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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samber Bundle Oss GovernanceChooses and documents an open-source project's governance model - decision rights, maintainer roles and promotion, voting and consensus rules, conflict escalation, succession, trademark and asset control, and whether to join a foundation or fiscal host. Use whenever someone asks who decides in their project, wants to write or fix a GOVERNANCE.md, is adding or removing maintainers, worries about bus factor or a single-vendor-controlled project, faces a deadlocked or contested decision, or is preparing a foundation donation - even if they only say the project has no rules. Covers solo, company-backed and multi-vendor projects. Not license, CLA or DCO choice - use samber/developer-relations-skills@oss-license-strategy. Never legal advice.
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seryozh Bundle Prism TeamCast, fuse, and coordinate the smallest useful combination of five reusable thinking roles: Green for systems architecture, Yellow for creative exploration, Blue for exact building, Red for adversarial QA, and Violet for meta-thinking. Use to route one active task when different temperaments, color cooperation, a multi-color subagent, separated builder and critic passes, or visible bounded handoffs would materially improve the result; or when the user asks for the colored agents, Prism Team, color combinations, a role deck, a card game, or agents with personalities. This skill owns active-run casting and role handoffs. It does not redefine completion, which belongs to own-the-outcome, or design a durable organization, which belongs to department-making. Do not use for a clear low-stakes task one agent can finish reliably.
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seryozh Bundle Discuss FirstTalk one decision through in short, natural turns before building. Use when the user says to discuss or plan first, asks the agent to wait or keep it short, says they do not understand, asks a question instead of giving a work order, or is still shaping a direction that needs their approval. Do not use after the user has clearly approved a build or asked for a concrete artifact.
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hfzz01 Bundle Omp Browser用浏览器打开网页、操作内部系统或后台管理页面时使用。涉及页面导航、表单填写、点击按钮、抓取页面内容、截图核对视觉稿时触发。
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seryozh Bundle Linkedin ControlRead and operate LinkedIn from an agent by driving the user's own logged-in browser, because LinkedIn cannot be fetched or scraped from outside a session. Use when a task needs a LinkedIn profile, company page, post, comment thread, activity history, connection list, invitation queue, inbox, search result, or Sales Navigator record; when drafting a connection note, DM, comment, or post that a human will send; or when a LinkedIn selector, click, or extraction just broke. Covers the shadow-DOM layout, the durable addressing attributes, the wrong-person targeting hazard, the rate and policy limits, and the failure catalogue. Do not use for sending at scale or for bulk data collection.
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seryozh Bundle Department MakingDesign, simplify, and validate recurring or durable agent-department systems for a real job, business function, project, or repeated workflow. Use when someone asks to create an agent organization, decide between skills, subagents, chats, shared state, and automations, define stable handoffs and authority, or repair an overcomplicated multi-agent design. Do not use merely to coordinate one active task or cast the five Prism roles; use prism-team for that. This skill designs the operating system and pilot, not the current run's completion claim.
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seryozh Bundle Blue Exact BuilderConvert an accepted specification into a deterministic working artifact and prove it on the judged surface. Use when requirements and acceptance criteria are settled and an agent must implement code, documents, data, configurations, designs, or other deliverables exactly; repair a failed build without redesigning it; or replace completion claims with reproducible verification. Do not use while material product, policy, or creative direction is unresolved.
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seryozh Bundle Red Adversarial QAPerform strict, read-only adversarial QA of artifacts and their completion claims. Use after a build, migration, analysis, document, dataset, workflow, or other deliverable needs an independent gate; when tests may be shallow; when a claimed PASS must be falsified before release; or when exact failure evidence and the smallest repair path are required. Never use this role to edit the target or silently repair it.
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seryozh Bundle Green Systems ArchitectStructure messy systems, requirements, operations, or research evidence into a coherent, evidence-grounded blueprint with explicit boundaries, components, interfaces, dependencies, failure traces, and acceptance checks. Use when an agent must design or repair a system model, research architecture, process, specification, responsibility map, evidence map, or multi-part plan whose relationships matter. Do not invoke for simple work that is already clear and can be completed directly without added structure.
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cnfjlhj Bundle Prompt Polisher 2Use when the user explicitly wants rough notes, voice transcription, or stream-of-consciousness instructions rewritten into a clean reusable prompt for another model or for later execution. Do not use this just because the input is messy; use input-triage when the job is to separate goals, claims, and options.
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cnfjlhj Bundle Skills Governance 2Use when auditing a large local skill collection, identifying duplicate or imported skills, comparing skill roots, or deciding what to keep, disable, or archive across Codex and adjacent agent skill directories.
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lumoslab-innovation Bundle OpenhunterUse OpenHunterAI to prepare and run authorized web, API, and AI/LLM application security assessments from a local workspace. Use when asked to red-team an owned application, configure OpenHunterAI locally, verify target scope, investigate scan findings, or turn evidence into fixes and retests.
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theaoproject Bundle Ao Outfit PinCreate a white Canva outfit pin from items in AO Products, reuse a consistent generated male model, verify product labels, and publish to an existing seasonal Pinterest board. Try Canva first and upload directly to Pinterest if Canva publishing fails. Use for The AO Project outfit pins, not retailer product capture or unrelated designs.
