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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existential-birds Skill Langgraph ArchitectureGuides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives, choosing state management strategies, designing multi-agent systems, or selecting persistence and streaming approaches.
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existential-birds Skill Review LLM ArtifactsDetects common LLM coding agent artifacts across four categories (tests, dead code, abstraction, style) over the project or changed files — using parallel subagents when the agent supports them, otherwise four sequential passes. Scans files changed since main by default; use --all for full-project scan. Triggers on LLM cruft cleanup, agent-generated code review, dead code sweeps, test-quality passes, or when the user asks to scan the whole repo.
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existential-birds Bundle Swiftdata Code ReviewReviews SwiftData code for model design, queries, concurrency, and migrations. Use when reviewing .swift files with import SwiftData, @Model, @Query, @ModelActor, or VersionedSchema.
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bytedance Bundle Image Generate使用内置 image_generate.py 脚本生成图片, 准备清晰具体的 `prompt`。
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bytedance Bundle Byted AI Mobileuse Agent***
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gracefullight Skill Orchestrate 3Automated CLI-based parallel agent execution — spawn subagents via Gemini CLI, coordinate through MCP Memory, monitor progress, and run verification
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dawiddutoit Bundle MCP BuilderCreates Model Context Protocol (MCP) servers enabling LLMs to interact with external services through well-designed tools, resources, and prompts. Use when asked to "build an MCP server", "create MCP integration", "implement MCP tools", "connect to external API via MCP", or "develop MCP SDK server". Guides through research, design, implementation, and testing phases for Python (FastMCP) or TypeScript (MCP SDK) servers. Covers tool naming, schema design, error handling, testing, and workflow optimization. Works with MCP protocol, FastMCP framework, and MCP TypeScript SDK.
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helius-labs Bundle Svm 2Explore Solana's architecture and protocol internals. Covers the SVM execution engine, account model, consensus, transactions, validator economics, data layer, development tooling, and token extensions using the Helius blog, SIMDs, and Agave/Firedancer source code.
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helius-labs Bundle Svm 3Explore Solana's architecture and protocol internals. Covers the SVM execution engine, account model, consensus, transactions, validator economics, data layer, development tooling, and token extensions using the Helius blog, SIMDs, and Agave/Firedancer source code.
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elie222 Skill LLM TestGuidelines for writing tests for LLM-related functionality
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nahisaho Skill Bug Hunter 2Copilot agent that assists with bug investigation, root cause analysis, and fix generation for efficient debugging and issue resolution Trigger terms: bug fix, debug, troubleshoot, root cause analysis, error investigation, fix bug, resolve issue, error analysis, stack trace Use when: User requests involve bug hunter tasks.
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nahisaho Skill Requirements Analyst 2Copilot agent that assists with requirements analysis, user story creation, specification definition, and acceptance criteria definition Trigger terms: requirements, EARS format, user stories, functional requirements, non-functional requirements, SRS, requirement analysis, specification, acceptance criteria, requirement validation Use when: User requests involve requirements analyst tasks.
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nahisaho Skill Performance Optimizer 2Copilot agent that assists with performance analysis, bottleneck detection, optimization strategies, and benchmarking Trigger terms: performance optimization, performance tuning, profiling, benchmark, bottleneck analysis, scalability, latency optimization, memory optimization, query optimization Use when: User requests involve performance optimizer tasks.
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sddevelopment-be Skill Agent Profile Handoff Patterns TemplateInstead of a centralized lookup table, each agent profile documents its own observed handoff patterns. This approach: - Preserves agent autonomy - Requires zero implementation complexity - Remains...
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pandazki Bundle Skill 3Skill Evolution Agent
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pandazki Bundle Skill 5Project Tidy Agent
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pandazki Bundle Skill 6Project Evolution Agent
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ryryo Bundle Dev Agent Browseragent-browser CLIでブラウザ検証をサブエージェント実行。 E2Eテスト、UI確認、フォーム検証、スクリーンショット取得に使用。 Trigger: agent-browser, ブラウザで確認, ブラウザ検証, E2E確認, UIテスト, スクリーンショット撮って, 画面確認, ブラウザテスト
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everyone-needs-a-copilot Skill MapUse when you need the Codex Copilot equivalent of Claude Copilot /map: produce or refresh a concise codebase map for agent navigation.
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shaul1991 Skill Docs APIDocs API Agent. OpenAPI 스펙, API 레퍼런스 문서 작성을 담당합니다.
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shaul1991 Skill Mobile IOSMobile iOS Agent. Swift/SwiftUI를 사용한 iOS 앱 개발을 담당합니다.
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shaul1991 Skill Data AnalystData Analyst Agent. 데이터 분석, 리포트, 대시보드 작성을 담당합니다.
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shaul1991 Skill Data ScientistData Scientist Agent. ML 모델 개발, 실험, 분석을 담당합니다.
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shaul1991 Skill Mobile AndroidMobile Android Agent. Kotlin/Compose를 사용한 Android 앱 개발을 담당합니다.
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hoanghd218 Bundle ThreejsBuild 3D web apps with Three.js (WebGL/WebGPU). 556 searchable examples, 60 API classes, 20 use cases. Actions: create 3D scene, load model, add animation, implement physics, build VR/XR. Topics: GLTF loader, PBR materials, particle effects, shadows, post-processing, compute shaders, TSL. Integrations: WebGPU, physics engines, spatial audio.
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digital-stoic-org Skill BackgroundRun a task in the background. Use when user wants to start a long-running task without blocking, run agent tasks or shell commands asynchronously. Triggers include "background", "run in background", "async", "non-blocking".
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tankygranny05 Skill DemoA demo skill that helps with greeting and simple tasks
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tankygranny05 Bundle Explain Sampleexplain-sample
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kevinnft Skill Zoom OutTell the agent to zoom out and give broader context or a higher-level perspective. Use when you're unfamiliar with a section of code or need to understand how it fits into the bigger picture.
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kevinnft Skill HandoffCompact the current conversation into a handoff document for another agent to pick up.
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enuno Skill Gitlawb 2Create repositories, commit code, push branches, open pull requests, manage issues, create and claim bounties, delegate agent tasks, and interact with the Base L2 name registry on the gitlawb decentralized git network. Use this skill when asked to create a repo, push code, open a PR, review code, merge a pull request, post or claim a bounty, register a name on Base L2, or delegate tasks to other agents on gitlawb. Do NOT use for GitHub, GitLab, or other centralized git hosts.
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pramoddutta Skill QA Agent ClaudeTurn Claude Code into an autonomous QA agent — an explore, generate, run, heal, report loop that maps the app, writes tests for real user journeys, executes them, self-heals broken locators, and reports coverage. Build a QA agent skill for Claude Code.
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pramoddutta Skill E2e Testing Claude CodeMake Claude Code write and maintain end-to-end tests like a senior SDET — Playwright and Cypress flows with stable locators, the Page Object Model, fixtures, reused auth state, network mocking, and flake-free CI. Claude Code E2E testing, done right.
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pinkpixel-dev-skills-collection-1 Bundle Fal Platformfal.ai Platform APIs for model management, pricing, usage tracking, and cost estimation. Use when user asks "show pricing", "check usage", "estimate cost", "setup fal", "add API key", or platform management tasks.
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bbgnsurftech Bundle YAML Master 3YAML Master Agent
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bbgnsurftech Bundle Agent Context Loader 3Agent Context Auto-Loader
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 langgraph-architecture, review-llm-artifacts, swiftdata-code-review. 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.