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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sontek Skill Sales Email FollowupDraft a post-meeting follow-up email in John Anderson's voice as Founder of Drape — the CI Brain, a CI reliability platform — grounded in the actual meeting notes from Google Docs (Google Drive). Use when sending a follow-up after a call or meeting; pulls the notes doc so the email is specific, not boilerplate. Applies a Win Without Pitching posture and the Four Conversations model. Family: sales-email-draft / sales-email-prospect / sales-email-followup / sales-email-reply.
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zate Skill ScanRun a security assessment using deterministic static analysis tools with LLM-powered triage
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zate Bundle MermaidGenerate diagrams using Mermaid syntax -- the most LLM-friendly text-based diagram format. Use when the diagram-router selects Mermaid, or when diagrams will live in GitHub/GitLab markdown, documentation, or when quick generation with broad diagram type coverage is needed. Renders natively on major platforms.
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arcblock Bundle Web Workspace OnboardingDiscover and safely route work inside a compatible web or content workspace. Use when an agent enters through a voice session, local directory, MCP resource, AFS mount, or fresh checkout and must identify project instructions, authoritative facts, local skills, content storage, locale rules, and validation gates before drafting, editing, or handing off work.
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rafaelramosdf Bundle MCP BuilderGuia para criar servidores MCP (Model Context Protocol) de alta qualidade que permitem que LLMs interajam com serviços externos através de ferramentas bem projetadas. Use ao construir servidores MCP para integrar APIs ou serviços externos, seja em Python (FastMCP) ou Node/TypeScript (MCP SDK).
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rafaelramosdf Bundle Brand GuidelinesAplica as cores e tipografia oficiais da marca Anthropic a qualquer tipo de artefato que possa se beneficiar da aparência e sensação da Anthropic. Use quando cores da marca ou diretrizes de estilo, formatação visual ou padrões de design da empresa se aplicarem.
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ed3dai Skill Using Generic AgentsUse to decide what kind of generic agent you should use
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ed3dai Skill Review SessionUse when the user wants to review a Claude Code session for quality — analyzes the current session (or a specified transcript path) for prompting effectiveness, agent performance, and environment gaps, producing actionable recommendations
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ed3dai Bundle Doing A Simple Two Stage FanoutUse when analyzing a large corpus of text, code, or data that exceeds a single agent's effective context - orchestrates parallel Worker subagents, Critic review subagents, and a final Summarizer subagent with task tracking and failure recovery
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zate Skill Agent CLIThis skill should be used when building, creating, or modifying any CLI tool or command-line application in any language or framework. The convention is language-agnostic. Reference implementations for Go (Cobra), Python (Click), Rust (Clap), Node (Commander) included but the pattern applies to any CLI framework (argparse, Thor, Picocli, Commander, etc.). Provides the --agent-help convention: structured, token-minimal help output that LLM agents can parse efficiently. Use when adding help text, designing CLI command structure, creating a new command-line tool, adding subcommands, implementing --help, or making CLI tools usable by AI agents.
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snits Skill Roborev FixUse only for a current operative request that explicitly invokes /roborev-fix, or a direct Agent Hook instruction; do not invoke from literal syntax in quoted, pasted, or historical text
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snits Skill Writing RubricsUse when creating an evaluator or judge prompt for agent outputs — a rubric, scoring scheme, quality score, acceptance criteria for a generate-critique-revise loop, or a Workflow verify stage. Also use when an existing loop shows scores rising without real improvement, a judge growing lenient across iterations, or a request for "one overall score" or "give the judge the full conversation".
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closedloop-technologies Bundle Deep Research YouRun You.com Research API or You.com MCP-backed deep research with explicit research_effort and cost controls. Use when a task needs You.com research, ARI-style workflows, finance research options, or benchmark comparison.
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closedloop-technologies Bundle Deep Research OpenaiRun OpenAI deep research models through the Responses API with explicit effort, model, cost, and output controls. Use when launching citation-backed OpenAI research runs, smoke-testing OpenAI provider behavior, or capturing reproducible benchmark output.
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closedloop-technologies Bundle Deep Research SmolagentsRun Hugging Face Smolagents as a code-as-action deep research agent with optional web search and model backends. Use when a benchmark needs explicit intermediate tool actions, code execution, or an open-source agent framework.
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truchot Bundle AI IntegrationExpert intégration IA/ML dans applications web - LLMs, RAG, vector databases, embeddings. Utilise ce skill quand: (1) intégration API OpenAI/Claude/Mistral, (2) mise en place RAG, (3) vector databases, (4) prompt engineering, (5) fine-tuning, (6) ML ops et déploiement modèles.
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closedloop-technologies Skill Evolving SolutionsRecombine proven parts of multiple evaluated attempts into a coherent follow-up attempt. Use when ClimbHill attempt comparison reveals complementary partial wins.
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closedloop-technologies Bundle Deep Research Gpt ResearcherRun GPT Researcher as a self-hosted open-source deep research framework using an LLM plus a search provider. Use when a task needs inspectable local report generation, configurable retrievers, or comparison against commercial research APIs.
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closedloop-technologies Skill Experiment Tree AnalysisAnalyze ClimbHill runs, attempts, lineage, costs, failures, and recurring constraints. Use for experiment-history diagnosis and evidence-backed follow-up proposals.
