AI Ml AI Skills

14,875 open-source AI Ml AI skills that teach any AI model a new workflow.

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infranodus logo

Ontology Generator

infranodus
Organization

Generate comprehensive ontological knowledge graphs in [[wikilinks]] syntax for InfraNodus visualization. Use when the user requests to create an ontology, extract entities and relationships from…

31
124
Instructions
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Wide-Moat logo

Skill Creator

Wide-Moat
Organization

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Assistant's capabilities with specialized knowledge,…

29
123
5 files
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adand-91 logo

Requirement Ledger Workflow

adand-91
Community

FIRST RESPONSE CONTRACT for one selected Chinese project: a takeover's first visible text, including any required Skill-use announcement, must begin exactly `可以接管。`; a progress request's complete…

7
123
2 files
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SAP logo

Genai Hub Orchestration

SAP
Organization

Configure and use the SAP AI Core Orchestration service: build prompt templates, add content filtering, set up document grounding (RAG) pipelines, and call models via the Harmonized API. WHEN: user…

28
123
6 files
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Houseofmvps logo

Clone Patterns

Houseofmvps
Community

Learn From the Best — analyze patterns from any codebase and apply them to yours. Use when user wants to adopt best practices from another repo, compare code quality, or learn how top projects are…

14
122
Instructions
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Ormus-Solutions logo

Jungian Archetypes

Ormus-Solutions
Organization

The twelve Jungian brand archetypes mapped to UI structure: layout, typography, motion, and interaction patterns for each. Use when a brand or product is framed as an archetype (Hero, Sage, Rebel,…

17
122
1 files
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ceilf6 logo

Gitnexus Guide

ceilf6
Community

Use when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. Examples: "What GitNexus tools are available?",…

19
120
Instructions
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ollygarden logo

Otel Declarative Config

ollygarden
Organization

OpenTelemetry declarative YAML configuration for SDK setup. Use when configuring OpenTelemetry SDK providers (tracer, meter, logger), setting up OTLP exporters, defining sampling strategies, or…

13
119
7 files
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mblode logo

Autoship

mblode
Community

Runs a changesets npm release through the version PR, CI publish, and registry verification. Use when asked to "release this package", "autoship", "merge Version Packages", or diagnose a release that…

11
118
4 files
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crane-in-clear-sky logo

Ardot Design To Code

crane-in-clear-sky
Community

"Use this skill for Ardot canvas tasks that convert a design into frontend code, or extract a design system / style guide from a website. Covers: design-to-code, design → HTML/CSS/JS, export as…

5
118
Instructions
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QSong-github logo

DDInter

QSong-github
Community

Query the DDInter drug-drug interaction database. Use whenever the user asks about drug-drug interactions, DDI severity levels, or wants to look up interactions for a drug name or DDInter ID.

3
118
4 files
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roedyrustam logo

Affective Computing Emotion Ai

roedyrustam
Community

Affective computing, emotion AI, and multimodal sentiment analysis / Komputasi afektif, AI emosional, dan analisis sentimen multimodal.

27
117
Instructions
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aakashg logo

Prompt Engineer

aakashg
Community

Use when the user asks to improve, optimize, rewrite, debug, or shorten a prompt, or asks why a prompt is producing bad output. Do NOT use for writing a Claude Code SKILL.md — that needs skill…

35
116
1 files
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llopresto87 logo

Brainstorm Socratic

llopresto87
Community

The Socratic questioning technique that converges a vague goal — question selection, one-to-three-per-turn pacing, the reflect-every-two-answers cadence, the nine-question hard cap, and the…

6
113
Instructions
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vincentkoc logo

Codex Goal Mining

vincentkoc
Community

Mine structured Codex /goal history locally or across a configured machine fleet, measure active goal time and resumed thread spans, identify unfinished and recurring semantic runs, and turn them into…

9
112
6 files
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emanueleielo logo

State Management

emanueleielo
Community

State management patterns - Zustand, Jotai, Context

25
111
Instructions
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cognyai logo

Ad Kill Rules

cognyai
Organization

Enforce a pre-declared evidence bar on every ad — after it spends enough, pause it if it misses (e.g. CTR < 1% or cost per lead over cap) across Meta, TikTok, LinkedIn, Google and Bing — as a dry-run…

