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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b-open-io-prompts Skill JSON Render CoreCore package for defining schemas, catalogs, and AI prompt generation for json-render. Use when working with @json-render/core, defining schemas, creating catalogs, or building JSON specs for UI/video generation.
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b-open-io-prompts Bundle Agent DecommissioningThis skill should be used when the user asks to "retire an agent", "decommission an agent", "remove an agent from the team", "shut down a bot", "remove a bot", "sunset an agent", or "take an agent offline permanently". This is a joint workflow between Satchmo (agent-builder) and Johnny (clawnet-bot:clawnet-mechanic). Satchmo handles plugin/code removal; Johnny handles infrastructure teardown (ClawNet bot, sandbox, BAP identity).
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b-open-io-prompts Bundle JSON Render ImageImage renderer for json-render that turns JSON specs into SVG and PNG images via Satori. Use when working with @json-render/image, generating OG images from JSON, creating social cards, or rendering AI-generated image specs.
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b-open-io-prompts Skill JSON Render DevtoolsDrop-in inspector panel for any json-render app. Use when the user wants to debug a generative UI, inspect the spec tree, edit state at runtime, see dispatched actions, follow stream patches live, browse a catalog, or pick DOM elements to find their spec keys. Triggers include "add devtools", "debug json-render", "inspect the spec", "why is this element not rendering", "see the state at runtime", or requests to tap streams / capture action logs for `@json-render/devtools`.
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b-open-io-prompts Skill JSON Render DirectivesPre-built custom directives for json-render — formatting, math, string manipulation, and i18n. Use when working with @json-render/directives, defining custom directives with defineDirective, or adding $format, $math, $concat, $count, $truncate, $pluralize, $join, or $t to specs.
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jefflyt Skill Mandate 2 1 5 Runtime Evidence Intake GuideGather natural-language context and generate runtime/process evidence collection guidance for Mandate 2.1.5 (Just-in-Time (JIT) and Identity-Based MCP Authentication), including concrete system command templates and artifact checklists for final compliance evaluation.
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jefflyt Skill Mandate 2 2 2 Runtime Evidence Intake GuideGather natural-language context and generate runtime/process evidence collection guidance for Mandate 2.2.2 (Prevention of Data and Model Poisoning), including concrete system command templates and artifact checklists for final compliance evaluation.
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jefflyt Skill Mandate 2 2 4 Runtime Evidence Intake GuideGather natural-language context and generate runtime/process evidence collection guidance for Mandate 2.2.4 (Vector Database and Embedding Security), including concrete system command templates and artifact checklists for final compliance evaluation.
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jefflyt Skill Mandate 2 2 5 Runtime Evidence Intake GuideCollect natural-language context and generate supporting evidence guidance for Mandate 2.2.5 Model Asset Protection. Use when evaluating operational controls such as encryption, key management, access governance, and exfiltration protections.
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jefflyt Skill Mandate 2 4 4 Runtime Evidence Intake GuideCollect natural-language system context and generate supporting evidence guidance for Mandate 2.4.4 Secure Inter-Agent Communication, including mTLS, certificate lifecycle, and network policy proof.
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jefflyt Skill Mandate 2 4 6 Runtime Evidence Intake GuideCollect natural-language context and generate evidence collection guidance for Mandate 2.4.6 Identity and Behavioural Attestation, covering agent identity lifecycle, signed manifests, watchdog telemetry, and runtime enforcement proof.
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ryomurakami1983 Bundle Agent Explain On Demandエージェントの動作・モード・変更点・できることを、聞かれたときだけ必要な深さで説明する。Use when: ユーザーが今何をしているか、どんなモードがあるか、更新で何が変わったかを知りたがっているとき。
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ccplugins Skill Stock BriefProduce a situational brief on a single stock/ticker — its recent high-relevance news, insider activity, and what to watch next — using the AlphaAI MCP. Use when the user asks to "brief me on <ticker>", "what's going on with <company>", "catch me up on NVDA", or wants a quick read on one name.
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ccplugins Skill Market PulseSummarize what's moving in the market right now using the AlphaAI MCP. Use when the user asks "what's moving?", "what's the big story today?", "anything breaking?", "market pulse", or wants a fast read on the current tape rather than one specific ticker.
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ccplugins Skill Insider RadarScan SEC Form 4 insider trades and 13F ownership moves for a ticker or a watchlist using the AlphaAI MCP. Use when the user asks about "insider buying", "insider selling", "Form 4 activity", "who's buying <ticker>", "institutional ownership changes", or wants an insider-activity sweep.
