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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mayurrathi Skill Pagerduty AutomationAutomate PagerDuty tasks via Rube MCP (Composio): manage incidents, services, schedules, escalation policies, and on-call rotations. Always search tools first for current schemas.
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mayurrathi Skill Langchain ArchitectureDesign LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when building LangChain applications, implementing AI agents, or creating complex LLM w...
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mayurrathi Skill Telegram AutomationAutomate Telegram tasks via Rube MCP (Composio): send messages, manage chats, share photos/documents, and handle bot commands. Always search tools first for current schemas.
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mayurrathi Skill Confluence AutomationAutomate Confluence page creation, content search, space management, labels, and hierarchy navigation via Rube MCP (Composio). Always search tools first for current schemas.
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mayurrathi Skill Convertkit AutomationAutomate ConvertKit (Kit) tasks via Rube MCP (Composio): manage subscribers, tags, broadcasts, and broadcast stats. Always search tools first for current schemas.
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mayurrathi Skill Dotnet Backend PatternsMaster C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dapper, configuratio...
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mayurrathi Skill Freshservice AutomationAutomate Freshservice ITSM tasks via Rube MCP (Composio): create/update tickets, bulk operations, service requests, and outbound emails. Always search tools first for current schemas.
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mayurrathi Skill Google Drive AutomationAutomate Google Drive file operations (upload, download, search, share, organize) via Rube MCP (Composio). Upload/download files, manage folders, share with permissions, and search across drives pr...
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mayurrathi Skill Googlesheets AutomationAutomate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically.
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mayurrathi Skill Salesforce AutomationAutomate Salesforce tasks via Rube MCP (Composio): leads, contacts, accounts, opportunities, SOQL queries. Always search tools first for current schemas.
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mayurrathi Skill Microsoft Teams AutomationAutomate Microsoft Teams tasks via Rube MCP (Composio): send messages, manage channels, create meetings, handle chats, and search messages. Always search tools first for current schemas.
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mayurrathi Skill Startup Financial ModelingThis skill should be used when the user asks to \\\"create financial projections", "build a financial model", "forecast revenue", "calculate burn rate", "estimate runway", "model cash flow", or requests 3-5 year financial planning for a startup.
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mayurrathi Skill LLM Application Dev AI AssistantYou are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natur
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mayurrathi Skill Agent Orchestration Improve AgentSystematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.
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mayurrathi Skill Vector Database EngineerExpert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar
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mayurrathi Skill Activecampaign AutomationAutomate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation enrollment, and tasks. Always search tools first for current schemas.
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mayurrathi Skill Autonomous Agent PatternsDesign patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool ...
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mayurrathi Skill Error Debugging Multi Agent ReviewUse when working with error debugging multi agent review
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mayurrathi Skill Context Window ManagementStrategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long...
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mayurrathi Skill Multi Agent BrainstormingUse this skill when a design or idea requires higher confidence, risk reduction, or formal review. This skill orchestrates a structured, sequential multi-agent design review where each agent has a strict, non-overlapping role. It prevents blind spots, false confidence, and premature convergence.
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mayurrathi Skill Outlook Calendar AutomationAutomate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas.
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mayurrathi Skill Prompt Engineering PatternsMaster advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing productio...
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mayurrathi Skill Voice AI Engine DevelopmentBuild real-time conversational AI voice engines using async worker pipelines, streaming transcription, LLM agents, and TTS synthesis with interrupt handling and multi-provider support
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mayurrathi Skill LLM Application Dev Langchain AgentYou are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.
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mayurrathi Skill LLM Application Dev Prompt OptimizeYou are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati
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mayurrathi Skill Hybrid Search ImplementationCombine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
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mayurrathi Skill Agent Orchestration Multi Agent OptimizeOptimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.
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mayurrathi Skill Google Calendar AutomationAutomate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatica...
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mayurrathi Skill Startup Business Analyst Financial ProjectionsCreate detailed 3-5 year financial model with revenue, costs, cash flow, and scenarios
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dozerojeong Skill Systematic Debugging버그, 테스트 실패, 또는 예상치 못한 동작을 만났을 때, 수정 제안 전에 반드시 사용하세요.
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dozerojeong Bundle API Design Principles직관적이고 확장 가능하며 유지보수가 용이한 REST 및 GraphQL API 설계 원칙. 새로운 API 설계, API 사양 검토 또는 팀 내 설계 표준 확립이 필요할 때 사용하세요.
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dozerojeong Skill Backend Security Coder입력 검증, 인증 및 API 보안을 전문으로 하는 안전한 백엔드 코딩 구현 및 리뷰 전문가. 백엔드 보안 구현이나 보안 코드 리뷰 시 선제적으로 사용하세요.
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dozerojeong Skill Python Testing Patternspytest, fixtures, mocking, 테스트 주도 개발(TDD)을 활용하여 포괄적인 테스트 전략을 구현합니다. Python 테스트 작성, 테스트 스위트 설정 또는 테스트 모범 사례 구현 시 사용합니다.
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dozerojeong Skill Antigravity Orchestrator여러 스킬들을 효율적으로 조합하고 상황에 맞게 에이전트(Antigravity)에게 적용하기 위한 메타 오케스트레이션 스킬입니다.
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dozerojeong Skill Python Backend Architect견고하고 확장 가능한 파이썬 백엔드 시스템 설계 및 구현을 위한 전문가 스킬입니다. 시스템 아키텍처, 비동기 처리, 데이터 엔지니어링, 클라우드 연동을 포괄합니다.
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dozerojeong Skill Kafka Streaming ArchitectApache Kafka를 활용한 이벤트 기반 아키텍처 설계, 구현 및 운영을 전문으로 하는 아키텍트입니다.
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 Pagerduty Automation, Langchain Architecture, Telegram Automation. 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.