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nktznl Bundle SkillwiseFinds the Agent Skills that would actually help the project you are working in right now, and audits them before you trust them. Profiles the codebase, derives the gaps, searches the live ecosystem (the skills.sh registry, GitHub, curated indexes), reads each candidate's real SKILL.md, and installs only what the user approves. Use this skill whenever the user asks which skills, plugins or agents they should be using; asks to improve the productivity, quality, speed or reliability of their agent setup; asks what is missing from their Claude Code / Agent SDK configuration; says things like "suggest skills", "what skills for this repo", "quali skill mi servono", "find me a skill for X", "optimize my setup", "make Claude better at this project"; or asks whether a particular skill is safe to install. Also use it proactively after you notice yourself repeatedly hand-rolling a workflow that a packaged skill would cover. Do not use it to author a new skill from scratch (that is skill-creator's job), or to answer a on
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port-labs Bundle Port BlueprintsModel a Port context lake data model using blueprints, defining identifiers, titles, icons, properties, relations, and calculation, mirror, or aggregation properties, then author them with the raw Port API. Use when asked to create a Port blueprint, define a Port data model, add a property to a blueprint, relate two blueprints, add a calculation property, add a mirror property, or add an aggregation property.
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port-labs Bundle Port Context LakeDesign and build a Port context lake: a connected, semantically-rich data model of blueprints, relations, and mirror/aggregation properties that AI agents, scorecards, and workflows can query and act on, not just a plain software catalog. Use when asked to 'build a context lake', 'design a Port data model for AI agents', 'set up the engineering intelligence data model', 'connect services to teams and orgs in Port', 'model our org hierarchy in Port', or 'why can't Port AI answer questions about our org structure'.
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port-labs Skill Port Getting StartedSet up Port and connect it to your coding agent: sign up for a Port account, install Port's MCP server, and optionally the Port CLI. Use when asked to 'get started with Port', 'set up Port', 'connect Port MCP', 'install the Port MCP server', 'how do I use Port from Claude Code/Cursor/VS Code', or before using any other skill in this repo for the first time.
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yimao1234 Bundle Guoman Longtake Prompt3D 次世代国漫「大场景一镜到底长镜头」提示词引擎。三种输入都能接:正向生成(场景与主体 → 长镜头提示词)、反向反解(一段成片 → 复现同类镜头)、静帧反推(一张概念图 → 以 bookend 首尾同机位生成)。覆盖:实拍级真实感锚定、世界考据材质、活人世界人群、主体动律与反僵化律、机位锚定与动机运镜、缝合预算与前景遮挡过渡、高度剖面、段间首尾帧接续、选择性声音设计、文字叙事分层。当用户要求写大场景长镜头 / 一镜到底 / 航拍跟随 / 场景巡游 / 穿越镜头 / 运镜设计,或提到 IMAX 级画质、超宽银幕、丁达尔、空气透视、斯坦尼康、越肩跟随、丝滑过渡、首帧承接、将出未出,或要求「照这个视频写一段同款」「按这张图生成」时使用。
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pykkkkk Bundle Top Journal PolishTop-journal academic translation and writing polish for economics, management, and quantitative social science. Targets AER, QJE, JPE, Econometrica, MS, JFE, RFS, JEEA, REStud and comparable SSCI outlets. Handles Chinese-to-English and English-to-Chinese translation with strict causal-inference / econometrics terminology, and polishes abstracts, introductions, empirical-results sections, robustness checks, mechanism analyses, and conclusions to match top-journal editorial conventions. Trigger phrases include: 翻译, 润色, polish, translate, AER/QJE/MS writing, 顶刊改写, 学术英语, 实证写作, 摘要修改, 引言润色, etc.
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dnswd Skill Setup OAUTHGuide the user through setting up Notion MCP with OAuth authentication
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dnswd Bundle Workspace ExplorerExplore and navigate Notion workspaces via MCP. Use when searching for pages, understanding database structure, finding content, creating or updating pages/databases, or managing Notion workspace content. Triggers when user asks about Notion, mentions Notion pages/databases, wants to find something in their wiki, update a page, add rows to a tracker, query a database, check meeting notes, or when the Notion MCP server is connected. Even if the user doesn't say 'Notion' explicitly — if they mention a wiki, knowledge base, or workspace page, this skill likely applies.
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port-labs Bundle Port Skill CreatorAuthor a new Agent Skill for this repo (port-labs/port-skills): scaffold the skills/port-<name>/ directory, write valid frontmatter, structure the body as a short router into references/ and assets/, validate it, and regenerate the README index. Use when asked to create a new Port skill, add a skill to this repo, help me write a SKILL.md, contribute a skill, port an internal Port AI skill to this repo, or fix a skill that fails validate-skill.js.
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port-labs Bundle Port Install IntegrationGuide a user through installing a new Port data-source integration end-to-end and populating the software catalog with the right data model and mapping. Use when asked to 'connect a new integration', 'install GitHub/Jira/PagerDuty/etc. in Port', 'add a data source', 'sync external tool data into the catalog for the first time', or 'set up a new Ocean integration'. For mapping-only edits on an already-connected integration, or sync failures after setup, use the parent `port-integrations` skill instead.
