機器學習

HtmlGraph session tracking and work continuity for Codex. Ensures proper activity attribution, feature awareness, and continuous work tracking across sessions.

QA specialist agent for test planning, execution, and regression analysis

This is a test fixture with intentional violations for regression testing. It contains <angle brackets> which trigger B5, and has an unexpected frontmatter property which triggers W2.

This skill should be used when the user asks to "generate gitlab-ci.yml", "create GitLab CI pipeline", "configure GitLab CI/CD", "use To-Be-Continuous templates", "setup TBC templates", "create CI/CD for Python/Node/Go/Java project", "configure Docker build in GitLab", "setup Kubernetes deployment in GitLab", "add SonarQube to GitLab CI", "configure Terraform with GitLab", or mentions "TBC", "To-Be-Continuous", "Kicker".

Build desktop and mobile apps with Tauri v2, a Rust-based framework using web frontends (HTML/CSS/JS). Use when creating new Tauri projects, adding Rust commands, configuring IPC between frontend and backend, managing plugins, or building/distributing apps. Triggers for file patterns like src-tauri/*, tauri.conf.json, or questions about Tauri commands, events, capabilities, or plugins.

Defines context handover format when workers hit turn limit. Posts structured handover to GitHub issue comments enabling replacement workers to continue seamlessly.

Use when creating Docusaurus plugins (remark, rehype, theme, content, lifecycle) to extend markdown, modify HTML, or add custom functionality

Deploy F# applications with Tailscale sidecar for private network access.Use when: "deploy", "production", "Tailscale", "docker-compose", "Docker","Portainer", "private network", "deployment", "ship it", "go live","home server", "self-host", "container", "release".Creates docker-compose.yml with app + Tailscale sidecar for secure access.No public ports, no authentication needed - Tailscale handles it.

Generate XML documentation comments for C# code based on signatures, naming conventions, and code structure. Use when user requests documentation or for public APIs. (project, gitignored)

Generate application wiring: entry points, dependency injection, infrastructureconfiguration. Creates main.py, container, Dockerfile, docker-compose.yaml.Topology-aware (monolith/microservices/library). Use when: finalizing generation,creating deployable system.

Generate professional PDF/HTML reports with charts, tables, and narrative from data. Supports templates, branding, and automated report generation.

Set up Sveltia CMS - the lightweight Git-backed CMS successor to Decap/Netlify CMS with 5x smaller bundle (300 KB), GraphQL performance, and 260+ fixed predecessor issues. Framework-agnostic for Hugo, Jekyll, 11ty, Gatsby, Astro.Use when: adding CMS to static sites, migrating from Decap/Netlify CMS, enabling non-technical editors, or troubleshooting OAuth authentication failures, YAML parse errors, CORS/COOP policy problems, content not listing issues.

Synthesize all quality assessments (risk, test-design, traceability, NFR) into evidence-based gate decision (PASS/CONCERNS/FAIL/WAIVED) with comprehensive rationale. Generates both YAML (CI/CD) and Markdown (human review) reports with action items. Use during final quality review to make go/no-go deployment decisions based on comprehensive quality evidence.

Create and edit draw.io diagrams with real-time browser preview using @next-ai-drawio/mcp-server.Trigger when user asks to:- Create flowcharts, process diagrams, or workflow visualizations- Generate system architecture diagrams or component diagrams- Visualize code structure, microservices, or deployment architecture- Edit or modify existing draw.io diagrams- Export diagrams to .drawio filesKeywords: diagram, flowchart, architecture, draw.io, drawio, visualization, UML, sequence diagram, component diagram

Use SAP-RPT-1-OSS open source tabular foundation model for predictive analytics on SAP business data. Handles classification and regression tasks including customer churn prediction, delivery delay forecasting, payment default risk, demand planning, and financial anomaly detection. Use when asked to predict, forecast, classify, or analyze patterns in SAP tabular data exports (CSV/DataFrame). Runs locally via Hugging Face model.

Create machine-readable SDS YAML that maps cleanly to SEA DSL.

Python/pytest TDD specialist for test-driven development workflows. Use when writing tests, auditing test quality, running pytest, or generating test reports. Integrates with uv and pyproject.toml configuration.

Apply opinionated styling to barebones HTML. Use when user has plain/unstyled HTML and wants to apply consistent visual styling. Triggers: style this HTML, apply styling, make this look good, /html-style, or when user shares HTML that needs CSS. Transforms tables, lists, status indicators, buttons, and layouts into a cohesive design system.

Data science and machine learning platform functions for the East language (TypeScript types). Use when writing East programs that need optimization (MADS, Optuna, SimAnneal, Scipy), machine learning (XGBoost, LightGBM, NGBoost, Torch MLP, Lightning, GP), ML utilities (Sklearn preprocessing, metrics, splits), or model explainability (SHAP). Triggers for: (1) Writing East programs with @elaraai/east-py-datascience, (2) Derivative-free optimization with MADS, (3) Bayesian optimization with Optuna, (4) Discrete/combinatorial optimization with SimAnneal, (5) Gradient boosting with XGBoost or LightGBM, (6) Probabilistic predictions with NGBoost or GP, (7) Neural networks with Torch MLP or Lightning, (8) Data preprocessing and metrics with Sklearn, (9) Model explainability with Shap.

This skill should be used when analyzing HTML/CSS websites for SEO optimization, fixing SEO issues, generating SEO reports, or implementing SEO best practices. Use when the user requests SEO audits, optimization, meta tag improvements, schema markup implementation, sitemap generation, or general search engine optimization tasks.