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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emasoft-ai-maestro-integrator-agent Bundle Amia Kanban OrchestrationUse when managing GitHub Kanban boards. Trigger with board state, card move, or completion requests. Loaded by ai-maestro-integrator-agent-main-agent.
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emasoft-ai-maestro-integrator-agent Bundle Amia Integration ProtocolsUse when composing inter-agent handoff payloads, session state snapshots, multi-agent coordination protocols, or referencing shared message templates / record-keeping formats. Trigger with handoff, delegation, acknowledgment, completion report, blocker escalation, or routing decision requests. Loaded by ai-maestro-integrator-agent-main-agent.
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emasoft-ai-maestro-integrator-agent Bundle Amia Git Worktree OperationsUse when processing parallel PRs. Trigger with git worktree or parallel development requests. Loaded by ai-maestro-integrator-agent-main-agent.
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azure-azure-sdk-for-js Bundle Apply Post Emitter EditsApply language-specific post-emitter fixes to ai-projects after a TypeSpec regeneration writes directly into src/ and generated/. Use when reviewing the working-tree diff from `npm run generate:client`, validating the SDK diff against upstream TypeSpec commit descriptions, enforcing protected-file rules, reverting unwanted emitter changes (renames, parameter shapes, model deletions), and preparing the package for build verification. Runs after the regenerate-from-typespec skill.
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shanepadgett Bundle Agent BrowserBrowser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction.
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yuki001 Bundle Gpt ImageExecute image generation, editing, and chroma-key transparent-background workflows with GPT Image 2 / gpt-image-2 through the bundled scripts. Use when GPT Image is the selected backend and a supplied prompt or edit instruction must be executed for text-to-image generation, reference-image editing, multi-reference editing, masked inpainting, or chroma-key background removal. Treat the supplied prompt as authoritative; this skill does not search prompt galleries, choose art direction, or perform general prompt planning.
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yuki001 Bundle Game ArchitectREAD this skill when designing or planning any game system architecture — including combat, skills, AI, UI, multiplayer, narrative, or scene systems. Contains paradigm selection guides (DDD / Data-Driven / Prototype), system-specific design references, and mixing strategies. Works as a domain knowledge plugin alongside workflow skills (OpenSpec, SpecKit) or plan mode of an agent.
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yuki001 Bundle Animation ShaderREAD this skill when implementing or configuring animation-style shaders (Toon/Cel Shaders) — including outlines, rim lighting, toon shading, MatCap, emission, dissolve, hatching, or any stylized rendering effect. Contains preset styles and feature-to-reference mappings for lilToon, Poiyomi, UTS2, RToon, SToon, and ToonShadingCollection. Works as a domain knowledge plugin alongside workflow skills (OpenSpec, SpecKit) or plan mode of an agent.
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onmax Bundle Agent BrowserAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.
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shanepadgett Bundle Skill CreatorCollaboratively design and author agent skills with correct frontmatter, naming, and placement conventions.
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sddevelopment-be Skill DelegateDelegate task to specialist agent when expertise required: Initialize as specialist (Planning Petra, Backend Benny, Architect Alphonso, etc.) OR spawn sub-agent if available. Use when task requires specialized knowledge in agent's core focus area.
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sddevelopment-be Skill New AgentPrompt to request creation of a new specialized agent (Manager Mike runs it)
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emasoft-ai-maestro-integrator-agent Bundle Amia Github Issue OperationsUse when managing GitHub Issues including creation, labels, milestones, assignees, and comments using gh CLI. Trigger with create issue, set labels, assign milestone. Loaded by ai-maestro-integrator-agent-main-agent.
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emasoft-ai-maestro-integrator-agent Bundle Amia Multilanguage Pr ReviewUse when reviewing PRs in multilanguage repositories. Routes reviews to appropriate language checkers. Trigger with /review-multilang [PR_NUMBER]. Loaded by ai-maestro-integrator-agent-main-agent.
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emasoft-ai-maestro-integrator-agent Bundle Amia AI Pr Review MethodologyUse when performing structured AI-driven PR reviews — 8-dimensional rubric (correctness, security, performance, test coverage, maintainability, docs, style, dependencies) with verdict ladder (approve/request-changes/comment) and severity classification. Trigger with /amia-ai-pr-review, 'review this PR', or any PR-evaluation request. Loaded by ai-maestro-integrator-agent-main-agent.
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emasoft-ai-maestro-integrator-agent Bundle Amia Github Thread ManagementUse when managing PR review threads. Reply does NOT auto-resolve threads. Trigger with /manage-threads. Loaded by ai-maestro-integrator-agent-main-agent.
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yuki001 Bundle Slice Video FramesExtract ordered still-image frames from local video files with FFmpeg, using a fixed FPS, an exact frame count, explicit timestamps, or every source frame; optionally remove a flat chroma-key background and emit timing metadata. Use for video-to-frame conversion, animation frame sampling, contact-sheet inputs, sprite animation source frames, dataset frames, thumbnail sequences, or any request to split MP4, WebM, MOV, MKV, AVI, or other FFmpeg-readable video into PNG, WebP, or JPEG images.
