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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hashintel Bundle Sdcpn ModellingElicit or revise an operational process model, maintain its recoverable workpiece, and construct a checked SDCPN when Petrinaut capabilities are available. Use for a process-modelling interview, Petri net, or analysis or revision of either artifact.
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hashintel Bundle Gherkin SpecificationElicit or revise software behavior, maintain a recoverable behavior workpiece, and author or review honest Gherkin feature documents. Use for a behavior-specification interview, Gherkin document, executable-specification draft, or review of any of them.
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wayne930242 Bundle Writing Claude MdCreates or improves CLAUDE.md project configuration with token-efficient, actionable instructions. Use when creating CLAUDE.md, improving existing CLAUDE.md, or setting up project configuration. Use when user says "create CLAUDE.md", "setup project", "configure agent".
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ai-agent-hub Bundle Firecrawl MCPAuto-generated skill for firecrawl-mcp tools via OneKey Gateway.
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ai-agent-hub Bundle Craftsman Agent Build PlansTurn prompts or ideas into 3D assembly/build plans such as LEGO Minecraft via the Craftsman Agent API (OneKey Gateway or local server). Use when generating build plans, inventory lists, or step-by-step assembly images for LEGO/Minecraft from text or reference images, or when wiring clients to the Craftsman Agent endpoints.
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ai-agent-hub Bundle MCP Server ChartAuto-generated skill for mcp-server-chart tools via OneKey Gateway.
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ai-agent-hub Bundle Tavily Remote MCPAuto-generated skill for tavily-remote-mcp tools via OneKey Gateway.
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ai-agent-hub Bundle Bing Image Search MCPAuto-generated skill for bing-image-search-mcp tools via OneKey Gateway.
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ai-agent-hub Bundle Generate Tesla Car WrapsCall Craftsman Agent API OneKey Router to generate Tesla Car Wrap Images and Paints that will display on 3D screen.
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ai-agent-hub Bundle Generate Lego 3d Build PlanCall Craftsman Agent API OneKey Router to generate a LEGO 3D step-by-step instruction build plan.
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ai-agent-hub Bundle Generate Minecraft 3d Build PlanCall Craftsman Agent API OneKey Router to generate a Minecraft 3D scene build plan.
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ai-agent-hub Bundle Fdcnal Usda Fooddata Central AgentThe FoodData Central API provides REST access to FoodData Central (FDC), assisting developers in incorporating nutrient data into their applications. It provides access to Standard Reference (SR) Legacy data, USDA Global Branded Foods Database, Foundation Foods, and FNDDS.
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wayne930242 Bundle Writing SubagentsCreates specialized Claude Code subagents in .claude/agents/ with minimal tools, clear triggers, and isolated context. Use when user says 'create agent', 'add reviewer', 'specialized agent', 'isolated context task'.
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wayne930242 Skill Validating PluginsScans all SKILL.md, agent, rules, and plugin manifest files for frontmatter errors, broken links, orphaned files, and invalid variables, generating a Markdown report with targeted fixes. Use when auditing plugin structure after migration or refactoring. Use when user says "validate plugin", "audit skills", "check plugin structure", "run validation after refactor".
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wayne930242 Skill Initializing ProjectsBootstraps a new project with scaffolding, tooling, and Claude Code agent system setup. Use when bootstrapping a new project from scratch. Use when user says "create project", "new project", "initialize project", "start new app".
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wayne930242 Bundle Analyzing Agent SystemsScans project structure and agent system components, runs 11-category weakness analysis, and produces actionable restructuring recommendations. Use when analyzing an existing agent system for weaknesses. Use when user says "analyze agent system", "check agent setup", "audit agent config". Use when called by migrating-agent-systems or refactoring-skills.
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matheusallvarenga Skill Code ReviewAI-powered code review using CodeRabbit. Default code-review skill. Trigger for any explicit review request AND autonomously when the agent thinks a review is needed (code/PR/quality/security).
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arcasilesgroup Bundle AI PlanTurns an approved spec into a numbered task list where every task names one file, one check that fails, and how to undo it. When the spec adds anything deployable, the plan must carry a CI/CD task and an observability task; they are not optional. Trigger for "break this down", "what tasks do we need", "let's start implementing", "the scope changed, re-plan". Not for exploring the problem — use /ai-spec. Not for writing the code — say go once this is approved. Not for judging what was built — use /ai-review.
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arcasilesgroup Bundle AI BuildExecutes one task of an already approved plan, red to green to refactor, as one logical change with a clean checkpoint that says nobody has reviewed it yet. Trigger for "implement task 3", "build this", "make the plan's next step work", "write the code for this spec". Not for deciding what to build — use /ai-spec, which is where an option is weighed and an authority recorded. Not for diagnosing a failure — use /ai-debug, which finds a cause at file:line. It does not widen scope, edit the approved plan, approve its own work, publish or deploy; when the plan stops being true it stops and says so.
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arcasilesgroup Bundle AI ReviewJudges a diff the way a staff engineer would: does it do what it claims, is it correct at its boundaries, is it safe, is it tested, and is there a smaller version of it. Never claims the result of a mechanical gate — those ran in CI and it says so. Trigger for "review this", "any issues with this", "is this merge-ready", "look over my PR", "what would you change". Not for running the gates — that is just check in CI. Not for finding why something is broken — use /ai-debug. Not for landing the work — use /ai-ship. Not for deciding a request that falls outside a declared boundary — use /ai-verify, because a decision that cannot classify itself reports CANNOT DECIDE and blocks, and a review is not where an out-of-boundary decision gets made.
