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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10k-digital Skill Lovable SyncSynchronize Lovable projects with GitHub safely. Use when pulling the latest main branch, checking GitHub/Lovable drift, initializing `.lovable-agent`, migrating the legacy Claude test workspace, or committing and pushing changes for Lovable two-way sync.
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10k-digital Skill Lovable ProjectProvider-neutral project context for Lovable.dev repositories. Use when initializing, inspecting, or modifying a Lovable project, detecting Vite SPA versus TanStack Start, reading `.lovable-agent` configuration, or generating agent instruction shims for Codex, Claude Code, and other agents.
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10k-digital Skill Lovable TestingRun and maintain Lovable Preview tests from Codex, Claude Code, or another Agent Skills runtime. Use for test-plan generation, smoke/changed/all runs, test workspace migration, preview token handling, or keeping tests synchronized with changed features.
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toddward Bundle Thinking FrameworksMulti-agent thinking frameworks for rigorous problem-solving and decision-making. Contains Dialectical (thesis-antithesis-synthesis), Six Thinking Hats (parallel perspectives), First Principles (strip to fundamentals), and Composition Patterns chaining frameworks together. Use whenever the user needs to evaluate competing approaches, make architecture decisions, challenge assumptions, modernize legacy systems, write RFP responses, run post-mortems, compare technologies, or do any multi-perspective analysis. Triggers on "think this through", "pros and cons", "tradeoffs", "should we use X or Y", "devil's advocate", "argue both sides", "from all angles", "what are we missing", "first principles", "rethink this", "why do we do it this way", "brainstorm", "go/no-go", "use dialectical", "run six hats", or any thinking framework reference.
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izmailovilya Bundle ConventionsAnalyze codebase and create/update .conventions/ directory with gold standards, anti-patterns, and checks. Use this skill when the user asks to 'set up conventions', 'create coding standards', 'extract patterns from the codebase', 'document how code should be written', 'create gold standards', 'establish code style', or wants to ensure consistent code quality across the project. Also use when starting work on a new codebase that lacks a .conventions/ directory — conventions are the foundation for all agent-teams code quality.
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izmailovilya Skill Team ResearchLaunch Agent Team for parallel deep codebase/topic research — causal understanding, not just coverage. Use this skill whenever the user asks to 'research the codebase', 'understand how X works', 'investigate', 'explore architecture', 'analyze the codebase', 'how does this work', 'deep dive into', 'trace how data flows', or needs thorough multi-angle investigation of code, architecture, or any technical topic. Also use when the user asks a complex question about the codebase that requires reading multiple files across different areas — a single grep won't cut it. Prefer this over ad-hoc exploration when the question spans multiple modules or needs causal understanding (WHY something exists, not just WHAT exists).
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izmailovilya Bundle Interviewed Team FeatureConducts a short adaptive interview (2-6 questions) to understand intent, then launches /team-feature with a compiled brief. Use this skill when the user asks to 'interview before building', 'discuss feature before implementation', 'ask me questions first', 'let's talk about what to build', 'I have an idea but need to flesh it out', or when the user's feature request is vague or ambiguous and would benefit from clarification before launching a full agent team. Also use when the user explicitly wants to be involved in scoping before implementation begins.
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narcisolcf Bundle Pca IntegratorConstroi servidores MCP (Model Context Protocol) para conectar o Claude ao banco de dados PostgreSQL e APIs do PCA Camocim.
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randalmurphal Bundle Ralph LoopUse when setting up autonomous agent execution loops for a project. Takes a completed design doc and produces IMPLEMENTATION.md, PROMPT files per loop, progress trackers, cross-validation, and ralph.sh runner. Use after brainstorming/design is done, before coding starts.
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frmoretto Bundle Clarity GatePre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.
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tacticlaunch Skill Add MCP ToolAdd or update an MCP tool in the mcp-linear repository. Use this when implementing new Linear capabilities or exposing an existing service method through the MCP surface.
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tacticlaunch Skill MCP Pr ReviewReview pull requests in mcp-linear for MCP-specific risks. Use this when a branch changes LinearService behavior, tool contracts, registrations, or tests.
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jingtaozf Skill Emacs IntrospectionEmacs introspection via evalElisp MCP tool - discover functions, packages, keybindings, modes, and hooks
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iamladi Bundle De SlopThis skill should be used to remove AI-generated artifacts and unnecessary code before committing. Integrates with desloppify CLI for quantitative scoring and directed fixes. Falls back to LLM-based pattern detection when desloppify is unavailable.
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iamladi Bundle AutoresearchAutonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements. Based on Karpathy's autoresearch methodology. Use when: optimize this skill, improve this skill, run autoresearch on, make this skill better, self-improve skill, benchmark skill, eval my skill, run evals on. Outputs: an improved SKILL.md, a results log, and a changelog of every mutation tried.
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iamladi Bundle Prompt As OnboardingGenerate reasoning-based system prompts from product context. Takes product information as input, outputs a Constitution-aligned system prompt following the "onboarding document" structure.
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iamladi Skill Agent Ready Repo SetupSet up repositories optimized for AI agent collaboration and autonomous coding. Use when starting a new project, making repo "agent-ready" or "AI-friendly", setting up CLAUDE.md/AGENTS.md, configuring structured logging, adding pre-commit hooks, or organizing code for agent navigation.
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iamladi Bundle Agent Native ArchitectureThis skill should be used when building AI agents using prompt-native architecture where features are defined in prompts, not code. Use it when creating autonomous agents, designing MCP servers, implementing self-modifying systems, or adopting the "trust the agent's intelligence" philosophy.
