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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nwave-ai Skill Nw Agent Creation Workflow 2Detailed 5-phase workflow for creating agents - from requirements analysis through validation and iterative refinement
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ishandutta2007 Bundle Prompt EngineeringSkill: Prompt Engineering
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affaan-m Skill Fal AI Media 7Unified media generation via fal.ai MCP — image, video, and audio. Covers text-to-image (Nano Banana), text/image-to-video (Seedance, Kling, Veo 3), text-to-speech (CSM-1B), and video-to-audio (ThinkSound). Use when the user wants to generate images, videos, or audio with AI.
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affaan-m Skill Unified Memory 3Share durable, inspectable context and handoffs between Claude, Codex, Hermes, Cursor, OpenCode, and other agents through the local ECC Memory Vault. Use when an agent must save work state, transfer context, resume another agent's task, or search shared project knowledge.
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affaan-m Bundle Taste DistillationMeasure a set of reference videos into a reusable style pack - colour grade as a 3D LUT, cut rhythm as a shot-length distribution, hero stills, screen-blend overlay plates, and a text spec for a generative model. Use when the user wants to capture the look of reference footage, build a repeatable look, mint assets from references, or reproduce someone's grade and pacing.
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affaan-m Bundle Operator Approval LoopOperator approval contract with internal filing notices for agent-drafted outbound messages, hashed drafts, epoch-keyed decisions, durable delivery claims and receipts, and a pre-draft baseline gate. Use when an agent drafts messages to external counterparties and a human operator must approve, reject, or steer each send before it leaves.
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affaan-m Bundle Counterparty Channel DisciplinePer-channel strict prompts, mention gating, silent observation, and a communication autonomy policy for agents that sit in shared channels with external counterparties. Use when an agent joins group chats, shared channels, or DMs where outsiders can read every message and you need it to speak only when addressed, never leak internal context, and route risky content to draft-only approval.
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malue-ai Bundle Model UsageUse CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.
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shipshitdev Bundle CommandsSkill - One Front Door for Authoring and Maintaining Agent Skills
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rom-orlovich Skill Knowledge QueryKnowledge Query Skill
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rom-orlovich Skill Execution 2Implements code according to an approved plan following TDD methodology. Use when implementing features, fixing bugs, or executing tasks from a PLAN.md.
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xiaolai Bundle Scoring 3Use when scoring NL artifact quality, applying penalties, or calibrating lint judgment — contains the 100-point rubric with penalty tables per artifact type. Four worked calibration examples (Excellent Agent / Rewrite Agent / Excellent Rule / Weak Rule) live in `references/calibration-examples.md`, loaded on demand when anchoring borderline cases.
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xiaolai Skill Security 3Detects execution surface risks, supply chain vulnerabilities, data exfiltration vectors, and prompt injection patterns in Claude Code plugins. Use when auditing plugins for security risks, reviewing MCP server configurations, scanning hooks and scripts for vulnerabilities, or checking extensions before installation.
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xiaolai Skill Vocabulary 3Use when writing, reviewing, or naming any NLPM artifact (command, agent, skill, rule, workflow) — pick the canonical noun or verb from this registry rather than coining a synonym. Loaded by the scorer and checker agents to detect vocabulary drift across artifacts.
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xiaolai Skill Orchestration 3Multi-agent workflow patterns for Claude Code -- parallel dispatch, sequential pipelines, QC gates, retry loops, shared partials. Use when designing systems with multiple agents, commands, or processing stages.
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xiaolai Skill Writing Agents 3How to write Claude Code agents that trigger reliably, use the right model, and produce consistent output. Use when creating, improving, or reviewing agent definitions.
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xiaolai Skill Writing Prompts 3How to write effective system prompts for any LLM. Universal prompt engineering -- role clarity, structured output, injection resistance, few-shot examples. Use when writing prompts, system instructions, or AI configuration.
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xiaolai Bundle Conventions Claude 3Use when scoring or writing Claude Code artifacts — covers .claude/ paths, plugin.json schema, command + agent + skill frontmatter, CLAUDE.md, hook events, hooks.json format, settings.json, LSP, monitors, memory file conventions, and the Claude Code built-in tool catalog. Refreshed 2026-08-02 against current docs (Claude Code ≥ v2.1.218).
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xiaolai Skill Conventions Antigravity 3Use when scoring or writing Antigravity (or legacy Gemini CLI) artifacts — covers .gemini/ paths, .agent/ workspace skills, gemini-extension.json, GEMINI.md, TOML slash commands, Gemini-lineage hook events. Spec is unsettled (Antigravity 2.0 launched 2026-05-19); many checks are advisory until PR-B verification.
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matsuni-kk Bundle Subagent MaintenanceSubagent({{AGENT_CONFIG_DIR}}/agents/*.md)の作成・更新・削除を対話で行い、フロントマター仕様と品質を維持したまま反映する。Subagent作成、agent追加、subagent updateを依頼されたときに使用する。
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layeddie Skill Swarm ExSwarmEx Agent Orchestration
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layeddie Skill Anubis MCPAnubis MCP SDK
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layeddie Skill Req LLM AdapterSkill: ReqLLM Adapter (Serena/Codex)
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dammianmiller Skill Uap CoordinationMulti-agent coordination and status monitoring. Use to check agent status, view the dashboard, and coordinate with other agents.
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wtthornton Bundle OpsOps Agent Skills
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wtthornton Skill Bug Fix AgentBug Fix Agent - Automated bug fixing with review loopback and auto-commit to main branch. Fixes bugs, tests them, reviews quality, and commits when quality gates pass.
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wtthornton Bundle ImproverImprover Agent Skills
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wtthornton Bundle Orchestrator 3Orchestrator Agent - Skill Definition
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wtthornton Bundle Enhancer 2Transform simple prompts into comprehensive, context-aware prompts. Use for prompt enhancement, requirements analysis, and implementation strategy. Includes Context7 prompt engineering guides lookup.
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wirasm Skill Prp Diagram 3Generate a mermaid-only visual supplement for a plan artifact - the data-model, architecture, and flow diagrams a human wants when absorbing a plan. Use when the user wants to "diagram this plan", "visualize the plan", "draw the plan's architecture", "make diagrams for this plan", or invokes /prp-diagram.
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wirasm Bundle Prp Meta Skill 3Authors, refactors, and consolidates Agent Skills PRP-style. Use when the user wants to "create a skill", "write a new skill", "trim a SKILL.md", "split a skill into references", "consolidate workflow skills", "replace duplicated skill logic with composition", redesign a skill workflow, or invokes /prp-meta-skill.
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wirasm Skill Prp Issue Contract 3Creates GitHub issues from conversations, findings, or ideas and runs the precondition check before a planning-capable agent starts work. Use when the user asks to "create an issue from this", "turn this into an issue", "check whether issue #42 is agent-ready", "check this issue before automation", "audit this issue contract", "update this issue to make it agent-ready", or invokes /prp-issue-contract.
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trpc-group Bundle BlogtRPC-Agent-Go Skills: A Go-Native Implementation of the Anthropic Agent Skills Specification
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trpc-group Bundle Blog 2tRPC-Agent-Go Skills:Anthropic Agent Skills 规范的 Go 原生实现
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lucassantana-dev Bundle Add 2Meta-adder for toolkit artifacts. Single entry point to add a skill, pattern, best-practice, hook, agent, or guide with correct frontmatter + sync to 4 publish targets.
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lucassantana-dev Bundle RAG 2Build and debug Retrieval-Augmented Generation pipelines — chunking, embedding, retrieval, reranking
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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 nw-agent-creation-workflow, prompt-engineering, fal-ai-media. 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.