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yuki001 Bundle Game Image Generation RulesPlan, generate, inspect, vision-evaluate, refine, and package images and visual assets for game development through a backend-agnostic production loop. Use for PNG or SVG props, icons, characters, environments, tiles, UI, HUD/gameplay screens, VFX, transparent cutouts, concept or worldbuilding boards, sprite sheets, static sprite collections, or animation frames; especially when the task needs batch generation, native prompts or ComfyUI/Stable Diffusion Danbooru tags, reference consistency, background removal, format validation, or iterative quality scoring. This skill orchestrates available image, image-edit, vision, SVG, MCP, local, and host-native tools without requiring a specific generator.
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yuki001 Bundle 3d Model Generator By ThreejsGenerate procedural 3D models from natural-language requests by writing a constrained buildModel(ctx) module that uses Three.js, bundled builders and helpers, deterministic validation and export scripts, PNG previews, and optional browser visual review. Use when needs to create, revise, export, or visually audit programmatic 3D assets in GLB, glTF, OBJ, or STL without Blender or another DCC tool.
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onmax Bundle Skill CreatorGuide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends an agent's capabilities with specialized knowledge, workflows, or tool integrations.
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goern Bundle Enable Semantic ReleaseGrant b4mad-release-agent what it needs to run semantic-release on a Forgejo repo, install `just release`/`just preflight` into that repo's justfile and a short how-to into its AGENTS.md, then print the oc command that runs the release. Use when asked to "enable semantic-release for <repo>", to onboard a repo to the release Job, to add release targets to a justfile, or when a release push is rejected with "not allowed to push to branch".
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sddevelopment-be Skill Architect AdrPrompt for Architect Alphonso to perform analysis and draft a Proposed ADR
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sddevelopment-be Skill Bootstrap RepoPrompt for Bootstrap Bill to bootstrap a cloned repository for local/project context
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sddevelopment-be Skill Editor RevisionPrompt for Editor Eddy to revise a draft document using lexical analysis artifacts
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sddevelopment-be Skill Lexical AnalysisPrompt for Lexical Larry to perform a lexical style diagnostic and minimal diff pass
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sddevelopment-be Skill Automation ScriptPrompt for DevOps Danny to generate an automation script based on requirements or direct prompt
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sddevelopment-be Skill Approach Trunk Based Development For Agent First WorkflowsTrunk-based development (TBD) is a branching strategy where all developers (agents and humans) commit frequently to a single shared branch (`main`), with short-lived feature branches (<24 hours) us...
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sddevelopment-be Skill Tooling Setup Best PracticesThis approach describes best practices for setting up, configuring, and maintaining development tooling to support agent-augmented development. It provides a framework for tool selection, configura...
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sddevelopment-be Skill Work Directory Orchestration ApproachProvide a single, precise reference for the file-based asynchronous orchestration model that powers the `work/` directory. The approach keeps exploratory and operational work visible inside Git by ...
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sddevelopment-be Skill Test Readability And Clarity Check ApproachThe Test Readability and Clarity Check is a dual-agent validation approach that assesses whether a test suite effectively documents system behavior by reconstructing system understanding purely fro...
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daloopa-daloopa-plugin-claude Skill SetupVerify Daloopa MCP connection and show available skills
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awslabs-cli-agent-orchestrator Bundle Cao MCP AppsEnable, operate, and extend CAO's MCP Apps surface — the host-rendered fleet dashboard visible inside MCP App hosts (Claude Desktop, ChatGPT, VS Code Copilot, Goose, Postman). Use when the user says "enable MCP Apps in CAO", "the ui://cao views aren't rendering", "rebuild MCP Apps bundles", "add a new ui://cao/* view", or "configure the MCP Apps OAuth scope layer". Operates on the CAO_MCP_APPS_ENABLED surface and cao_mcp_apps/ build system. Not for the localhost:9889 browser dashboard, not for plugins, providers, or session management.
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awslabs-cli-agent-orchestrator Bundle Cao ProviderCreate a new CLI agent provider for CAO (CLI Agent Orchestrator). Use this skill whenever the user wants to add support for a new CLI-based AI agent (e.g., a new coding assistant CLI), integrate a new provider, or scaffold a provider implementation. Also use when the user asks about the provider architecture, what files to modify, or how providers work in CAO.
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awslabs-cli-agent-orchestrator Bundle MCP Apps BuilderLoad the official MCP Apps builder skills (create-mcp-app, migrate-oai-app, add-app-to-server, convert-web-app) from github.com/modelcontextprotocol/ext-apps. Use when the user says "build an MCP App", "add a ui:// view to my MCP server", "create an interactive MCP App from scratch", "migrate from OpenAI Apps SDK to MCP", or "turn my web app into a hybrid MCP App". Targets the MCP Apps SDK (SEP-1865 ui:// resources) specifically. Not for regular web frontends, REST APIs, CAO provider adapters, SKILL.md authoring, or plugins.
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awslabs-cli-agent-orchestrator Skill Cao Agent RoutingFind and select the best installed CAO agent profile for a task before delegating with assign or handoff. Use when a supervisor needs to route coding, documentation, infrastructure, review, research, or other specialist work and the user has not already chosen an agent profile.
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awslabs-cli-agent-orchestrator Skill Cao Session ManagementInteract with CAO (CLI Agent Orchestrator) — launch multi-agent sessions, check status, send follow-up instructions, unblock stuck terminals, or shut down sessions. Use when working with CAO sessions in any capacity.
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 amia-kanban-orchestration, amia-integration-protocols, amia-git-worktree-operations. 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.