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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gptme Skill Project Setup InterviewConduct a structured interview about a new project and generate a ready-to-use CLAUDE.md/AGENTS.md starter so the agent knows your conventions from session one.
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yohey-w Skill Inbox Write別エージェントのinboxにメッセージを送信する。agent-to-agent通信の唯一の手段。
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yohey-w Skill Shogun Agent Status全エージェント(家老・足軽1-7・軍師)の稼働状態を一覧表示するスキル。tmux pane状態(稼働中/待機中/不在)とタスクYAML状態(task_id, status)と未読inbox数を統合表示。「稼働確認」「エージェント状態」「布陣確認」「agent status」で起動。
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yohey-w Skill Shogun Bloom ConfigInteractive wizard: guided questions with multiple-choice options about subscriptions, then outputs a ready-to-paste capability_tiers YAML + fixed agent model assignments. Trigger: "capability_tiers", "bloom config", "routing setup", "set up model routing", "ルーティング設定", "capability_tiers設定", "モデル設定", "サブスク設定", "model routing"
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yohey-w Skill Shogun Model SwitchエージェントのCLI/モデルをライブ切替するスキル。settings.yaml更新→/exit→新CLI起動→ pane metadata更新を一発で実行。Thinking有無も制御。 「モデル切替」「Sonnetにして」「Opusに変えて」「足軽全員切替」「Thinking切って」で起動。
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sneg55 Skill Adopt ProjectApply agent-starter patterns to an EXISTING project - audits the codebase, proposes components by invasiveness tier (hooks, skills, CLAUDE.md, lint configs, patterns), and applies only what the developer approves. Use when the user says adopt, retrofit, "apply agent-starter to this project", or wants starter patterns in an existing codebase.
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huoqi1004 Bundle Self Improving AgentSelf-improving agent with self-reflection, self-criticism, and self-learning capabilities. Helps the agent evaluate its own work, catch mistakes, and improve permanently.
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whatifwedigdeeper-agent-skills Bundle Peer ReviewGet a fresh-context review of staged changes, branches, PRs, or file sets. Delegates to a fresh-context reviewer by default; routes to external LLM CLIs (Copilot, Codex, Gemini) when --model specifies one. Use when: user says "peer review" (e.g. "peer review PR 5", "peer review staged", "peer review this branch"), "fresh review", "another set of eyes", "sanity check", "quick review before I push", or routes to an external model ("review with Gemini", "review with Copilot", "review using Codex"). Do NOT trigger on bare "review" phrases (e.g. "review my changes", "review PR N", "review staged") — those route to code-review.
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jasonkuhrt Skill Flo NextUse when continuing work on a multi-session epic, starting a new agent session on an existing epic, or when told to work on the next bead.
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google Skill A2ui Implement New Sdks For Client LanguageStep-by-step phased instructions for building new A2UI Core SDKs, Framework Adapters, and Inference SDKs from scratch in any client language.
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blockrunai-blockrun-mcp Bundle BlockrunPay-per-call access to AI models, real-time data, media generation and multi-chain RPC over x402 micropayments (USDC on Base or Solana). No API keys, no accounts, no subscriptions. Start here when you have the BlockRun MCP installed and need to know WHICH tool answers a question, how the wallet works, or how to make a first call for free. TOOLS: blockrun_chat, blockrun_image, blockrun_video, blockrun_music, blockrun_speech, blockrun_search, blockrun_exa, blockrun_markets, blockrun_polymarket_read, blockrun_polymarket, blockrun_price, blockrun_dex, blockrun_defi, blockrun_rpc, blockrun_phone, blockrun_realface, blockrun_modal, blockrun_models, blockrun_wallet. TRIGGERS: blockrun, x402, use grok, use gpt, use deepseek, compare models, generate image, generate video, generate music, text to speech, web search, news search, prediction market, crypto price, on-chain data, blockchain rpc, phone call, run code remotely, pay per call
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blockrunai-blockrun-mcp Skill Blockrun DebugUse when the BlockRun MCP server (@blockrun/mcp) is installed but misbehaving — 'Failed to connect', spawn npx ENOENT, blockrun missing from claude mcp list, HTTP 402 / Insufficient balance, fetch failed, video or music timeouts, a 501 'not served' error or 'API error after payment' while the balance never moved, spend-confirmation dialogs not appearing, or a Polymarket buy/redeem failing after funding. Symptom → cause → fix, plus what never to do.
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blockrunai-blockrun-mcp Skill Blockrun SetupUse when asked to install, add, configure, or set up the BlockRun MCP server (@blockrun/mcp) in Claude Code, Claude Desktop, Cursor, Windsurf, Codex CLI or another MCP client — including first-run wallet creation, funding with USDC, choosing a tool profile, and proving the install works. Also use when a fresh install 'doesn't show up' or a user asks how to pay for calls.
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whatifwedigdeeper-agent-skills Bundle Pr Human GuideAnalyzes a PR diff and appends a categorized review guide to the PR description, highlighting where human judgment is needed: security, config/infrastructure, new dependencies, data model changes, novel patterns, concurrency/state, and documentation drift (code renames that leave docs stale). Use whenever a user wants to prepare a PR for human review or flag areas for reviewer attention — including phrasing like "prep this for review", "what should reviewers look at?", or "add a review guide".
