AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Symfony Voters
Implement granular authorization with Symfony Voters; decouple permission logic from controllers; test authorization separately
Ui Ux Pro Max
Use when designing, building, reviewing, or fixing a web, mobile, or desktop interface: pages, components, design systems, accessibility, interaction, responsive layout, typography, color, charts, or…
Query Uniprot
Query UniProt protein database. Use when user asks about protein sequences, functions, annotations, domains, or protein identifiers. Triggers on "uniprot", "protein function", "protein sequence",…
Shopify Admin Order Lookup And Summary
Retrieve and summarize full order details for a customer by email, order number, or phone number.
Serpent Line Ink
Wibi Style 官方视觉风格。把用户上传的单人头肩、近景或半身照片转换成蛇发即兴钢笔墨绘肖像:暖象牙纸留白、粗细突变的自由长线、局部浓黑与一至两个蛇首游线。适用于用户要求蛇发墨绘头像、钢笔墨绘肖像、把照片画成蛇发插画,或明确调用 $serpent-line-ink 时。
Pytest
pytest - Python's most powerful testing framework with fixtures, parametrization, plugins, and framework integration for FastAPI, Django, Flask
Tgju
Unofficial read-only TGJU: live Iranian gold, coin, currency and crypto prices with daily history. Use when the user asks about TGJU Prices (tgju.org) or wants live gold, coin, currency or crypto…
Project Intelligence Change Event Extraction
Reads every document in a SharePoint project library and compiles a complete, structured record of every change event — scope assumptions, scope changes, technical decisions, client requests, risks,…
Vstorm Code Review
High-signal, convergent code review for any repository. Runs a staged pipeline of subagents (Scope → Correctness → Security → Quality → Verification → Judge), one dedicated subagent per angle, all…
Institutional Position Shift Skill
识别机构持仓变化、共识强化与调仓方向,帮助判断哪些公司或行业正在被增配、减配或重新定价。适用于13F、基金季报、机构持仓复盘与风格验证。
Animation Principles Absolute Beginner
Use when someone has never heard of animation principles, needs the simplest explanation possible, or is a complete newcomer to animation
Sql Optimization Patterns
Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when debugging slow queries, designing database…
Karpathy System Prompt Learning
Write explicit strategy into system prompts as a learning mechanism — making LLM behavior more predictable and teachable through prompt-as-textbook approach. Use this skill when the user wants to…
Chembl Query
Query the ChEMBL database for drug molecules, bioactivity data, and drug targets via the ChEMBL REST API. Use whenever the user asks about drug properties (molecular weight, logP, Lipinski…
Nestjs Expert
Creates and configures NestJS modules, controllers, services, DTOs, guards, and interceptors for enterprise-grade TypeScript backend applications. Use when building NestJS REST APIs or GraphQL…
10 Andruia Skill Smith
Ingeniero de Sistemas de Andru.ia. Diseña, redacta y despliega nuevas habilidades (skills) dentro del repositorio siguiendo el Estándar de Diamante.
Linkedin Ads Audit
Full LinkedIn Ads account audit — campaign structure, targeting, creative performance, spend efficiency
Cometchat Flutter V6 Events
React to CometChat activity in a Flutter app — SDK listeners (messages, calls, users, groups, connection) versus UI Kit events (CometChatMessageEvents, CometChatGroupEvents, CometChatUserEvents,…
Event Driven Architecture
Kafka, RabbitMQ, SQS/SNS, event sourcing, CQRS, saga patterns, dead letter queues, and idempotency. Use when designing asynchronous systems, implementing message-driven workflows, or building event…
Fluidsim
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water equations, stratified flows,…
装饰器模式
动态给对象添加职责。在需要为对象增加功能但又不想改变类本身时使用。
Fabricating Assets
Fabricate meshes with a Blender script (summer_fabricate_3d): exact-size kits, VFX meshes, post-processing.
Agent Creator
Create custom AI subagents with proper plugin structure, persona generation, and companion routing skills.
1c Epf Scaffold
Создать пустую внешнюю обработку 1С (scaffold XML-исходников)
Gr Readme
🇺🇸 GitHub README Writing System — Craft a README that converts visitors to stars in <3 seconds. Proven structure from AFFiNE's 0→60K star journey: tagline engineering, first-screen law,…
Ai Rag
Designs retrieval-augmented generation and search systems. Use when choosing retrieval, chunking, hybrid search, grounding, or RAG evaluation patterns.