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arcasilesgroup Bundle AI ExploreAnswers questions about this repository by reading it, anchored to file:line, and tours an unfamiliar area for somebody who has just arrived. Trigger for "where does X live", "how does this work", "why does it do that", "what depends on Y", "walk me through", "map this module", "trace this import chain", "onboard me". Not for evidence from outside this repository — use /ai-research. Not for diagnosing a failure — use /ai-debug. Not for judging a diff — use /ai-review.
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wayne930242 Skill Reviewing Agent SystemsReviews agent system components with specialized reviewer subagents after creation or modification. Use when called by applying-agent-systems after all components are built. Use when user says "review agent system", "check quality".
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wayne930242 Skill Refactoring Agent SystemsCleans up and consolidates an agent system after creation or modification. Use when user says "cleanup agent system", "refactor agent setup", "clean up skills", "consolidate agents". Use when called by applying-agent-systems.
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wayne930242 Skill Dispatching Parallel AgentsFans out work across multiple agents — same prompt to many for Best-of-N, different prompts for parallel exploration, or a scout before committing. Use when user says "parallel agents", "fan out", "best of N", "scout", "race", "vote", "spawn workers".
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samuelgursky Skill Resolve MCPOrientation and index for DaVinci Resolve MCP work — grading, editing, conforming, delivery, media analysis, and .drp/.drt/.drx file work, live in a running Resolve or offline with none open. Load this for a map of the domain skills, the live-vs-offline servers, and the cross-cutting safety rules. The per-domain skills (resolve-color / resolve-edit / resolve-conform / resolve-delivery / resolve-media-analysis) carry the depth and self-trigger on their own descriptions; use this as the map, or when a task spans several domains.
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samuelgursky Skill Resolve EditEditing, cutting, trimming, pacing, and timeline restructuring in the DaVinci Resolve MCP. Apply when duplicating/moving clips, copying ranges, building variants, tightening or restructuring a cut, editing selects, or generating an editorial changelist/turnover — live in a running Resolve OR offline against .drt timeline files. Routes to the live edit tools, the offline editorial tools, and the project's editorial craft guidance.
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samuelgursky Bundle Release CheckWalk through a version bump and release for the DaVinci Resolve MCP server — version selection, every file that needs updating, required validation, tag, and GitHub Release.
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samuelgursky Skill Resolve AudioAudio and Fairlight work in the DaVinci Resolve MCP. Apply when setting audio properties, syncing audio, isolating voice, generating subtitles, planning Fairlight track/bus layouts, checking loudness, routing buses, or splitting/trimming/converting audio — live in a running Resolve OR offline. Routes to the live audio tools, the offline audio planning/bus-routing tools, and the Fairlight kernel.
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samuelgursky Skill Resolve ColorColor grading and look work in the DaVinci Resolve MCP. Apply when grading, correcting, matching shots, developing looks, or applying/modifying LUTs, CDLs, DRX grades, or copied grades — live in a running Resolve OR offline against .drx/.drp files. Routes to the live Python color tools, the offline advanced grading/QC catalog, and the project's color craft guidance.
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samuelgursky Skill Resolve FusionFusion composition work in the DaVinci Resolve MCP. Apply when building or editing Fusion comps — titles, motion graphics, VFX, merges, masks, trackers — on a timeline item live in a running Resolve OR authoring a .comp declaratively offline. Routes to the live fusion_comp tools and the offline fusion authoring tool.
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samuelgursky Skill Resolve ConformConforming, relinking, and finishing prep in the DaVinci Resolve MCP. Apply when importing/relinking editorial, checking a conform against a reference, repairing reversed/retimed subclips, tracing grades across a re-conform, building relink plans, or QCing a conformed timeline frame-by-frame — live in a running Resolve OR offline against .drt/.drp files and the project DB. Routes to the live conform tools, the offline conform QC engine, and the online-editor craft skill.
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samuelgursky Skill Resolve DeliveryDelivery, rendering, and deliverable QC in the DaVinci Resolve MCP. Apply when preparing render jobs, validating render settings, QCing a finished render against a spec (video/loudness/blanking/completeness), building or reconciling a render manifest, expanding texted/textless/stems/slate deliverables, verifying media ingest, or producing a provenance/episode report — live in a running Resolve OR offline against rendered files and the project DB. Routes to the live render tools, the offline deliverable/media/provenance tools, and the deliverables craft skills.
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samuelgursky Skill Resolve Rough CutAssembling a short-form social rough cut from raw behind-the-scenes or vlog footage in the DaVinci Resolve MCP. Apply when asked for a rough cut, first cut, assembly, or "make me a timeline" from a folder of footage — day-in-the-life, BTS, process, or product-shoot material destined for Reels, TikTok, or Shorts. Covers ingest, shot finding at scale, vertical timeline setup, and gapless assembly.
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samuelgursky Skill Resolve Media PoolMedia pool ingest and organization in the DaVinci Resolve MCP. Apply when importing media, building multicam timelines, organizing/relinking clips, normalizing metadata, setting clip marks, or verifying/inventorying a card before ingest — live in a running Resolve OR offline. Routes to the live media_pool tools and the offline media front-end tool. For reading/analyzing footage content use resolve-media-analysis; for deliverable-side media QC use resolve-delivery.
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samuelgursky Skill Resolve Media AnalysisMedia intelligence layer for the DaVinci Resolve MCP. Uses FFprobe, FFmpeg, and optionally Whisper to READ and ANALYZE source media — never modify, transcode, convert, or create derivatives. Provides the MCP with full context of what footage actually is so it can take informed actions within Resolve.
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rohunvora-my-claude-skills Bundle Prompt EngineeringUse this skill when writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improving LLM outputs, or designing production prompt templates.
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 firecrawl-mcp, craftsman-agent-build-plans, mcp-server-chart. 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.