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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munlucky Bundle Failure AnalyzerAnalyzes agent failures and suggests system improvements (context/skills/agents/rules).
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amekala Bundle Adspirer MCPHow to call the Adspirer MCP hub correctly — the router two-step (action "list_tools" then action "execute" with tool_name), the direct tools search_tools and get_tool_schema, per-platform account IDs, quota rules, and the budget unit (every platform takes the account's own currency as a decimal — never cents). Load this before making any Adspirer tool call.
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amekala Bundle Adspirer AgentPaid-media advertising agent behavior for Adspirer — create, analyze, and optimize ad campaigns across Google Ads, Meta, TikTok, LinkedIn, Amazon, and ChatGPT Ads. Use for any request about ads, campaigns, budgets, keywords, creative, spend, ROAS, CPA, or ad performance. Sets the safety rules (campaigns are created paused, confirm before spending) and routes to the right Adspirer skill.
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amekala Skill Adspirer Get StartedInstall and set up Adspirer — the AI advertising agent for Google Ads, Meta Ads (Facebook & Instagram), TikTok Ads, LinkedIn Ads, Amazon Ads, and ChatGPT Ads. Use when asked to "install adspirer", "set up adspirer", "get adspirer", "connect my ad accounts", "manage my ads from here", "add the adspirer plugin/connector", "sign up for adspirer", or when the user wants to run ad campaigns from an AI assistant but Adspirer is not connected yet. Walks through the right install path for this environment (Claude Code, Claude/Cowork, ChatGPT, Cursor, Codex, Gemini CLI), the OAuth sign-up flow, and connecting ad accounts — then verifies it works.
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christian-bromann Skill Langchain RAGBuild Retrieval Augmented Generation (RAG) systems with LangChain - includes embeddings, vector stores, retrievers, document loaders, and text splitting
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christian-bromann Skill Langchain ModelsInitialize and use LangChain chat models - includes provider selection (OpenAI, Anthropic, Google), model configuration, and invocation patterns
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christian-bromann Skill Deepagents SkillsCreating and using custom skills with progressive disclosure, SKILL.md format, and the Agent Skills protocol in Deep Agents.
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christian-bromann Skill Deepagents OverviewUnderstanding Deep Agents framework - what they are, how to create them with createDeepAgent, and the agent harness architecture with built-in middleware for planning, filesystems, and subagents.
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openxjarvis Skill Gh IssuesFetch GitHub issues, spawn sub-agents to implement fixes and open PRs, then monitor and address PR review comments. Usage: /gh-issues [owner/repo] [--label bug] [--limit 5] [--milestone v1.0] [--assignee @me] [--fork user/repo] [--watch] [--interval 5] [--reviews-only] [--cron] [--dry-run] [--model glm-5] [--notify-channel -1002381931352]
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openxjarvis Skill Coding AgentDelegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit), reading code (use read tool), thread-bound ACP harness requests in chat (for example spawn/run Codex or Claude Code in a Discord thread; use sessions_spawn with runtime:"acp"), or any work in ~/clawd workspace (never spawn agents here). Requires a bash tool that supports pty:true.
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officebeats Skill Pr ReviewReview pull requests against team standards and best practices. Use when Reviewing a pull request before merge, Providing feedback on proposed changes, or Validating PR meets project standards
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officebeats Skill Code ReviewReview code quality, patterns, and best practices. Use when Reviewing code changes for quality, Checking adherence to coding standards, or Identifying potential bugs or issues
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officebeats Skill Daily SynthDaily briefing and planning with critical commitment preflight.
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officebeats Skill Sop ManagerCreate, normalize, organize, and validate privacy-safe SOPs, runbooks, checklists, and worked examples for product management and consulting workflows. Use for `/sop`, SOP capture from transcripts or docs, release/process runbooks, and local-only operating procedures.
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munlucky Bundle Moonshot Relay SetupComplete Moonshot Relay account-root installation after installing the repository with Agent Skills CLI.
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munlucky Bundle Moonshot Teams RunnerRuns parallel Agent Teams for review, research, verification, and implementation workflows.
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sentientsprite Skill SlackUse when you need to control Slack from NEMO via the slack tool, including reacting to messages or pinning/unpinning items in Slack channels or DMs.
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sentientsprite Skill NemohubUse the NEMOHub CLI to search, install, update, and publish agent skills from nemohub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed nemohub CLI.