Review Feedback Schema
Schema for tracking code review outcomes to enable feedback-driven skill improvement. Use when logging review results or analyzing review quality.
Inbound Email
Handle email arriving at a ServiceNow instance — inbound email action ordering and stop-processing, the real sysevent_in_email_action column names, and reading sys_email when a message created no…
Memory Integrity Checker
Validates memory summary DAGs for structural integrity — detects orphan nodes, circular references, token inflation, broken lineage, and stale summaries that corrupt the agent's memory.
Ionic Design
Guide to using Ionic Framework components for beautiful native-looking Capacitor apps. Covers component usage, theming, platform-specific styling, and best practices for mobile UI. Use this skill when…
Pr Review
Comprehensive PR review across six dimensions — cost impact, environment drift, ownership gaps, SOC 2 compliance, deprecated API / version hygiene, and rollback feasibility. Each mode inspects the…
Context Engineering
Diagnose missing or overloaded agent context and configure project instructions when setup or context quality is the task.
Devexpress Reports Aspnetcore
Integrate DevExpress Report Viewer and Report Designer into ASP.NET Core MVC and Razor Pages. Configure Program.cs with AddDevExpressControls, ConfigureReportingServices. Register client assets via…
Creative Practice And Habit
Transforms creativity from sporadic inspiration into daily discipline by applying principles of practice, habit formation, seed collection, experimentation, immersion in great works, and momentum…
Zheng Xie Assessment
用户需要评估一个系统中"自身能力vs外部压力"的力量对比时; 当面对一个需要判断是"加强自身"还是"消除障碍"的场景时; 当问题反复出现需要判断是能力不足还是负担过重时; 当用户纠结于"是该加强还是该精简"时。 不适用于: 可以直接用数据量化评估的场景(如财务报表分析);纯客观测量即可得出结论的技术场景。
Md To Word
将一个或多个 Markdown 文档转换为格式优美的 Word(.docx),基于 Pandoc + 内置 reference.docx 模板(可选自定义模板),并确保不修改任何原始 Markdown 文件。内置模板已修复命名空间兼容性问题,支持 RGBA 图片自动转换。
Backtesting Ml Models Against Transaction Costs
Use when an ML model flips its prediction on nearly every bar and its Sharpe depends on that turnover; applies per-turnover cost charges and confidence thresholding before the strategy is judged.…
Mental Model
Use this skill whenever the design will be used by people who bring prior expectations — which is essentially every design. Trigger when designing onboarding, when picking metaphors (folders,…
Social Spotify Card
Spotify Now-Playing Card (Open Design) — use only when explicitly invoked, not for general design requests
Release Openclaw Announcement
Draft or post OpenClaw beta, stable, or extended-stable Discord release announcements from changelog, tag, registry, and validation evidence. Use when announcing a release, release candidate, or…
Continuous Learning V2
Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes. v2.1 agrega instintos…
Sketch
Throwaway HTML mockups: 2-3 design variants to compare.
Hyperframes Media
Audio and media assets for HyperFrames compositions, produced by one shared audio engine (`scripts/audio.mjs`) — multi-provider TTS (HeyGen / ElevenLabs / Kokoro local), background music + sound…
Llm Evaluation
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or…
Cosmosdb Datamodeling
Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common patterns, artifacts_produced:…
Write Agentmemory Skill
The house format and rules for writing or updating an agentmemory skill. Use when adding a new skill, restructuring an existing one, or reviewing a skill contribution for consistency.
Gke Manifest Generation
Generates and updates secure, production-ready Kubernetes YAML manifests optimized for GKE Autopilot and GKE Standard clusters. Use when creating or modifying GKE deployment manifests, configuring…
Remotion
Creates programmatic video with React via Remotion — compositions, sequences, and motion graphics animated with useCurrentFrame() and rendered to MP4. USE WHEN video, animation, motion graphics, video…
Github
GitHub operations expert for PRs, issues, code review, Actions, and gh CLI
Citation Audit
Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports — catching hallucinated authors, wrong…
Ara Rigor Reviewer
Performs ARA Seal Level 2 semantic epistemic review on Agent-Native Research Artifacts, scoring six dimensions (evidence relevance, falsifiability, scope calibration, argument coherence, exploration…