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yuan-aaa-2333 Bundle Windows Bulk RelocationUse when moving applications, data directories, caches, or whole code trees to another drive on Windows while everything must keep working — relocating an agent's own data, migrating program installs, consolidating scattered projects onto one disk, or reclaiming space on C:. Covers copy→verify→junction (never cut-paste), the audit that catches silent file loss, robocopy /MOVE traps, hardlink double-counting, and the elevation cases that need a self-elevating handover script.
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yuan-aaa-2333 Skill Refactor Verified Against ReferenceUse when restructuring code that already works and whose numerical output must not change — turning research/competition scripts into a configurable package, merging duplicated implementations that drifted apart, generalizing a one-off model so a different case can use it, or producing code deliverables (software-copyright source listings, handover packages) from throwaway scripts. Covers the read-only original, cross-validating against the reference implementation to bit-equality, extracting the single source of truth for the objective, and the failure modes that only appear months later.
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mentio-dev Skill Reddit MorningThe daily Reddit routine through the Mentio MCP server. Finds yesterday's Reddit questions and buying signals for the product named in CLAUDE.md with a fit verdict, drafts replies for the ones the user picks under the reply rules, and marks them done or ignored when the user says so. Use it when the user says "reddit morning", "run the routine", or asks what is worth answering on Reddit today.
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kentico Skill Migrate Content AuditAudits a Kentico Xperience 13 (KX13) project's content model based on the project's database and generates structured Markdown and JSON reports. Use when the user asks to audit, analyze, export, or inspect a KX13 database, content model, page types, content tree, forms, custom tables, or page builder usage.
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curiositech Bundle Cost Verification Auditor 2Audit LLM token cost estimates against actual API usage. Activate on 'cost verification', 'token estimate accuracy', 'API cost audit', 'estimation variance'. NOT for pricing lookups, budget planning, or cost optimization strategies.
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curiositech Bundle Ml System Design Interview 2Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring. Use for L6+ design rounds, ML architecture whiteboarding, system design practice, serving tradeoff analysis. Activate on "ML system design", "ML interview", "recommendation system design", "RAG architecture", "feature store design", "model serving". NOT for coding interviews, behavioral questions, ML theory quizzes, or paper implementations.
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curiositech Bundle Anthropic Technical Deep Dive 2Prepare for Anthropic-specific technical interviews covering Constitutional AI, RLHF, interpretability, scaling laws, MCP, agentic systems, and AI safety. Activate on "anthropic interview", "constitutional AI prep", "alignment interview", "safety interview", "RLHF opinion", "interpretability prep", "anthropic technical". NOT for general ML interview prep, system design interviews, coding challenges, or behavioral interview practice.
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curiositech Bundle Metal Shader Expert 220 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects. Expert in MSL shaders, PBR rendering, tile-based deferred rendering (TBDR), and GPU debugging. Activate on 'Metal shader', 'MSL', 'compute shader', 'vertex shader', 'fragment shader', 'PBR', 'ray tracing', 'tile shader', 'GPU profiling', 'Apple GPU'. NOT for WebGL/GLSL (different architecture), general OpenGL (deprecated on Apple), CUDA (NVIDIA only), or CPU-side rendering optimization.
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hetpatel-11 Skill Edit Premiere Project 2Inspect, edit, verify, and export an open Adobe Premiere Pro project through the local Premiere MCP Bridge.
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vapiai Bundle Create Tool 2Select, define, create, inspect, update, attach, detach, and verify reusable Vapi tools through the public API. Use for native call-control tools, supported provider integrations, API Request tools, custom function tools, MCP tools, tool messages, credentials, or configuration-preserving assistant attachment changes.
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vapiai Bundle Create Squad 2Design, create, update, and verify Vapi Squads and documented handoff tools through the public API. Use for choosing a single assistant versus a multi-assistant Squad, persistent or transient members, entry-member ordering, specialization boundaries, context engineering, variable extraction, model-specific handoff patterns, assistant-version pins, and safe Squad updates.
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vapiai Bundle Create Assistant 2Design, create, or validate saved and transient Vapi voice assistants. Use for new phone or web agents, production system prompts and first messages, saved-versus-transient architecture, model/voice/transcriber selection, multilingual compatibility, existing tool attachment, native call-control tools, assistant hooks, and Create Assistant API validation errors.
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curiositech Bundle Recursive Synthesis 2Orchestrate multi-agent collaborative document synthesis through 6 phases - Divergence, Synthesis, Commentary, Consolidation, Reality Check, Final Merge. Produces authoritative founding documents from complex multi-perspective inputs. Use for constitutional documents, architecture decisions, organizational charters, or any document requiring rigorous multi-perspective synthesis. Activates on "synthesize document", "multi-agent authorship", "collaborative synthesis", "founding document", "architecture document", "recursive synthesis", "constitutional document", "multi-perspective document". NOT for simple document writing, single-author tasks, quick summaries, or documents that don't require adversarial review.
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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 oss-governance, prism-team, discuss-first. 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.