aws-dev-toolkit
claudeAWS development toolkit — 34 skills, 11 agents, and 3 MCP servers for building, migrating, and performing architecture reviews on AWS.
35 skills · 11 agents · 3 MCP servers
This plugin provides a specialized suite of skills for data engineers and database practitioners working on Google Cloud. It acts as an expert assistant, allowing you to use natural language prompts in your preferred coding agent to architect complex data pipelines, transform data with dbt, write Spark and BigQuery SQL notebooks, and orchestrate end-to-end workflows across GCP's data ecosystem.
Plugin data-agent-kit-starter-pack from marketplace sg-safe-path-control in marcelhacks/anthropic-sg-safe-path-control-20260724. Commands read from the repo's manifest — 1 month ago.
This plugin runs code on your machine — it starts local MCP servers. The exact commands are listed below; read them before installing.
accidental-data-loss-prevention**STOP AND VERIFY**: Before running any command or tool that results in irreversible data loss, you MUST obtain explicit user consent. When in doubt, ask. It is better to wait for confirmation than to accidentally delete production data or critical project assets. Use this for: - SQL: DROP TABLE/VIE
alloydb-omni-access-controlUse these skills when you need to manage user roles, inspect permissions, and verify security-related configuration parameters.
alloydb-omni-containerYou're an expert in AlloyDB Omni running in a container. You can help users with related tasks such as starting, stopping, listing, connecting to AlloyDB Omni instance running in a container, and querying for logs.
alloydb-omni-dataUse these skills when you need to explore the database structure, identify schema objects like views and triggers, and execute SQL queries to interact with your data.
alloydb-omni-healthUse these skills when you need to audit database health, identify storage bloat, find broken indexes, and verify tablespace or maintenance configurations.
alloydb-omni-kubernetesYou're an expert in AlloyDB Omni Operator running in Kubernetes. You can help users with related tasks such as creating, managing, and monitoring AlloyDB Omni DBClusters.
alloydb-omni-monitorUse these skills when you need to troubleshoot production issues by identifying locks, tracking long-running transactions, and getting a high-level view of server state.
alloydb-omni-optimizeUse these skills when you need to fine-tune the database engine settings, manage extensions, or optimize the columnar engine for better analytical performance.
alloydb-omni-performanceUse these skills when you need to analyze query performance, generate execution plans, check table/column statistics, and monitor overall database activity.
alloydb-omni-replicationUse these skills when you need to monitor the health of database replication, manage sync states between nodes, and audit publication tables for distributed setups.
alloydb-postgres-access-managementUse these skills when you need to manage database users, inspect permissions and roles, and verify global configuration parameters related to security and access control.
alloydb-postgres-adminUse these skills when you need to provision new AlloyDB clusters and instances, monitor their creation status, and retrieve high-level configuration or health data for the environment.
alloydb-postgres-dataUse these skills when you need to explore the database schema, identify objects like views and triggers, and execute custom SQL queries to interact with your data.
alloydb-postgres-healthUse these skills when you need to optimize storage, identify index issues, analyze table statistics, or manage autovacuum and tablespace configurations to maintain peak database health.
alloydb-postgres-monitorUse these skills when you need to troubleshoot slow performance, analyze query execution plans, identify resource-heavy processes, and monitor system-level PromQL metrics.
alloydb-postgres-optimizeUse these skills when you need to discover and manage PostgreSQL extensions or fine-tune engine-level settings such as memory allocation and server configuration parameters.
alloydb-postgres-replicationUse these skills when you need to monitor replication health, manage sync states between nodes, and ensure the high availability and data distribution of your AlloyDB cluster.
bigquery-data-transfer-serviceDiscovers and inspects BigQuery Data Transfer Service (DTS) configurations.
bigqueryProvides BigQuery-specific logic, knowledge, and specialized standards. Use this skill whenever you are doing anything with BigQuery, including: 1. BigQuery query optimization (SQL) 2. BigFrames Python code 3. BigQuery ML/AI functions (SQL & Python) 4. Graph Analytics (GQL & Property Graphs) version
building-data-appsBuild modern data apps, dashboards, and interactive reports using either React + Vite or Streamlit. Includes optional Gemini Data Analytics chat integration for an AI powered "chat with your data" experience. Relevant when any of the following conditions are true: 1. User explicitly requests to buil
cloud-sql-mysql-adminUse these skills when you need to provision new Cloud SQL for MySQL instances, create databases and users, clone existing environments, and monitor the progress of infrastructure operations.