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ccplugins Skill Manage AlertsList, add, or remove the user's ticker news-alert subscriptions through the AlphaAI MCP. Use when the user asks to "alert me on <ticker>", "subscribe me to <ticker> earnings news", "what alerts do I have?", "stop alerts for <ticker>", or to manage their AlphaAI alert inventory. Requires a paid (Basic/Pro) AlphaAI plan.
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martinopolo Skill ContinueRecovers interrupted sub-agent and background work after a session-limit hit, crash, or manual interrupt, then resumes it.
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ccplugins Skill SwarmvaultUse SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to disk from books, notes, transcripts, exports, datasets, slide decks, files, URLs, code, and recurring source workflows.
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ccplugins Skill Peer ReadacrossCompare two tickers and surface the cross-read between them using the AlphaAI MCP. Use when the user asks to "compare X and Y", "NVDA vs AMD", "what does <peer>'s news mean for <ticker>", or wants the read-across between two related names (competitors, supplier/customer, same theme).
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ccplugins Bundle Flutter AppBootstrap a new Flutter mobile app with clean architecture, Riverpod, FVM-pinned SDK, current packages, and no deprecated APIs. Use when the user wants to start, scaffold, or set up a new Flutter app, a cross-platform mobile app, an Android or iOS app in Dart, or asks to "create a new flutter app". Handles BYOK LLM apps, backend-backed apps, Play Store release setup, and clean-architecture feature structure.
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ccplugins Skill Baton SetupOne-time setup and health check for fable-baton. Use when the user asks to set up, configure, verify, or troubleshoot fable-baton - sets the default model to "best" (Fable 5 with Opus fallback) in ~/.claude/settings.json and verifies the plugin is fully installed.
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ccplugins Bundle Gdoc To MarkdownInternal fetcher module for Google Docs and Sheets. Fetches content via MCP (preferred, when available), Google API with bearer token or public URL export (fallback), or browser DOM extraction via Claude in Chrome (last resort) and returns Markdown. Used by /bedrock:teach and /bedrock:sync — not intended for direct user invocation.
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wirasm Skill Prp DiagramGenerate 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 SkillAuthors, 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 Research TeamDesign a dynamic research team and plan using agent teams -- analyzes question, composes team, creates executable research plan. Use when the user wants to plan multi-agent research on a question or topic, or invokes /prp-research-team.
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wirasm Skill Prp Issue ContractCreates 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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ccplugins Bundle Confluence To MarkdownInternal fetcher module for Confluence pages. Fetches content via Atlassian MCP (preferred), REST API with Basic Auth (fallback), or browser DOM extraction via Claude in Chrome (last resort) and returns Markdown. Used by /bedrock:teach and /bedrock:sync — not intended for direct user invocation.
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ccplugins Skill Claudex Second OpinionSuggests a cross-model second opinion after substantial or risky code changes. Use when a significant implementation, refactor, security-sensitive change, or uncertain bug fix has just been completed and is about to be committed or shipped. Advisory only — it recommends running /claudex:verdict; it never invokes Codex on its own.
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ccplugins Skill AI Divination SkillsUse this skill when the user asks for a tarot reading, I Ching (Yijing) hexagram cast, or Chinese Xiao Liu Ren (小六壬) divination. Calls audited local Python tools that produce deterministic JSON output; the model never invents the result, it only interprets the JSON.
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martinopolo Skill Agent CreateCreates or restructures a custom agent when a user needs a delegated role, distinct delegation branches, tools, workflow, or structured output.
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catlog22 Bundle Team CoordinateUniversal team coordination skill with dynamic role generation. Uses team-worker agent architecture with role-spec files. Only coordinator is built-in -- all worker roles are generated at runtime as role-specs and spawned via team-worker agent. Beat/cadence model for orchestration. Triggers on "Team Coordinate ".
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valec3 Skill Generating SkillsGenerates high-quality .agent/skills/ directories based on user requirements. Use when the user asks to "create a skill", "build a skill", or formalize a set of instructions into a system skill.
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valec3 Skill Planning ProjectsUse when you have a spec or requirements for a multi-step task, before touching code. Writes comprehensive implementation plans.
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valec3 Bundle UI Design ConceptsUse when creating design specifications for AI builders (v0, Lovable, Bolt, Replit), describing visual concepts, patterns, and user experiences without technical implementation details
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valec3 Bundle UI Prompt GenerationUse when generating detailed, technical UI prompts for designers or AI tools (v0, Bolt) that require precise specifications, tokens, and comprehensive state definitions.
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valec3 Skill Backend PHP StandardsPSR standards, coding conventions, and best practices for modern PHP development.
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 json-render-core, agent-decommissioning, json-render-image. 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.