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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greyhaven-ai-claude-code-config Bundle Ontological DocumentationCreate comprehensive ontological documentation for Grey Haven systems - extract domain concepts from TanStack Start and FastAPI codebases, model semantic relationships, generate visual representations of system architecture, and document business domains. Use when onboarding, documenting architecture, or analyzing legacy systems.
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xdrshjr Skill Agent BrowserAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.
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zot24 Bundle HermesExpert at understanding and working with Hermes Agent — its memory system, skills, cron jobs, tools, and behavioral conventions. Use when configuring Hermes, writing skills for it, debugging its behavior, or understanding what it can and cannot do.
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zot24 Bundle HonchoExpert on Honcho — AI-native memory and context platform for LLM applications. Use when building stateful agents, adding persistent memory, managing user representations, or integrating Honcho SDKs. Triggers on mentions of honcho, peer memory, user modeling, session context, dreaming, conclusions, honcho SDK.
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ooooooooooooooooooop Bundle Agent Switchboard Ops以"管理者—执行者"模式运维 agent-switchboard MCP:受管 Claude supervisor 生命周期、跨模型委派(Codex/Claude/Gemini)、验收纪律与已知陷阱对策。 用于存在任一可用委派通道(mcp__agent-switchboard__* 工具或宿主原生 subagent),且用户要求委派执行、监督长任务、跨模型审查、回收多 agent 会话成果,或询问"怎么让 Codex/Claude 帮我做"的场景。 不用于单会话即可完成的普通修改;未安装 agent-switchboard 时仍可经原生 subagent 通道触发,但不要猜测工具名。
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ooooooooooooooooooop Bundle Personal AI Operations Review对已进入 OPERATIONS MODE 的 Personal AI / DSH 基础设施做只读运维复查:聚合 governance、durability、aic drift、proposal、memory/model/routing 与 personalization 行为监控(纠正率/重复纠正/选择泄漏),区分 NO ACTION、REVIEW、ACTION REQUIRED 与 EXTERNAL BLOCKER;用于日常健康检查、异常复盘、升级前检查,或用户询问“系统现在健康吗/需要管什么/AI 最近是不是又变难用了/个性化有没有退化”时。默认不修改 canonical,不为变绿而静默修复。
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tim-o-private Bundle ToolsGuide for tool registration and tool UI in assistant-ui. Use when implementing LLM tools, tool call rendering, or human-in-the-loop patterns.
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pyroxin Skill Git Version ControlGit commit standards, branch strategy, and LLM-assisted development workflows. Use when making commits, managing branches, or working in high-velocity LLM-assisted development contexts. Covers atomic commits, conventional commits, branching strategies (trunk-based, GitHub flow), merge vs rebase decisions, and recovery patterns.
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hikaruegashira Skill Pmf Auditdev tool / OSS が「刺さるか(PMF)」をエンジニアリング観点で監査するオーケストレーター。 3 specialist agent (ttfv-auditor / trust-calibrator / wedge-scoper) をチームで起動し、 初回体験(TTFV)・出力の信頼(false-positive economics)・scope の鋭さ(wedge over engine)を 並行監査して、合成 PMF readiness スコアと優先度付き改善提案を1つのレポートに統合する。 Trigger: PMF 監査, PMF audit, dev tool 採用, なぜ自分のOSSが採用されない, ローンチ前監査, TTFV, time to first value, false positive, 誤検知, 信頼設計, wedge, scope 設計, this tool isn't getting adopted, audit my OSS before launch, 再監査, re-audit, 改善後の再評価. CLI/library/dev tool/security tool の repo を渡された採用観点の監査依頼で発火する。 単なるコードレビューやバグ探し、一般的な品質監査では発火しない(それらは別 skill)。
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hikaruegashira Skill Ttfv Auditdev tool / OSS の Time-to-First-Value(見知らぬ人が install してから本物の価値に触れるまでの秒数)を 監査する方法論。初回ファネルを step 単位で復元し、引数ゼロで動くか・失敗パスが次の手を示すか・ 価値を借りているかを採点する。ttfv-auditor agent が使用。 Trigger: TTFV 監査, 初回体験 監査, time to first value, onboarding friction, first-run, 採用ファネル.
