Data & AI
Machine Learning, Data Science, and AI development skills
22656 skills in this category
Subcategories
linear
Manage Linear issues, projects, and cycles. Maintains session memory across conversations for context continuity.
architecture-patterns
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.
data-analysis
代码库功能完成度分析工具。分析项目中各功能模块的实现状态、核心文件存在性、架构采用情况,并生成结构化的JSON分析报告。适用于项目进度跟踪、功能盘点、技术债务评估等场景。
draft-github-issues
Draft GitHub issues as YAML files from plans or requirements. Use this skill when:- User says "draft issues" or "create issue draft", or suggests refinements to the draft issues- Converting plans/requirements into GitHub issue format- User provides a plan file path (docs/plans/*.md)- Need to structure multiple related issues with parent-child relationshipsGenerates YAML files in tmp/issues/ for review before publishing to GitHub.
critical-validator
This skill should be used when validating user prompts, plans, or requests before execution. It conducts independent validation, questions assumptions, references official sources and documentation, identifies potential issues, and presents revised recommendations to ensure accuracy and completeness.
meta-analyst-agent
AI self-improvement analyst. Tracks AI agent mistakes, analyzes failure patterns, and proposes system improvements. Implements continuous learning loop for trading system enhancement.
layer-05-tech
Expert knowledge for Technology Layer modeling in Documentation Robotics
creating-hooks
Creates Claude Code hooks for automation and workflow customization.Guides through hook events, configuration, and script creation.Use when user wants to create a hook, automate Claude Code, or asks about hook events.
android-release-notes-structure
Create Play Store release notes directory structure with locale templates (Fastlane metadata)
nextjs-fullstack-scaffold
This skill should be used when the user requests to scaffold, create, or initialize a full-stack Next.js application with a modern tech stack including Next.js 16, React 19, TypeScript, Tailwind CSS v4, shadcn/ui, Supabase auth, Prisma ORM, and comprehensive testing setup. Use it for creating production-ready starter templates with authentication, protected routes, forms, and example features. Trigger terms scaffold, create nextjs app, initialize fullstack, starter template, boilerplate, setup nextjs, production template, full-stack setup, nextjs supabase, nextjs prisma.
python-quality
Expert skill for maintaining Python code quality using ruff (linting/formatting), mypy (type checking), and pre-commit automation.
debugging-agent
Self-Improving Agent that monitors all other agent skills, analyzes their logs,detects issues, and proposes improvements.AUTO-TRIGGERS:- Every 30 minutes (scheduled)- When error rate > 5% (any agent)- When 3+ recurring errors in 24h (same error type)- When performance degrades > 2x baseline
building-chat-interfaces
Build AI chat interfaces with custom backends, authentication, and context injection.Use when integrating chat UI with AI agents, adding auth to chat, injecting user/page context,or implementing httpOnly cookie proxies. Covers ChatKitServer, useChatKit, and MCP auth patterns.NOT when building simple chatbots without persistence or custom agent integration.
docs-keeper
Documentation organization, maintenance, and cleanup.USE WHEN: organizing docs, cleaning project root, updating documentation,checking for redundancy, maintaining docs structure.NOT FOR: technical implementation (use relevant technical skill).Examples:<example>Context: User added documentation to wrong location.user: "I added a new API doc file to the root directory"assistant: "I'll use docs-keeper to organize it in the proper docs/ location."<commentary>File organization is docs-keeper responsibility.</commentary></example><example>Context: User needs to update docs after code changes.user: "I modified the auth system and need to update the docs"assistant: "I'll use docs-keeper to update the authentication documentation."<commentary>Documentation updates are docs-keeper responsibility.</commentary></example>
moai-foundation-tags
TAG inventory management, scanning, and orphan detection (Consolidated from moai-alfred-tag-scanning).
nuxt
Builds applications with Nuxt 3 including pages, layouts, composables, server routes, and data fetching. Use when creating Vue applications with SSR, building full-stack Vue apps, or needing file-based routing with Vue.
qdrant-vectordb
Use when working with Qdrant vector database for semantic search and RAG. Covers collection setup, embedding generation, vector upsert/search, HNSW indexing, filtering, and integration with OpenAI embeddings for textbook content retrieval.
brain-health-reporting
Generate weekly intelligence metrics showing knowledge growth, time savings, and pattern evolution to track second brain ROI. Use during Friday evening check-out or via /grow command.
data-cleaner
Universal data cleaning skill that analyzes, cleans, and standardizes datasets across CSV, TSV, Excel, Parquet, JSON, XML, and YAML formats. Generates Python scripts for efficient processing of large datasets (1M+ rows) without loading data into LLM context.
cloudflare-workflows
Complete knowledge domain for Cloudflare Workflows - durable execution frameworkfor building multi-step applications on Workers that automatically retry, persiststate, and run for hours or days.Use when: creating long-running workflows, implementing retry logic, buildingevent-driven processes, scheduling multi-step tasks, coordinating between APIs,or encountering "NonRetryableError", "I/O context", "workflow execution failed","serialization error", or "WorkflowEvent not found" errors.Keywords: cloudflare workflows, workflows workers, durable execution, workflow step,WorkflowEntrypoint, step.do, step.sleep, workflow retries, NonRetryableError,workflow state, wrangler workflows, workflow events, long-running tasks, step.sleepUntil,step.waitForEvent, workflow bindings