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digital-stoic-org Skill BriefDelegate one unit of work to one named agent: fill a single MANDATE, send it, then go silent. Use when: brief, delegate, mandate, BRIEF state, delegate to a named agent, hand a unit of work off, put an idle agent to work, send a mandate.
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digital-stoic-org Skill RelayHand your state to a fresh agent at ~70% context instead of compacting. Emits one relay packet; the successor takes over your name. Use when: relay, RELAY state, relay packet, handoff, hand over, take over, successor, context full, out of context, running out of context, 70% context.
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officebeats Bundle Boss TrackerTrack high-priority leadership requests.
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officebeats Skill Deck BuilderBuild brand-agnostic MBB-style PPTX/PDF/static web presentation decks from source briefs, notes, and optional templates. Use for `/deck` or when a user wants a polished presentation package without company-specific private branding baked into the kit.
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officebeats Skill Task ManagerTurn daily product evidence into readable Markdown tasks and generated workstream views.
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officebeats Skill Weekly SynthWeekly rollup and planning with critical commitment preflight.
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officebeats Skill RetrospectiveFacilitate a structured sprint retrospective — what went well, what didn't, and prioritized action items with owners and deadlines. Use when running a retrospective, reflecting on a sprint, creating action items from team feedback, or learning how to run effective retros.
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officebeats Bundle Risk GuardianSystematic risk analysis for docs and plans.
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officebeats Skill Agentic MemoryLocal-first PM memory with canonical Markdown, compact state, and optional bounded personal recall.
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officebeats Bundle Deep InterviewRun a structured, ambiguity-gated interview that turns an underspecified request into a decision-complete brief.
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officebeats Skill Security AuditReview code and infrastructure for security weaknesses. Use when Reviewing code for security vulnerabilities, Assessing authentication/authorization, or Checking for OWASP top 10 issues
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officebeats Skill Test ScenariosCreate comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use when writing QA test cases, creating test plans, defining acceptance tests, or preparing for feature validation.
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officebeats Skill Inbox ProcessorThe "Black Hole" for chaos. Aggressively extracts tasks from raw input, screenshots, and transcripts, then routes them to the ledger.
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digital-stoic-org Skill PinPin session decisions, questions, objections, scope constraints, and corrections to a persistent board that survives context compaction. Use PROACTIVELY when: (1) user approves/rejects a recommendation, (2) user asks a clarifying question about a proposal, (3) user states a scope constraint, (4) user corrects a misunderstanding. Also use when user says "pin", "track this", "mark as approved", "board", "show pins". This skill should be auto-invoked by the model without user asking — whenever a decision, question, or constraint is detected in conversation, pin it immediately after responding.
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digital-stoic-org Bundle Pick ModelEvaluate whether the CURRENT model+effort fits a task, and recommend a switch only when worth the cache cost. Use when user asks "which model", "pick model", "model for", "what effort", "is haiku enough", "Opus or Sonnet", "should I downgrade/upgrade", or when routing a non-trivial task to a tier before starting costly/complex work. Judges model AND effort level. Does NOT execute the prompt — only judges fit. Covers tech and non-tech tasks.
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digital-stoic-org Bundle LiteratizeOn-demand code annotator for LLM context preservation. Adds section-level comments capturing intent, rationale, and gotchas. Use when "literatize", "add literate comments", "annotate this file", "add section comments".
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digital-stoic-org Skill Tune VoiceExtract, define, and enforce a project's writing voice. Reverse-engineers a voice profile from real sample copy, or interviews you to build one, then applies it to drafts with a voice-constant / tone-flex model and validate-and-explain edits. Profiles are per-project artifacts at <project>/ref/tone-guide.md, resolved via config/projects.yaml. Use when user says "tone of voice", "voice guide", "brand voice", "make this sound like <project>", "extract voice", "apply voice", "does this match our tone".
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digital-stoic-org Bundle Meta PromptRecursive meta-prompt ledger for human-guided complex tasks spanning multiple sessions. Maintains RELIANCE.md — a single-source, append-aware file carrying FINALITÉ, the RAIL session-chain, and the decision/collaboration trail across context resets. Use when: a complex task spans sessions and you want loss-free hand-off + drift detection + proportional AI challenge, WITHOUT autonomous loops or heavy regression tests. Triggers: meta-prompt, reliance, start a guided task, resume reliance, close session, next RAIL.
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 moonshot-teams-runner, brief, deep-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.