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yu-iskw-coding-agent-skills Bundle Fx Agent CLIExecutes coding, review, research, and automation tasks using the Vercel Labs fx coding-agent CLI (`fx`). Uses fx's native permission review, Agent Skills support, and single-request `fx ask` workflow while requiring external containment for untrusted or unattended work.
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yu-iskw-coding-agent-skills Bundle Pi Agent CLIExecutes coding, review, research, and automation tasks using the Pi coding agent CLI (`pi`). Uses explicit tool allowlists to apply least privilege and distinguishes project trust from sandboxing.
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smith-horn Bundle Skillsmith AgentDelegate your agent-skill lifecycle: keep skills current, audit and clean up your inventory, and vet skills before you install them. The Skillsmith Agent diagnoses in full for free, proposes a batched fix plan, and changes files only with your per-changeset approval, with one-step undo. Triggers: "ask the Skillsmith Agent", "clean up my skills", "what skills are outdated", "audit my skills", "vet this skill before I install it".
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smith-horn Skill VarlockSecure environment variable management with Varlock. Use when handling secrets, API keys, credentials, or any sensitive configuration. Ensures secrets are never exposed in terminals, logs, traces, or Claude's context. Trigger phrases include "environment variables", "secrets", ".env", "API key", "credentials", "sensitive", "Varlock".
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smith-horn Skill SkillsmithSkillsmith is a registry for sharing, scanning, and tracking agent skills (SKILL.md format) across any MCP-capable agent runtime — Claude Code, Cursor, Copilot, Codex, Windsurf. Discover, evaluate, install, use, maintain, author, govern, retire skills. Triggers: 'use Skillsmith', 'ask Skillsmith', 'search Skillsmith', 'find a Skillsmith skill', 'install with Skillsmith', 'Skillsmith trust tier', 'Skillsmith audit', 'create a skill with Skillsmith', 'publish to Skillsmith', 'Skillsmith quota', 'pin a Skillsmith skill', 'compare Skillsmith skills'. Routes natural-language requests to Skillsmith MCP tools and CLI commands.
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mrowaisabdullah Bundle Chatbot Widget CreatorCreates a battle-tested ChatGPT-style chatbot widget that solves real-world production issues. Features infinite re-render protection, text selection "Ask AI", RAG backend integration, streaming SSE, and comprehensive performance monitoring.
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tacticlaunch Skill Live Linear SmokeRun safe live smoke tests for mcp-linear against a real Linear workspace. Use this when a change needs validation beyond local unit tests and build checks.
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tacticlaunch Skill Inspect Linear SdkInspect the Linear SDK and generated GraphQL types before adding or changing a Linear capability in mcp-linear. Use this when you need to confirm available entities, methods, enums, or input shapes.
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joelazar Bundle Kagi SummarizerSummarize any URL or text using Kagi's Universal Summarizer API. Supports multiple engines (including the enterprise-grade Muriel model), bullet-point takeaways, and output translation to 28 languages. Use when you need a high-quality summary of an article, paper, video transcript, or any document.
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nvidia-ai-iot Bundle Amc Run Rtsp CalibrationCalibrate a new dataset from live RTSP camera streams via the AutoMagicCalib REST API. Use when the user provides RTSP URLs or asks to calibrate live cameras; VIOS records clips, AMC ingests them, then runs calibration.
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nvidia-ai-iot Bundle Amc Run Video CalibrationCalibrate a new dataset from pre-recorded video files via the AutoMagicCalib REST API. Use when user has local MP4s and says 'calibrate my videos', 'run AMC on these videos', or similar. For RTSP/live streams, use amc-run-rtsp-calibration instead.
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nvidia-ai-iot Bundle Amc Run Sample CalibrationRun end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice. Use when user says 'test sample dataset', 'run sample calibration', 'verify AMC install', or 'launch and test'.
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agenticmail Bundle Agenticmail🎀 AgenticMail — Full email, SMS, phone call-control, Telegram, media, memory, storage & multi-agent coordination for AI agents. 89 tools.
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tomique34 Bundle Agent Skill CreatorCreate and structure Claude Agent Skills from user requirements. Use when the user wants to create a new skill, build a skill template, or structure skill directories with SKILL.md files, templates, and examples.
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jeffrigby Skill Dead CodeDetect and clean up dead code — unused imports, exports, files, and dependencies — using knip or deadcode with agent verification to filter false positives.
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yu-iskw-coding-agent-skills Bundle Cursor Agent CLIExecutes tasks using the Cursor Agent CLI (`cursor-agent`). Provides structured modes for planning, Q&A, and full automation with safety guardrails.
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yu-iskw-coding-agent-skills Bundle Implementing Agent SkillsImplements new Agent Skills for the project. Identifies the AI coding tool (Cursor, Claude Code, Codex, Pi, Antigravity), ensures specification compliance, and provides specialized templates. Use when creating, authoring, or adding a new skill, or when the user asks about Agent Skills format or SKILL.md.
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travisennis Bundle Add Opencode ModelREQUIRED when adding OpenCode Zen models - provides a script that fetches accurate context, max tokens, pricing, and capabilities from the API. Use this skill whenever the user asks to add, register, or configure a new OpenCode Zen model. Do NOT guess model specifications—always fetch real data from the API.
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 team-research, add-mcp-tool, implementing-agent-skills. 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.