15
111
Instructions
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cometchat logo

Cometchat Android V6 Calls

cometchat
Organization

Add voice and video calling to an Android v6 CometChat app — the Calls SDK dependency, the settings-file calling toggle, call buttons in the message header, a global incoming-call listener,…

2
109
Instructions
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iurykrieger logo

Gdoc To Markdown

iurykrieger
Community

Internal 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…

9
109
1 files
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lploc94 logo

Configure Raw

lploc94
Community

Use to explain, edit or diagnose Raw configuration through files, CLI or dashboard, including package bindings, models, agents, prompts, UI, vars, limits and policy. Use creation skills for new assets…

14
107
3 files
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lynxlangya logo

Anchor Vet

lynxlangya
Community

Evidence-gated diff review for PRs, branches, commit ranges, staged code changes, and merge readiness checks. Use when an AI reviewer must review a concrete git-anchored diff, judge whether code is…

18
106
4 files
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HermeticOrmus logo

Design Masters

HermeticOrmus
Community

Deep knowledge of legendary designers and their enduring contributions. Learn from Saul Bass, Massimo Vignelli, Dieter Rams, Paula Scher, and others whose work defines excellence. Use when seeking…

18
104
1 files
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indiesoftby logo

Defold Examples Fetch

indiesoftby
Organization

Fetches Defold code examples by topic. Use when looking for practical implementation patterns, sample code, or how to do something specific in Defold.

10
104
Instructions
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serversathome logo

Deploy App

serversathome
Organization

Stand up a NEW containerized app or compose stack on a docker host. Use whenever the user wants to deploy, install, add, spin up, or "set up" a new container or stack (Jellyfin, Radarr, Sonarr,…

4
104
Instructions
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aspenkit logo

Claude Runner

aspenkit
Organization

Claude/Codex CLI execution layer — prompt loading, stream-json parsing, file output extraction, path sanitization, skill file writing, and skill rule generation

7
102
Instructions
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friday-platform logo

Composing Context

friday-platform
Organization

Internal pattern guide for composing turn-local retrieval-gated context into a synthetic user-message preface. Documents the `composePreface` helper in `@atlas/core/agent-context/compose-preface`.…

5
102
Instructions
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duyunzhoudyz logo

Dyz Med Data Adequacy

duyunzhoudyz
Community

在统计分析和论文写作前检查医学数据能否支持计划问题、模型和论断,产出数据充分性报告、异常清单、待临床 确认问题及可接受的分析范围。当用户问“这些数据够不够”“能支持什么结论”或准备分析前需要数据把关时使用; 实际建模交给 dyz-med-analyze,已有统计结果的临床解释交给 dyz-med-interpret,不能据此承诺期刊或分区。 Use to assess medical…

1
102
4 files
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62656456 logo

Ai Short Drama Production

62656456
Community

将 AI 短剧、漫剧、剧情短视频从故事意图独立编排为可控生产任务。适用于剧本钩子、人物/场景/道具资产、场面调度图、布光图、打戏、草图转镜头与生成前 QC;全部必要合同随本 Skill 打包。

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101
5 files
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denoland logo

Deno

denoland
Organization

Use when writing, running, configuring, reviewing, or debugging code in a Deno project, or when scaffolding a new one. Covers dependency management with deno install and deno add, package.json and…

8
99
1 files
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AccessLint logo

Accessibility Inspect

AccessLint
Organization

One page, hands-on manual tier — drive a live page through the web accessibility (a11y) checks a rule engine can't decide: keyboard operation and focus order, screen-reader names, roles and states…

14
99
1 files
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thiientv logo

Behavior Validation

thiientv
Community

Validates a running application, CLI, API, service, or generated artifact as a user or operator against a prewritten observable behavior contract while remaining source-blind. Use for acceptance…

76
99
2 files
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travisjneuman logo

Ai Policy Generator

travisjneuman
Community

AI governance policy creation for nonprofits and enterprises with frameworks, risk assessment, ethical guidelines, and compliance templates. Use when drafting AI usage policies, responsible AI…

22
98
Instructions
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youdotcom-oss logo

You Discover

youdotcom-oss
Organization

Plan and build agents, apps, or harnesses with You.com Search, Contents, Research, Finance, and other agentic resources found through the `you-discover` tool. Use when designing an integration —…

