數據與 AI

Confusion Matrix Generator - Auto-activating skill for ML Training. Triggers on: confusion matrix generator, confusion matrix generator Part of the ML Training skill category.

Implement cost controls and budget management for Kling AI. Use when managing spending limits, tracking costs, or preventing budget overruns. Trigger with phrases like 'klingai cost', 'kling ai budget', 'klingai spending', 'video generation costs'.

Execute use when you need to work with stored procedure generation. This skill provides stored procedure code generation with comprehensive guidance and automation. Trigger with phrases like "generate stored procedures", "create database functions", or "write SQL procedures".

Track large crypto transactions and whale wallet movements across blockchains. Use when tracking large holder movements. Trigger with phrases like "track whales", "monitor large transfers", or "check whale activity".

Generate plots, charts, and graphs from data with automatic visualization type selection. Use when requesting "visualization", "plot", "chart", or "graph". Trigger with phrases like 'generate', 'create', or 'scaffold'.

Process use when you need to archive historical database records to reduce primary database size. This skill automates moving old data to archive tables or cold storage (S3, Azure Blob, GCS). Trigger with phrases like "archive old database records", "implement data retention policy", "move historical data to cold storage", or "reduce database size with archival".

Analyze datasets by running clustering algorithms (K-means, DBSCAN, hierarchical) to identify data groups. Use when requesting "run clustering", "cluster analysis", or "group data points". Trigger with relevant phrases based on skill purpose.

Test Data Builder - Auto-activating skill for Test Automation. Triggers on: test data builder, test data builder Part of the Test Automation skill category.

Deploy and orchestrate Vertex AI ADK agents using A2A protocol. Manages AgentCard discovery, task submission, Code Execution Sandbox, and Memory Bank. Use when asked to "deploy ADK agent" or "orchestrate agents". Trigger with phrases like 'deploy', 'infrastructure', or 'CI/CD'.

Hyperparameter Tuner - Auto-activating skill for ML Training. Triggers on: hyperparameter tuner, hyperparameter tuner Part of the ML Training skill category.

Manage control camera movements in Kling AI video generation. Use when creating cinematic effects, dynamic shots, or specific camera movements. Trigger with phrases like 'klingai camera', 'kling ai camera motion', 'klingai cinematic', 'klingai pan zoom'.

Optuna Study Creator - Auto-activating skill for ML Training. Triggers on: optuna study creator, optuna study creator Part of the ML Training skill category.

Execute apply Supabase advanced debugging techniques for hard-to-diagnose issues. Use when standard troubleshooting fails, investigating complex race conditions, or preparing evidence bundles for Supabase support escalation. Trigger with phrases like "supabase hard bug", "supabase mystery error", "supabase impossible to debug", "difficult supabase issue", "supabase deep debug".

Monitor use when deploying monitoring stacks including Prometheus, Grafana, and Datadog. Trigger with phrases like "deploy monitoring stack", "setup prometheus", "configure grafana", or "install datadog agent". Generates production-ready configurations with metric collection, visualization dashboards, and alerting rules.

Configure Sentry across multiple environments. Use when setting up Sentry for dev/staging/production, managing environment-specific configurations, or isolating data. Trigger with phrases like "sentry environments", "sentry staging setup", "multi-environment sentry", "sentry dev vs prod".

Optimize local development workflow with Cursor. Triggers on "cursor workflow", "cursor development loop", "cursor productivity", "cursor daily workflow". Use when working with cursor local dev loop functionality. Trigger with phrases like "cursor local dev loop", "cursor loop", "cursor".

Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and persistence. Use when working with windsurf cascade context functionality. Trigger with phrases like "windsurf cascade context", "windsurf context", "windsurf".

Collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases. Use when monitoring system performance or troubleshooting infrastructure issues. Trigger with phrases like "collect infrastructure metrics", "monitor server performance", or "track system resources".

Sklearn Pipeline Builder - Auto-activating skill for ML Training. Triggers on: sklearn pipeline builder, sklearn pipeline builder Part of the ML Training skill category.

Test automatically generate comprehensive unit tests from source code covering happy paths, edge cases, and error conditions. Use when creating test coverage for functions, classes, or modules. Trigger with phrases like "generate unit tests", "create tests for", or "add test coverage".