機器學習
1913 skills in 數據與 AI > 機器學習
e2e-bugfix
This skill should be used when the user asks to "debug E2E tests", "fix Playwright failures", "fix Cypress tests", "analyze timeout errors", or mentions keywords like "Playwright", "Cypress", "Timeout exceeded", "locator", "selector", "flaky test". It provides the complete bugfix workflow knowledge including error classification, confidence scoring, and E2E-specific debugging techniques.
frontend-bugfix
Use this skill when debugging frontend test failures (React/TypeScript, Vitest, etc.), fixing bugs in React/TypeScript code, or following TDD methodology for frontend bug fixes. This skill provides the complete bugfix workflow knowledge including error classification, confidence scoring, and TDD best practices.
converting-figma-to-html
Provides expertise in converting Figma designs to HTML/CSS using Figma MCP tools, with data attributes for content tracking and comprehensive analysis. Use when converting Figma designs to web code.
spring-boot-verify
Verify Spring Boot 4.x projects for correct dependencies, configuration, and migration readiness. Use when analyzing pom.xml, build.gradle, application.yml, discussing Spring Boot project setup, dependency versions, configuration validation, version compatibility, migration to Spring Boot 4, deprecated dependencies, or when user mentions "verify project", "check dependencies", "upgrade Spring Boot", "migration readiness", "Jackson 3", "@MockBean deprecated", or "Spring Security 7".
maven-converter
将 Java 项目转换为标准 Maven 结构,自动重组目录、转换包名(test→example)并生成 pom.xml。当用户需要将非 Maven Java 项目转换为 Maven 项目、重构现有项目为 Maven 标准结构,或请求 Maven 项目设置/转换时使用此技能。
moai-worktree
Git worktree management for parallel SPEC development with isolated workspaces, automatic registration, and seamless MoAI-ADK integration
example-skill
Example skill demonstrating YAML best practices
drawio-diagrams-enhanced
Create professional draw.io (diagrams.net) diagrams in XML format (.drawio files) with integrated PMP/PMBOK methodologies, extensive visual asset libraries, and industry-standard professional templates. Use this skill when users ask to create flowcharts, swimlane diagrams, cross-functional flowcharts, org charts, network diagrams, UML diagrams, BPMN, project management diagrams (WBS, Gantt, PERT, RACI), risk matrices, stakeholder maps, or any other visual diagram in draw.io format. This skill includes access to custom shape libraries for icons, clipart, and professional symbols.
cli-ninja-tools
CLI power tools for AI-assisted development. Use when (1) needing recommendations for CLI tools to install, (2) processing JSON/YAML data with jq/yq, (3) searching code with ripgrep or ast-grep, (4) documenting a CLI tool or multi-tool recipe you've discovered, (5) wanting to learn CLI patterns for data pipelines, or (6) setting up a new project and want CLI recommendations. Supports three modes - init (project scan), document (capture new recipes), and recommend (codebase analysis).
docker-wizard
Generate optimized Dockerfiles and docker-compose.yml with best practices and multi-stage builds
skill-discovery
Use when needing to discover available skills across project/user directories - automatically scans for SKILL.md files, parses YAML frontmatter, extracts metadata (name, description, type, MCP requirements), and builds comprehensive skill catalog. Enables intelligent skill selection and auto-invocation. NO competitor has automated skill discovery system.
video-presentation-skill
Generate interactive HTML presentations for ANY video type (tutorials, comparisons, fact-checks, explainers, etc.). Creates self-contained, screen-recording-optimized slides with various content types including comparisons, steps, code blocks, calculators, and verdicts. Use when user wants visual aids for their videos.
sankey-diagram-creator
Create interactive Sankey diagrams for flow visualization from CSV, DataFrame, or dict data. Supports node/link styling and HTML/PNG/SVG export.
theme-factory
[UI/UX] Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Machine Learning
Python machine learning with scikit-learn, PyTorch, and TensorFlow
drupal-standards
Automatically applies Drupal coding standards when developing PHP modules, JavaScript, CSS, SQL queries, Twig templates, or YAML configs. Activates when creating/editing .php, .js, .css, .sql, .twig, .yml files or when user mentions "module", "query", "template", "form", or "custom code".
frontend
Frontend coding conventions using Preact and Tailwind. Use when writing or reviewing frontend JavaScript, HTML, or CSS code for web UI components.
developing-python
Guides modern Python project development. Use when pyproject.toml or requirements.txt is detected. Supports Python 3.13 + uv + ruff + mypy environment, FastAPI/FastMCP implementation, pytest, and Docker configuration.
bump-version
Increment agent version in pyproject.toml. Use when releasing new versions, updating semantic version, or preparing for deployment.
forms
HTML5 forms, Constraint Validation API, accessible form patterns, and modern input types