AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Ring:Engineering Prompts
Expert prompt engineering and optimization for LLMs and AI systems. Covers core patterns (zero-shot, few-shot, CoT, role-playing, constitutional, tree-of-thoughts), common use cases, and a three-phase…
Api Platform Versioning
Evolve API Platform APIs via deprecation (deprecationReason/sunset, RFC 8594/9745), the recommended alternative to versioning; plus path/header strategies
Docx
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When the Assistant needs to work with professional…
Demo
Demo-Ready Mode — prepare your app for demos, screenshots, and presentations. Use when user wants to demo their app, take screenshots, prepare for a presentation, or clean up dev artifacts.
Cometchat Android V6 Core
Foundational rules for the CometChat Android UI Kit v6 — the two UI cohorts and their artifacts, credentials via the gitignored assets settings file, initFromSettings → login → render ordering, the…
Database Migration
Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures. Use when migrating databases, changing schemas, performing data…
Ar Vr Xr
AR/VR/XR development with Unity XR, WebXR, ARKit, ARCore, Meta Quest SDK, and spatial computing. Use when building augmented reality, virtual reality, mixed reality applications, or spatial…
Integrations
One-request, complete setup of external services — payment (Stripe, PromptPay, Omise, 2C2P), email, auth, analytics, storage and other integrations, including Thai-market services. Installs SDKs,…
Agent Ready Ard
Sub-skill: Implement ARD (Agentic Resource Discovery). Publish /.well-known/ai-catalog.json so agents can discover MCP servers, A2A agents, skills and API tools (agenticresourcediscovery.org /…
Ai Architecture Advisor
Chooses among AI/ML approaches: classical ML, LLM, RAG, fine-tuning, agents, multimodal, embeddings/recsys, dense/MoE/SSM/diffusion. Use when picking or scaling an architecture.
Page Transitions
Use when implementing route changes, view transitions, modal opens/closes, or navigation animation in web and mobile applications.
Pydantic Ai Common Pitfalls
Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or when reviewing agent implementations.
Breach
Designing red team attack scenarios, threat models, MITRE ATT&CK/OWASP application, Purple Team exercises, and AI/LLM red teaming. Use when adversarial security validation is needed.
Blast Radius
Trace ServiceNow configuration dependencies — what artifacts touch a given field, what calls a script include, table/app-level config inventory. Use before deletes, renames, or refactors.
Webapp To Capacitor
Guide for migrating an existing web app, PWA, or SPA into a store-ready Capacitor iOS and Android app. Use this skill when users want to wrap or convert a web app into a mobile app, avoid thin WebView…
Api And Interface Design
Design REST/GraphQL APIs, module interfaces, and type contracts when creating endpoints or changing public boundaries.
Forge
Use when implementing any feature or bugfix, before writing implementation code
Skill Hunter
Find and download skills. Use when you need to discover existing skills from GitHub repositories and store them in the correct local skills category. Results in discovered skills being downloaded into…
Test Driven Development
Use when implementing any feature or bugfix, before writing implementation code
Docker Patterns
Patrones de Docker y Docker Compose para desarrollo local, seguridad de contenedores, networking, estrategias de volúmenes y orquestación de múltiples servicios.
Caveman Help
Quick-reference card for caveman modes, skills and commands. Trigger: /caveman-help or "caveman help".
Cloud Sync
Set up or check claude-mem cloud sync with cmem.ai Pro. Use when the user says "set up cloud sync", "sync my memories", "cmem pro", "cloud backup", "sync status", or wants their memory database backed…
Redesign Existing Projects
Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS…
Ulw Loop
A goal-like loop that decomposes work into systematic, evidence-bound ultrawork steps. Use when the user wants a goal loop or durable, checkpointed execution.
Course Guide
Topic router for the AI Engineering from Scratch curriculum. Give it a topic, a question, or a bug you are fighting, and it points at the exact lessons that teach it, plus the right next command.…
Autoskill
Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing…
Claude Md
Створення або оновлення файлів CLAUDE.md відповідно до найкращих практик для оптимального онбордингу AI-агента
Analyzing Azure Activity Logs For Threats
Queries Azure Monitor activity logs and sign-in logs via azure-monitor-query to detect suspicious administrative operations, impossible travel, privilege escalation, and resource modifications. Builds…
Agent Tool Builder
Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessary.…
Officecli Word Form
Use this skill to create fillable Word forms (.docx) with real Content Controls (SDT) + legacy FormField checkboxes + MERGEFIELD mail-merge placeholders + document protection. Trigger on: 'fillable…
New App
Workflow for creating new applications from scratch. Covers requirements gathering, tech stack selection, scaffolding, implementation, and delivery of a functional prototype.
Screenpipe Recall
Find a past decision, document, or conversation in Screenpipe with source links.
BitterPillEngineering
Audits any AI instruction set for over-prompting using the core test — would a smarter model make this rule unnecessary? Applies Five Questions to every rule (Claude already does this? Contradiction?…
Twitter Hand Skill
Expert knowledge for AI Twitter/X management — API v2 reference, content strategy, engagement playbook, safety, and performance tracking
Seo Audit
Full website SEO audit with parallel subagent delegation. Crawls up to 500 pages, detects business type, delegates to up to 15 specialists (8 always + 7 conditional), generates health score. Use when…
Kubesphere Devops Overview
Use when working with KubeSphere DevOps extension, CI/CD pipelines, Jenkins integration, or pipeline troubleshooting
Industry Funnel
AI Berkshire skill: 行业漏斗筛选:从全市场到 3 家的价值投资精选流程. Source: skills/industry-funnel.md.
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…
Web3 Poc Foundry
Complete Foundry PoC writing guide + all cheatcodes + DeFiHackLabs reproduction patterns. Use this when building a proof of concept exploit, setting up a fork test, using Foundry cheatcodes, or…
Axolotl
Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support
Hf Mem
Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub
Version Check
Recommend which Claude Code version to run, or whether to update. Use when asked which Claude Code version is best/safe, whether to update now, whether a recent release is buggy, or what changed since…
Inkos Short Writing
12–18章商业短篇的构思、一次写完、整篇审改与包装。Use for confirmed standalone short-fiction production.
Filesystem
Advanced filesystem operations - listing, searching, batch processing, and directory analysis for Clawdbot
Judgment Day
Trigger: judgment day, dual review, adversarial review, juzgar. Run explicit blind dual review with at most two scoped fix/re-judgment rounds.
Cyberstrike Eino Demo
满配示例技能包:SKILL.md + scripts/、references/、assets/ 等可选目录;验证 Eino skill 与 HTTP 包内路径(仅授权安全测试与教学)。
Feishu Im Read
飞书 IM 消息读取工具使用指南,覆盖会话消息获取、话题回复读取、跨会话消息搜索、图片/文件资源下载。 **当以下情况时使用此 Skill**: (1) 需要获取群聊或单聊的历史消息 (2) 需要读取话题(thread)内的回复消息 (3) 需要跨会话搜索消息(按关键词、发送者、时间等条件) (4) 消息中包含图片、文件、音频、视频,需要下载 (5)…
Inter Agent Comm Security Detection
Detect data leakage, missing boundaries, or privilege mismatch in inter-agent communication.
Frontend Blueprint
AI frontend specialist and design consultant that guides users through a structured discovery process before generating any code. Collects visual references, design tokens, typography, icons, layout…
Memory Management
Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape.
Ci All
Full CI pipeline: run local tests, type check, push branch, and return the pipeline URL. The only command you need before opening a PR.