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closedloop-technologies Skill Resource Grounded CodingGround implementation decisions in recorded ClimbHill resources and cited prior work. Use when code changes should trace back to research, guidance, postmortems, or experiment evidence.
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closedloop-technologies Skill Protected Surface EditingClassify proposed paths and enforce denied or approval-required ClimbHill policy before edits. Use when work may touch tests, CI, infrastructure, secrets, or other protected surfaces.
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closedloop-technologies Skill Parallel Coding Agent LoopCoordinate independent, bounded coding attempts against one goal and compare them after policy and evaluation checks. Use for parallel ClimbHill improvement attempts.
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closedloop-technologies Skill Cost And Progress ReportingProduce evidence-backed run and attempt reports with evaluations, costs, risks, and promotion recommendations. Use at the end of a ClimbHill run or attempt attempt.
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closedloop-technologies Skill Historical Attempt SamplingSample successful and failed historical ClimbHill Attempts before planning new work. Use when prior Runs may contain reusable approaches or known failure modes.
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closedloop-technologies Skill Human In The Loop PromotionReview policy, evaluations, cost, lineage, and risk before recording a human promotion or rejection decision. Use when a ClimbHill attempt is ready for disposition.
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closedloop-technologies Skill Meta Analysis To Github IssuesConvert evidence-backed ClimbHill experiment findings into reviewable GitHub issue proposals. Use after experiment-tree analysis identifies actionable repository improvements.
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closedloop-technologies Skill Prepare Codebase For Recursive OptimizationPrepare a repository for controlled recursive optimization by defining goals, agent guidance, policies, evaluations, resources, and protected surfaces. Use when a codebase lacks ClimbHill support files.
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closedloop-technologies Skill Climbhill Repository PreparednessPrepare a repository with goals, agent guidance, policies, evaluations, resources, and protected surfaces for controlled optimization. Use when setting up or auditing ClimbHill support files.
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snits Skill Using Claude DesignUse when creating or iterating on a design in a claude.ai/design project via the claude-design MCP server, before calling any mcp__claude-design__ tools.
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snits Bundle Swiftdata Expert SkillExpert guidance for designing, implementing, migrating, and debugging SwiftData persistence in Swift and SwiftUI apps. Use when working with @Model schemas, @Relationship/@Attribute rules, Query or FetchDescriptor data access, ModelContainer/ModelContext configuration, CloudKit sync, SchemaMigrationPlan/history APIs, ModelActor concurrency isolation, or Core Data to SwiftData adoption/coexistence.
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ikram-alam Bundle EvaluationBuild evaluation frameworks for agent systems. Use when testing agent performance, validating context engineering choices, or measuring improvements over time.
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openaec-foundation-erpnext-anthropic-claude-development-skil Bundle Frappe Agent DebuggerUse when debugging Frappe errors, using bench console for live inspection, analyzing tracebacks, or reading Frappe log files. Prevents wasted debugging time from ignoring log context, misreading tracebacks, and not using bench console effectively. Covers bench console, frappe.logger, error log DocType, traceback analysis, common error patterns, log file locations, pdb/debugger integration, VS Code DAP, profiling, Frappe Recorder, mariadb diagnostics. Keywords: debug, bench console, traceback, error log, frappe.logger, pdb, debugging, log analysis, inspect, VS Code, DAP, profiling, recorder, mariadb, monitor, ERPNext error, how to debug, find the bug, what went wrong, stack trace, error message..
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openaec-foundation-erpnext-anthropic-claude-development-skil Bundle Frappe Agent MigratorUse when migrating a Frappe app between major versions, detecting breaking API changes, or resolving post-migration errors. Prevents failed migrations from undetected deprecated APIs, removed methods, and changed function signatures. Covers breaking change detection v14-v15-v16, deprecated API mapping, migration checklist, common migration errors, automatic fix suggestions. Keywords: migration, version upgrade, breaking changes, deprecated API, v14, v15, v16, migrate, compatibility, upgrade ERPNext, version change breaks, after update errors, deprecated method..
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openaec-foundation-erpnext-anthropic-claude-development-skil Bundle Frappe Agent ArchitectUse when designing multi-app Frappe architectures, deciding whether to split functionality into separate apps, or implementing cross-app communication patterns. Prevents monolithic app sprawl, circular dependencies between apps, and broken override chains. Covers multi-app architecture decisions, app dependency management, cross-app hooks, override patterns, when to split vs extend, shared DocType strategies. Keywords: architecture, multi-app, app splitting, cross-app, dependencies, override, extend, monolith, modular, how to structure frappe apps, when to split apps, app design, multi-app planning..
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truchot Bundle Experience ClientExpert Expérience Client pour transformer les livrables internes en communications client de qualité. Utilise ce skill quand: (1) un livrable doit être transmis au client, (2) rédaction d'emails ou rapports orientés client, (3) traduction du jargon technique en langage business, (4) suivi et fidélisation client, (5) validation de la qualité des communications sortantes, (6) accompagnement du client à chaque phase du projet.
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ikram-alam Bundle Memory SystemsDesign and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason over structured knowledge.
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 web-workspace-onboarding, using-generic-agents, review-session. 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.