16
98
6 files
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NVIDIA-TAO logo

Tao Run Automl Deft Pipeline

NVIDIA-TAO
Organization

Run the canonical NVIDIA AOI three-phase training pipeline — Phase 1 AutoML baseline (HPO), Phase 2 DEFT loop (RCA → SDG → mining → plain-train retrain), Phase 3 AutoML refinement on the…

28
98
8 files
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wasintoh logo

Design Craft

wasintoh
Community

Constraint + process skill for UI that reads "designed", not "AI-generated". Mandatory two-pass process (token plan grounded in the subject's world + ONE signature element, then self-critique) whose…

19
96
2 files
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dralkh logo

Arbor

dralkh
Community

Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper.…

5
96
5 files
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wquguru logo

English Swe Daily

wquguru
Community

Daily English expression coach for intermediate software engineers. Use this skill whenever the user wants to improve their spoken or written English in a software engineering work context —…

7
94
1 files
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microwind logo

数据验证与序列化

microwind
Organization

当处理数据验证和序列化时,分析验证策略,优化数据完整性,解决数据格式问题。验证数据架构,设计验证规则,和最佳实践。

25
93
2 files
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toroleapinc logo

Brain Join

toroleapinc
Community

Join an existing brain sync network from another machine. Pulls the consolidated brain and merges with any local state.

23
92
Instructions
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SummerEngine logo

Ambient Bed

SummerEngine
Organization

Generate a long looping location ambience (forest, dungeon, city, cave) on the Ambient bus.

8
91
1 files
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FrancoStino logo

20 Andruia Niche Intelligence

FrancoStino
Community

Usar tras definir el sector de un proyecto: prepara un dossier en español con contexto, normas aplicables, patrones UX y riesgos, distinguiendo fuentes verificadas de hipótesis.

12
90
Instructions
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Desko77 logo

1c Bsp Registration

Desko77
Community

Добавить функцию регистрации БСП (СведенияОВнешнейОбработке) в модуль объекта обработки

17
88
1 files
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jmagar logo

Homelab Setup

jmagar
Community

Interactive credential setup wizard for claude-homelab. Use when the user wants to configure credentials, set up a new service, update API keys, or run initial setup after installing the homelab-core…

11
87
Instructions
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smixs logo

Mentor

smixs
Community

Generate an /insights-style HTML report across MANY of your agent coding sessions (Claude Code and OpenAI Codex): what you work on, how you use the agent, your wins, your friction points, and concrete…

1
86
5 files
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kucherenko logo

Drill Tdd

kucherenko
Community

Use when implementing any feature or bugfix — enforces the Red-Green-Refactor drill with no production code allowed without a failing test first

10
86
Instructions
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ericgandrade logo

Brainstorming

ericgandrade
Community

This skill should be used when the user needs pre-implementation ideation for creative work, such as creating features, building components, adding functionality, or modifying behavior.

16
86
2 files
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brake71 logo

Context Degradation

brake71
Community

This skill should be used for diagnosing and mitigating context degradation: lost-in-middle failures, context poisoning, context clash, context confusion, attention-pattern issues, and agent…

12
85
2 files
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Tyche-MKR logo

Deepspot M

Tyche-MKR
Community

Generate transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Use when you need spatial gene expression in log1p-CPM for 224x224 tiles at about 20x, want to query…

21
84
2 files
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chuwu57 logo

Annual Pr Strategy

chuwu57
Community

初五的全年公关战略Skill。根据企业内部材料起草、改写、审查或补充全年媒体关系、全年舆情管理或综合公关战略。从当前指令识别战略类型和工作方式,资料缺失时保留显式待补项并交付Markdown;单次舆情、上线前预案、文章分析和新闻稿使用对应专项Skill。

11
84
Instructions
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HeshamFS logo

Mesh Generation

HeshamFS
Community

Plan and evaluate mesh generation for numerical simulations — estimate grid resolution from physics scales (interface width, boundary layers, wavelengths), check aspect ratios and skewness against…

6
83
6 files
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LMTYdotcom logo

Competitive Deep Dive

LMTYdotcom
Organization

Build an evidence-backed, current understanding of a competitor or alternative, including who they serve, positioning, product, pricing, packaging, recent changes, strengths, weaknesses, customer…

2
83
8 files
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