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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z1993 Bundle Serenity Thesis TrackerPaiWork-first Serenity (@aleabitoreddit) investment thesis tracking system. Use when working inside PaiWork to process Serenity/X tweets into structured investment theses, verifiable claims, supply-chain relationship maps, company research files, daily reports, weekly reviews, or research backlogs. Trigger on Serenity, aleabitoreddit, Serenity daily report, Serenity weekly review, thesis tracker, tweet research, supply-chain thesis tracking, ticker research updates, or PaiWork research monitoring. This version assumes PaiWork tools and data sources are available; a generic-agent version is planned later.
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z1993 Bundle Progressive Investment Research构建和维护可累积的研究认知模型。适用于持续投资研究、行业/公司/技术主题研究、独立 Research dossier、Current Model 状态恢复、材料吸收、并行搜索、模型更新、范围拆分合并、promote 到 Obsidian 主知识库前审计,以及用户要求“研究一下/更新模型/现在我们知道什么/把重要成果入库”时使用。
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vishal2612200 Bundle Agentpack Skill ReviewReview an existing agent skill and generate a balanced trigger/non-trigger eval set with a reproducible iteration workspace. Use when improving, benchmarking, or checking whether a SKILL.md triggers correctly.
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youdotcom-oss-web-search-agent-evals Skill Scaffold RulesScaffold development rules for AI coding agents. Auto-invoked when user asks about setting up rules, coding conventions, or configuring their AI agent environment.
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youdotcom-oss-web-search-agent-evals Bundle Headless AdaptersDiscover, create, and validate headless adapters for agent integration. Includes scaffolding tools and schema-driven compliance testing.
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youdotcom-oss-web-search-agent-evals Bundle Agent Eval HarnessCLI tool for capturing agent trajectories. Execute prompts against headless CLI agents via schema-driven adapters, capture full trajectories (tools, thoughts, plans), and output structured JSONL for downstream scoring.
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gpu-cli Bundle Skill ShieldAudits and remediates agent skills for prompt injection, data exfiltration, excessive permissions, and supply-chain risk.
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gpu-cli Bundle Clean CommentsDeletes agent commentary and rewrites what survives as one plain line. Use when cleaning comments in a diff or repo.
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gpu-cli Bundle Context CurationChecks whether staged changes should update CLAUDE.md or other agent context files. Use before committing.
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topoteretes Bundle CogneeUse this skill whenever the user asks about Cognee, AI memory, persistent agent memory, self-improving agents, agents learning from feednack, knowledge graphs, graph-based RAG, long-term memory for agents, short-term memory for agents, personalization, personas, temporal search, temporal knowledge graphs, ontology-based extraction, ontology grounding, feedback, Cypher search, natural-language graph search, chunk search, RAG search, cross-session memory, session feedback, feedback loops, session based memory, redis based memory, knowledge promotion. Also use when the user describes the workflow such as: "turn documents into a knowledge graph", "build memory from files", "search my graph", "extract entities and relations", "sync data into a graph", "update graph memory", "store memories for an agent", "help my agent learn over time", "visualize a knowledge graph built from documents", "let the agent learn", "adaptive agents", "personalized agents", "session based personalization", "find important ontologies", "
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beingsmit Skill Board And Investor CommunicationBoard meeting preparation, investor updates, and executive communication. Use when preparing board decks, writing investor updates, handling bad news with the board, structuring QBRs, or building board-level metric discipline. Includes the "Three Things" narrative model, the 4-tier metric hierarchy, and the pre-brief pattern that prevents board surprises.
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alibaba Skill Higress Auto RouterConfigure automatic model routing using the get-ai-gateway.sh CLI tool for Higress AI Gateway. Use when: (1) User wants to configure automatic model routing, (2) User mentions 'route to', 'switch model', 'use model when', 'auto routing', (3) User describes scenarios that should trigger specific models, (4) User wants to add, list, or remove routing rules.
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alibaba Bundle Agent Session MonitorReal-time agent conversation monitoring - monitors Higress access logs, aggregates conversations by session, tracks token usage. Supports web interface for viewing complete conversation history and costs. Use when users ask about current session token consumption, conversation history, or cost statistics.
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batthis Bundle Amber Voice AssistantGive your agent a phone number. Amber answers calls, places confirmed outbound calls, completes phone tasks, logs transcripts, and exposes MCP tools.
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batthis Bundle Amber Phone AgentGive Hermes Agent real phone capabilities through Amber's Twilio/OpenAI voice bridge and MCP tools.
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isdaniel Skill Pg Config TuningGuides PostgreSQL configuration tuning based on hardware profile, workload type, and current settings. Covers memory, WAL, checkpoints, autovacuum, planner, and connection settings with specific ALTER SYSTEM recommendations. Teaches the agent to use review_settings with individual categories and understand restart vs reload requirements.
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isdaniel Skill Pg Lock DiagnosisDiagnoses PostgreSQL lock contention including blocking lock chains, deadlock patterns, idle-in-transaction problems, and wait event analysis. Guides the agent through identifying blockers, understanding lock types, and recommending transaction and configuration changes.
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isdaniel Skill Pg Connection AnalysisAnalyzes PostgreSQL connection utilization patterns including active, idle, and idle-in-transaction sessions. Diagnoses connection leaks, saturation, and provides PgBouncer pooling recommendations. Guides the agent to use get_active_queries with targeted filters and health resources for connection monitoring.