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wirexapp Bundle Wirex Baas CryptoWirex BaaS crypto asset management — check balances, deposit crypto, withdraw tokens. Covers wallet balance queries (GET /api/v1/wallet), unified balance model (WUSD/WEUR on Base), multi-chain deposits via Rhino.fi (9 chains: Ethereum, Arbitrum, Polygon, Optimism, BSC, Base, Kaia, TRON, Solana), ERC20 on-chain withdrawals (two-phase delay pattern), and smart contract ABI reference.
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codethread Bundle Writing DocumentationWrite clear, effective technical documentation following industry-proven patterns from exemplary projects and authoritative style guides, with built-in countermeasures for common LLM documentation issues
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nakane1chome Bundle Dev RecordRecord agent activity during Claude Code sessions. Captures plans, human input, agent decisions, and deviations via hooks and agent self-reporting.
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microsoft Bundle MCP Code ReviewerReview MCP pull requests with repository-specific security, correctness, architecture, testing, and completeness checks. Use when: review PR, review pull request, code review, inspect PR, check PR, PR feedback.
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langchain-ai Skill Baby SitMonitor a GitHub pull request until CI is green, diagnose failures, and rerun only evidence-backed flaky GitHub Actions jobs.
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blockrunai-blockrun-mcp Skill Blockrun UpgradeUse when the BlockRun MCP server prints 'Update available', when asked to upgrade, update, or pin @blockrun/mcp, when a fix 'should be in the new version' but the client still runs the old one, when refreshing skills that were copied into a project, or when rolling back to a previous version.
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blockrunai-blockrun-mcp Skill Gentech BlockrunGenTech Labs' integration patterns for BlockRun MCP from Hermes Agent. Covers daily usage patterns, cost-optimized workflows, multi-tool pipelines, and reliable error handling for BlockRun's full toolset.
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blockrunai-blockrun-mcp Bundle Signal To Trade DemoPrepare or run a polished BlockRun trading demo that discovers a current Polymarket market, combines live price, probability history, smart-money, and liquidity evidence into a balanced signal, produces a real order dry-run, and verifies orders or positions. Use for live demos, signal-to-trade workflows, current crypto prediction markets, or when an agent must decide whether a candidate is safe and presentable before trading.
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mergisi Skill Openclaw DebuggerTrigger when an OpenClaw agent is broken, silent, crashing, stuck, not responding, returning empty output, or the user says "my agent is down", "agent not working", "/openclaw-debugger". Walks through the standard OpenClaw 2026.4 diagnosis checklist and prints a report.
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hhopkins95 Bundle Agent DesignThis skill should be used when the user asks to "configure agent profile", "add skills to agent", "set up MCP servers", "configure agent tools", "write system prompt", "create agent workflow", "define agent commands", "add subagents", or needs to define what capabilities an agent has and how to orchestrate complex workflows in the runtime.
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joernstoehler Skill Git WorktreesCreate, list, and remove git worktrees for parallel agent work. Use when you need isolated workdirs, new worktree branches, or safe cleanup workflows.
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youdotcom-oss-agent-skills Bundle You WebUse You.com MCP tools for current web search, URL content extraction, cited web synthesis, and x402-aware web access.
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youdotcom-oss-agent-skills Skill You FreeUse the free You.com MCP profile for unauthenticated basic web search with `you-search` only.
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youdotcom-oss-agent-skills Bundle You FinanceRoute finance questions to an existing local script, a new You.com Finance Research API call, or an MCP payment-aware fallback.
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youdotcom-oss-agent-skills Skill You DiscoverRoute You.com integration planning through the you-discover MCP tool, Docs MCP, and direct API options.
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johnnyvicious Skill Github CopilotConsult other AI models via GitHub Copilot CLI for second opinions, thorough analysis, or alternative perspectives. Supports Gemini 3 Pro Preview (gemini), Claude Opus 4.5 (opus), Claude Sonnet 4.5 (sonnet) and GPT-5.1-Codex-Max (codex). Use when user explicitly requests, when needing detailed analysis, when requiring additional help with an especially complex task, or when seeking alternative model perspectives.
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raine Skill PanelRole-specialized LLM panel analyzes a task from asymmetric expert lenses (architect, security, maintainability, test-strategist by default). Agent synthesizes a trade-off resolution.
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raine Skill CollabMultiple LLMs collaboratively brainstorm solutions, building on each other's ideas across rounds. Agent synthesizes the best ideas into a plan.
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raine Skill DebateLLMs propose and critique approaches, agent moderates the debate and synthesizes the best solution, then implements.
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raine Skill ConsultConsult an external LLM with the user's query.
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raine Skill WorkshopInteractive design session — agent facilitates a clarifying dialogue with the user, fans out to multiple LLMs in parallel for divergent approach generation, lets the user pick one, then co-designs the chosen approach with optional multi-LLM critique before saving.
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raine Skill Collab VsThe agent brainstorms with a partner LLM in alternating turns, building on each other's ideas. Synthesizes the best ideas into a plan.
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 a2ui-implement-new-sdks-for-client-language, self-improving-agent, project-setup-interview. 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.