數據與 AI

Optional advanced tool for complex data modeling. For simple table creation, use relational-database-tool directly with SQL statements.

Build neuro-symbolic LLM applications with Synalinks framework. Use when working with DataModel, Program, Generator, Module, training LLM pipelines, in-context learning, structured output, JSON operators, Branch/Decision control flow, FunctionCallingAgent, RAG/KAG, or Keras-like LLM workflows.

Analyzes and optimizes application performance across frontend, backend, and database layers. Use when diagnosing slowness, improving load times, optimizing queries, reducing bundle size, or when asked about performance issues.

Designs and implements testing strategies for any codebase. Use when adding tests, improving coverage, setting up testing infrastructure, debugging test failures, or when asked about unit tests, integration tests, or E2E testing.

Cdc Pipeline Creator - Auto-activating skill for Data Pipelines. Triggers on: cdc pipeline creator, cdc pipeline creator Part of the Data Pipelines skill category.

Wandb Experiment Logger - Auto-activating skill for ML Training. Triggers on: wandb experiment logger, wandb experiment logger Part of the ML Training skill category.

Vertex Ai Deployer - Auto-activating skill for ML Deployment. Triggers on: vertex ai deployer, vertex ai deployer Part of the ML Deployment skill category.

Execute use when generating Helm charts for Kubernetes applications. Trigger with phrases like "create Helm chart", "generate chart for app", "package Kubernetes deployment", or "helm template". Produces production-ready charts with Chart.yaml, values.yaml, templates, and best practices for multi-environment deployments.

Email Parser - Auto-activating skill for Business Automation. Triggers on: email parser, email parser Part of the Business Automation skill category.

Execute Supabase secondary workflow: Auth + Storage + Realtime. Use when implementing secondary use case, or complementing primary workflow. Trigger with phrases like "supabase auth storage realtime", "implement full stack features with supabase".

Execute migrate and upgrade Kling AI SDK versions safely. Use when updating dependencies or migrating configurations. Trigger with phrases like 'klingai upgrade', 'kling ai migration', 'update klingai', 'klingai breaking changes'.

Tensorflow Serving Setup - Auto-activating skill for ML Deployment. Triggers on: tensorflow serving setup, tensorflow serving setup Part of the ML Deployment skill category.

Dataset Loader Creator - Auto-activating skill for ML Training. Triggers on: dataset loader creator, dataset loader creator Part of the ML Training skill category.

Generate comprehensive test suites using Cascade. Activate when users mention "generate tests", "test coverage", "write unit tests", "create test suite", or "tdd assistance". Handles AI-powered test generation. Use when writing or running tests. Trigger with phrases like "windsurf test generation", "windsurf generation", "windsurf".

Chart Type Recommender - Auto-activating skill for Data Analytics. Triggers on: chart type recommender, chart type recommender Part of the Data Analytics skill category.

Build production-ready AI agents using Google's Agent Development Kit with AI assistant integration, React patterns, multi-agent orchestration, and comprehensive tool libraries. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Manage API keys and authentication in Cursor. Triggers on "cursor api key", "cursor openai key", "cursor anthropic key", "own api key cursor". Use when working with APIs or building integrations. Trigger with phrases like "cursor api key management", "cursor management", "cursor".

Feature Importance Analyzer - Auto-activating skill for ML Training. Triggers on: feature importance analyzer, feature importance analyzer Part of the ML Training skill category.

Execute use when you need to work with security and compliance. This skill provides security scanning and vulnerability detection with comprehensive guidance and automation. Trigger with phrases like "scan for vulnerabilities", "implement security controls", or "audit security".

Monitor use when you need to work with monitoring and observability. This skill provides health monitoring and alerting with comprehensive guidance and automation. Trigger with phrases like "monitor system health", "set up alerts", or "track metrics".