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hikaruegashira Skill Trust Auditsecurity / correctness tool(linter, scanner, verifier)の出力が信頼を獲得・維持できる設計かを 監査する方法論。false-positive economics、Indeterminate verdict、audit-first rollout、 suppression の使い勝手、FP feedback loop を採点する。trust-calibrator agent が使用。 Trigger: 信頼設計 監査, false positive 監査, FP economics, verdict 設計, audit-first, suppression, linter 疲労.
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hikaruegashira Skill Wedge Auditdeep OSS の scope 戦略を監査する方法論。鋭い単一用途の楔(wedge)が再利用可能な深い engine を front する構造か(libghostty パターン)を採点する。楔の鋭さ・深さの隠し場所・寄生先・10x の一点を見る。 wedge-scoper agent が使用。 Trigger: scope 監査, wedge 監査, wedge over engine, libghostty パターン, engine shell 分離, scope creep.
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hikaruegashira Skill Codex As Toolscodex CLI をツール実行エンジンとして使い、codex 側にのみ接続済みの能力 (Apps Connectors, MCP servers, computer use, web search) を `codex exec` 経由で 外部エージェント (Claude Code / opencode 等) から利用する。 Trigger: codex as tool, Google Drive アクセス, Apps Connector 利用, codex exec, ツール借用
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tim-o-private Bundle Agent SdkClaude Agent SDK patterns for the Clarity platform (Python). Use when building agents, subagents, custom tools, hooks, or skills that integrate Clarity with the Agent SDK. Covers query(), ClaudeSDKClient, AgentDefinition, HookMatcher, MCP servers, sessions, permissions, and hosting patterns.
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tim-o-private Skill Agent ProtocolsShared protocols for domain agents — blocker handling, git coordination, escalation, and task completion. Read this before starting any task.
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tim-o-private Bundle Backend PatternsFastAPI backend and LangChain agent patterns for chatServer/ and src/. Use when writing or modifying Python code in chatServer/, src/core/, or tests/. Covers service layer, dependency injection, Pydantic validation, RLS, auth (ES256), agent tools (BaseTool), agent loading, executor caching, prompt template rendering, and content block handling.
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tim-o-private Skill BootstrappingOrientation protocol for new users. Auto-injected when working memory is mostly empty. Your job in this phase is to build a world model fast enough that you can start operating on it — not to run an intake form.
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sangrokjung Bundle RelaySession relay — compresses what's been done so far (writes a one-liner for /compact) and generates a "next task" prompt (a baton) for the user to hand off. Use on requests like "relay / hand off / next session / continue after compact / baton / handoff / clean up context and continue next task." Does not run /compact itself (a skill cannot do that) — it produces the one-liner the user pastes in.
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sangrokjung Bundle Cc Dev AgentUse when starting Claude Code projects, writing CLAUDE.md/spec.md, dispatching subagents, or requesting Agent Teams parallel development. Covers Spec-Driven Development, Context Engineering, and post-dev workflow.
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hikaruegashira Skill Agent Config ImportCodex と Claude Code の設定を相互 import / migrate / sync する。 settings.json / .mcp.json / skills / commands / agents / hooks / CLAUDE.md ⇄ config.toml / skills / prompts / AGENTS.md。 分析と proposed diff は常に双方向 1 パスで出す。片方向 apply 依頼でも両方向を分析してから対象を絞る。 Trigger: Codex Claude import, Claude Code Codex import, settings.json config.toml sync, agent config migration
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okeysir198 Bundle Livekit Voice AgentGuide for building production-ready LiveKit voice AI agents with multi-agent workflows and intelligent handoffs. Use when creating real-time voice agents that need to transfer control between specialized agents, implement supervisor escalation, or build complex conversational systems.
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rollrat Skill Karpathy GuidelinesBehavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.
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rollrat Bundle Reddit Saas To ObsidianReddit SaaS 게시판 글을 Chrome DevTools MCP로 읽고, 요약해서 Obsidian 볼트에 저장합니다. /reddit-saas-to-obsidian <url_or_subreddit> 로 실행.