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isdaniel Skill Pg Slow Query DiagnosisDiagnoses slow PostgreSQL queries by analyzing pg_stat_statements, execution plans, index opportunities, and table statistics. Guides the agent through a systematic investigation workflow using pgtuner-mcp tools to produce actionable optimization recommendations.
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hughyau Skill Arming Thought求是方法论的入口与总原则。在每次新的顶层会话开始时加载一次,用「实事求是」约束全部判断,并只在明确适用时把任务路由到对应的方法论 skill;被派遣执行单一具体任务的子 agent 直接跳过。 English: Entry point and governing principle of the Qiushi methodology. Load once at the start of a top-level session to enforce "seek truth from facts" and route to a downstream skill only when it clearly helps. Delegated sub-agents on narrow tasks should skip it.
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hughyau Bundle Investigation First调查研究:在下判断、做决策、给建议之前,先用第一手材料弄清现状,产出「事实 / 推断 / 未知」三栏调查结论。当上下文不完整、证据薄弱、领域陌生、用户说"先别动手"、或你发现自己在凭印象作答时触发;已充分调查后的执行阶段不要重复触发。 English: Investigate before judging. Gather firsthand facts and produce a fact / inference / unknown ledger before any recommendation. Trigger when context is incomplete, evidence is thin, the domain is unfamiliar, the user says "look first", or you notice yourself answering from impression; skip when investigation is already done and the task is pure execution.
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inhouseseo Bundle Eeat AuditUse when auditing a page for E-E-A-T signals. The agent reads the page and scores Experience, Expertise, Authoritativeness, and Trustworthiness — then tells you exactly what to add to each dimension.
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inhouseseo Bundle Content BriefUse when planning a new article. The agent Googles the keyword, reads the top 10 results, classifies intent, maps the content gap, and produces a writer-ready brief with structure, outline, and on-page artifacts. No keyword tool required.
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inhouseseo Bundle Improve ContentUse when rewriting or refreshing an existing page that's underperforming. The agent fetches the URL, analyzes the current content, researches the SERP, and rewrites using the full anti-AI-slop ruleset — no data exports needed.
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inhouseseo Bundle Keyword Deep DiveUse when planning to rank for a specific keyword. The agent Googles it, reads the top 10, classifies intent, reads the top 3 competitor pages, and produces a 90-day ranking plan with intent, SERP analysis, and content recommendations.
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inhouseseo Bundle Semantic Gap AnalysisUse when a page ranks for a keyword but isn't in the top 3 and you want to know exactly what's missing. The agent compares the page to the top-ranking competitors and produces a specific list of entities, subtopics, and relationships to add.
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inhouseseo Bundle Topic Cluster PlanningUse when planning a topic cluster (hub + spokes) for a new content area. The agent researches the space, identifies the hub topic, maps the spokes, and produces a specific content plan with internal linking strategy.
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inhouseseo Bundle Featured Snippet OptimizerUse when you want to win a featured snippet for a keyword you already rank for. The agent checks the current snippet format, analyzes your content, and rewrites the relevant section to match what Google wants.
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u1pns Skill Software ArchitectActs as a CTO and Senior Software Architect. Use this skill when the user needs a technical architecture, database schema, API design, or stack selection. Triggers: 'system design', 'tech spec', 'choose stack', 'database model', 'API structure', 'security architecture'.
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u1pns Skill Startup StrategistActs as a Senior Startup Strategist and Lean Methodology Expert. Use this skill when the user has a business idea, wants to validate a concept, needs a pivot strategy, or asks for a 'Lean Canvas'. Triggers: 'validate idea', 'business model', 'MVP strategy', 'market fit', 'startup advice', 'analyze opportunity'.
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nalyk Skill DebateMulti-model adversarial debate: Claude defends a position against external CLI models (agy/Gemini, Codex, Mistral Vibe). Trigger on "debate this", "challenge my thinking", "devil's advocate", "stress test this idea", "second opinion from other models", "what am I missing".
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nalyk Bundle Auto RalphDecides whether an imperative coding task (fix/add/implement/refactor — en/ro/ru) should run as a Ralph Loop via /ralph-loop. Invoke when the prompt has an imperative verb PLUS multi-step or verifiable scope (tests, concrete error, named files), or on explicit triggers "ralph this", "auto ralph", "loop it", "until done". Never on questions or "just answer"/"don't loop".
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nalyk Skill Debate Persona GeneratorGenerates three distinct expert challenger personas (Architect/Operator/Adversary) as CLI context files for a multi-model debate workspace. Invoked by /debate Phase 0.
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fubira Bundle Git Commit AssistantStages and commits changes safely in any repository. Use when the user asks to commit, or when a commit would include untracked or sensitive files (credentials, MCP configs, personal settings). Writes Conventional Commits messages with a Japanese explanation. Do not use to merely inspect git status or a diff.
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codingkaiser Skill Rmd FormattingR Markdown formatting patterns: chunk display strategies (include=FALSE + inline R vs results='asis'), table rendering with knitr::kable, header hierarchy with tabsets, downloadable file embedding, and what to avoid (cat/print in visible chunks).
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lmorchard Bundle Standup DigestUse when Les asks what he was up to yesterday, wants a standup report, or needs to reconstruct recent work from his agent sessions — surveys transcripts in ~/.claude/projects, ~/.codex/sessions, and ~/.local/share/opencode and reports what actually shipped.
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 agentpack-skill-review, amber-voice-assistant, serenity-thesis-tracker. 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.