.
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mikejhill Bundle Copilot FeaturesUse when creating or modifying any GitHub Copilot customization features, including custom instructions, AGENTS.md, agent skills, prompt files, custom agents, or agent hooks. Helps select the correct feature type and create, review, or modify it for optimal performance.
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mikejhill Skill Worktree IsolationUse when executing tasks that require filesystem isolation from the current working tree. Covers parallel agent work via /fleet, subagent tasks that must not disrupt the operator's workspace, and one-off isolated operations. Provides git worktree lifecycle management including creation, branch naming, agent execution, commit strategy, merge/PR workflow, and cleanup.
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mikejhill Skill Skill CLI DevelopmentUse when creating, modifying, or reviewing CLI tools bundled with agent skills. Covers when to build a CLI vs. use third-party tools, domain boundary design, language selection (Python preferred, Node.js when required), complexity tiers (lightweight single-file vs. standard full-project), cross-platform configuration and credential storage under ~/.config/copilot-skills/, agent security boundaries, dependency and size management, testing, and maintainability standards.
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robertguss Bundle Paywall Pricing OptimizerDesign effective paywalls, structure subscription tiers, and optimize pricing for mobile apps. Covers monetization model selection, paywall screen design, pricing psychology, A/B testing strategy, and RevenueCat/StoreKit/Google Billing integration. Use when the user wants to monetize an app, design a paywall, choose between subscription vs one-time purchase, set pricing tiers, improve conversion rates, plan pricing experiments, or integrate in-app purchases. Triggers on "design my paywall", "how should I price my app", "subscription tiers", "monetization strategy", "paywall copy", "free trial length", "RevenueCat setup", "improve paywall conversion".
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mikejhill Bundle Writing AI InstructionsAuthor AI instruction sets (skills, instructions files, prompt files, agents) using structured templates with constraint modality and validation.
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sunwood-ai-oss-hub Bundle Character CreatorAIエージェントのキャラクター定義ファイルを生成するスキル。ユーザーがキャラクター設定(名前、二つ名、年齢、属性、性格、支配の流儀、口癖、外見、絵文字など)を入力すると、それに基づいてIDENTITY.md、SOUL.md、USER.md、AGENTS.md、TOOLS.md、BOOTSTRAP.md、HEARTBEAT.mdの7つのファイルとavatar.pngを配置したキャラクターディレクトリを作成する。また、agent-identity/README.md にキャラクター情報とアバター画像を追加する。ユーザーが「キャラクターを作って」「新しいキャラクターを追加して」「○○っていうキャラクターのファイル作って」と言った時や、キャラクター設定を詳細に提供した時に使用する。
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robertguss Bundle Xcode MakefilesInstall strict Xcode Makefile tooling for iOS/macOS projects, including build/run/test scripts with AGENT_NAME-based per-agent isolation under build/. Use when a project needs reproducible local CLI builds without full app scaffolding.
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jezweb Skill ReflectEnd-of-day distillation routine — reads recent runs + findings, decides what graduates / dismisses / stays open, writes a one-paragraph day summary. Routine-only.
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jezweb Skill ReverieUse when an agent has had N consecutive quiet runs with nothing to do. Pivots to bounded inward consolidation (promote findings, refresh memory, audit asks) anchored in own data — NOT generic news summarisation. Adapted from goanna's reverie cycle. Routine-only; loaded by the routine that detects the quiet condition.
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jongwony Bundle Codex PlusThis skill should be used when the user asks to "run codex", "use codex CLI", "delegate to codex", "codex resume", or "continue with codex". Executes tasks via OpenAI Codex CLI with model selection, reasoning effort configuration, and session management.
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enoch-robinson Skill Prompt EngineerPrompt 工程最佳实践指南。当用户需要优化 AI 提示词、设计系统提示、提升 LLM 输出质量、或构建 AI 应用的提示策略时使用此技能。
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enoch-robinson Bundle Agent CreatorAI Agent 自动化创建工具。当用户需要设计、创建、配置 AI Agent,包括定义 Agent 角色、设计 System Prompt、规划工具集、编排工作流程时使用此技能。支持对话型、任务型、研究型、多Agent协作等多种架构。
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enoch-robinson Skill MCP BuilderMCP (Model Context Protocol) 服务器开发指南。当用户需要创建 MCP 服务器、集成外部 API 或服务、让 LLM 与外部系统交互时使用此技能。支持 TypeScript(推荐)和 Python。
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jezweb Skill Agent Asks TasksUse to track open questions you owe the user (asks) and time-bounded commitments you owe yourself (tasks). Write OPEN entries when you commit; promote to CLOSED when answered/done. Survives session compaction. Adapted from goanna's asks.md/tasks.md pattern.
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jezweb Skill Librarian CurateWeekly cross-agent curation routine — surfaces patterns across agents, promotes stable ones into shared knowledge, writes a weekly digest into Inbox. Routine-only.
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jongwony Bundle Agent Device PreflightThis skill should be used when the user asks to "connect my phone to agent-device", "attach a device to agent-device", "why can't agent-device see my iPhone/iPad", "why can't agent-device see my Pixel/Android phone", "agent-device doctor passes but open fails", "developer disk image could not be mounted", "No Account for Team", "this provisioning profile cannot be installed on this device", "xcodebuild build-for-testing failed", "No Android devices found", "adb says unauthorized", "agent-device snapshot times out", "Daemon request timed out", "agent-device is targeting the simulator instead of my phone", "the same signing error repeats after I fixed it", or is setting up agent-device against a physical iOS or Android device for the first time. Resolves the environment prerequisites that must hold before `agent-device open` can attach; hands command-level work back to the CLI. Pass the user's request verbatim — this skill reads a free-form request, not a subcommand.
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rungchan2 Bundle E2e Testingagent-browser 기반 자연어 E2E 테스트 프레임워크. `.e2e/` 폴더에 마크다운 시나리오를 작성하면 agent-browser CLI로 브라우저 테스트를 자동 실행한다. auto/human 스텝 타입으로 결제 등 사람이 필요한 단계도 처리. 트리거: E2E 세팅해줘, E2E 시나리오 만들어줘, 테스트 케이스 작성해줘, E2E init. /e2e-testing:run 으로 테스트 실행, /e2e-testing:setup 으로 scaffold 생성. agent-browser CLI가 설치되어 있어야 함 (npm i -g agent-browser).
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rungchan2 Bundle Guide Maker프로젝트 기능에 대한 사용자 가이드를 Notion에 생성하는 스킬. 테이블, 색상, 코드블록, 화살표, 이모지를 활용한 가시성 높은 문서 생성. "가이드 만들어줘", "사용자 매뉴얼 작성해줘", "도움말 문서 생성해줘", "Notion에 문서 작성해줘" 요청 시 사용. Notion 공식 remote MCP (OAuth) 사용.
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 connection-properties, debug, agent-creator. 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.