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rollrat Bundle Reddit Stocks To ObsidianReddit 금융/주식 커뮤니티 글을 Chrome DevTools MCP로 읽고, 분석해서 Obsidian 볼트에 저장합니다. /reddit-stocks-to-obsidian <url_or_subreddit> 로 실행.
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rollrat Skill Reddit Saas To Obsidian And BlogReddit SaaS 게시판 글을 Chrome DevTools MCP로 읽고, 요약해서 Obsidian 볼트에 저장한 후 블로그 content/에도 복사하고 git push까지 자동 배포합니다. /reddit-saas-to-obsidian-and-blog <url_or_subreddit> 로 실행.
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rollrat Skill Reddit Space To Obsidian And BlogReddit 우주/항공우주 커뮤니티 글을 Chrome DevTools MCP로 읽고, 분석해서 Obsidian 볼트에 저장한 후 블로그 content/에도 복사하고 git push까지 자동 배포합니다. /reddit-space-to-obsidian-and-blog <url_or_subreddit> 로 실행.
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rollrat Skill Reddit Stocks To Obsidian And BlogReddit 금융/주식 커뮤니티 글을 Chrome DevTools MCP로 읽고, 분석해서 Obsidian 볼트에 저장한 후 블로그 content/에도 복사하고 git push까지 자동 배포합니다. /reddit-stocks-to-obsidian-and-blog <url_or_subreddit> 로 실행.
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zot24 Bundle ObsidianManage and optimize Obsidian vaults — organization, Dataview queries, Templater, workflow patterns (Zettelkasten, PARA, MOCs), MCP server setup, plugin ecosystem, Local REST API, sync, and publishing. Complements the official obsidian-skills (kepano/obsidian-skills) which covers markdown syntax, CLI, bases, and canvas. Use when organizing a vault, querying notes, setting up plugins, building workflows, or integrating Obsidian with AI agents. Triggers on mentions of Obsidian vault, Dataview, Templater, Zettelkasten, PARA, MOC, obsidian plugins, obsidian sync, obsidian publish, obsidian MCP.
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zot24 Bundle FirecrawlExpert on Firecrawl — web scraping, crawling, search, and browser automation API for AI agents. Use when the user wants to scrape websites, crawl pages, search the web, extract structured data, or convert URLs to LLM-ready content. Triggers on mentions of firecrawl, web scraping, crawling, site mapping, /scrape, /search, /crawl, /map, /interact.
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shir-bruchim Bundle Extend AgentCreate new skills, commands, hooks, or subagents. Use when adding capabilities to Claude Code or Cursor.
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rollrat Skill Dcinside Stocks To Obsidian And BlogDCInside 주식/금융 갤러리 글을 Chrome DevTools MCP로 읽고, 분석해서 Obsidian 볼트에 저장한 후 블로그 content/에도 복사하고 git push까지 자동 배포합니다. /dcinside-stocks-to-obsidian-and-blog <url_or_gallery> 로 실행.
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rollrat Bundle Reddit Politics Economy To Obsidian And BlogReddit 미국 정치-경제 채널(geopolitics, economics, neutralpolitics)을 Chrome DevTools MCP로 수집하고, 정치-경제 교차 분석하여 Obsidian 볼트와 블로그에 저장 후 git push 자동 배포합니다. /reddit-politics-economy-to-obsidian-and-blog <url_or_subreddit> 로 실행.
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hollaugo-prompt-circle-marketplace Skill MCP Builder TestTest your MCP server with MCP Inspector and verify tool functionality
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hollaugo-prompt-circle-marketplace Skill MCP Builder New MCPScaffold a new MCP server with your chosen pattern (basic, tool-heavy, widget-enabled, or database-backed)
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hollaugo-prompt-circle-marketplace Skill MCP Builder Add AuthAdd OAuth authentication to your MCP server using Auth0 or custom providers
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hollaugo-prompt-circle-marketplace Skill MCP Builder Add ToolAdd a new tool to your MCP server using "true task" design principles
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 agent-config-import, ontological-documentation, pmf-audit. 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.