cloud-sql-mysql-dataUse these skills when you need to explore your database schema, execute SQL queries to interact with your data, and inspect how MySQL plans to execute your statements.
cloud-sql-mysql-lifecycleUse these skills when you need to manage the durability and safety of your data by creating backups, restoring from previous states, or cloning instances for recovery and testing.
cloud-sql-mysql-monitorUse these skills when you need to troubleshoot slow queries, analyze system-level PromQL metrics, and identify structural performance issues like table fragmentation or missing unique indexes.
cloud-sql-postgres-adminUse these skills when you need to provision new Cloud SQL instances, create databases and users, clone existing environments, and monitor the progress of long-running operations.
cloud-sql-postgres-dataUse these skills when you need to explore the database structure, discover schema objects like views or stored procedures, and execute custom SQL queries to interact with your data.
cloud-sql-postgres-healthUse these skills when you need to audit database health, identify storage bloat, find invalid indexes, analyze table statistics, and manage maintenance configurations like autovacuum.
cloud-sql-postgres-lifecycleUse these skills when you need to manage the lifecycle of your instances, including performing backups and restores, checking major version upgrade compatibility, and monitoring overall instance status.
cloud-sql-postgres-monitorUse these skills when you need to troubleshoot performance bottlenecks, analyze query execution plans, identify resource-heavy processes, and monitor system-level PromQL metrics.
cloud-sql-postgres-replicationUse these skills when you need to monitor replication health, manage sync states between nodes, and audit database roles and security settings to ensure environment integrity.
cloud-sql-postgres-vectorassistUse these skills to set up and optimize production-ready vector workloads by simply expressing your intent and performance requirements.
cloud-sql-postgres-view-configUse these skills when you need to discover and manage PostgreSQL extensions or fine-tune engine-level settings such as memory allocation and server configuration parameters.
cloud-sql-sqlserver-adminUse these skills when you need to provision new Cloud SQL for SQL Server instances, create databases and users, clone existing environments, and monitor the progress of long-running operations.
cloud-sql-sqlserver-dataUse these skills when you need to explore the database schema, execute SQL queries to interact with your data, and monitor system-level performance metrics using PromQL queries.
cloud-sql-sqlserver-lifecycleUse these skills when you need to manage the lifecycle and durability of your data, including creating backups, restoring from existing backups, and cloning instances for testing or migration.
cloud-sql-sqlserver-monitorUse these skills when you need to troubleshoot slow queries and analyze system-level PromQL metrics.
data-autocleaningAutomated data quality and transformation capabilities for Dataform/dbt/BigQuery
dataform-bigqueryExpertise in generating clean, correct, and efficient Dataform pipeline
dbt-bigqueryExpert guidance for creating, modifying, and optimizing dbt pipelines
discovering-gcp-data-assetsFinds and inspects data assets within Google Cloud. Relevant when any of the following conditions are true: 1. The user request involves finding, exploring, or inspecting data assets in Google Cloud, such as: - BigQuery datasets, tables, or views - BigLake catalog or tables - Spanner instances, data
enforcing-resource-attributionEnforces resource attribution for CLI commands. Use this skill whenever you are running `bq` or `gcloud` commands via `run_command`. version: v1 publisher: google
federate-lakehouse-catalogSets up Google Cloud Lakehouse federated catalogs to remote Iceberg REST Catalogs. Currently supported catalogs: Databricks Unity, AWS Glue. Supported clouds hosting those catalogs: GCP, AWS. The primary use case is connecting to remote data to query it from GCP engines (BigQuery, Spark). Examples o
firestore-dataHandles NoSQL document operations and collection hierarchy exploration. Use for CRUD tasks and data retrieval. Provides flexible document manipulation and structured querying.
gcloud-auth-verificationGuidelines for identifying and resolving missing Google Cloud authentication
gcp-composer-troubleshootingProvides expert guidance for troubleshooting Cloud Composer (Apache
gcp-data-pipelinesPrimary entry point for building, managing, and orchestrating data pipelines
gcp-dataflowGuides writing, packaging, executing, and troubleshooting Apache Beam pipelines on Dataflow. Use when creating new pipelines, configuring Flex Templates, or analyzing performance of Dataflow jobs. Capabilities include Java/Python/Go setup, Cloud Build integration, and deep diagnostic analysis of job
gcp-managed-airflow-migrationsProvides guidance for migrating Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud Composer). Covers migration to Airflow 2.11.1 (MSAA Gen 2 and 3) and Airflow 3 (MSAA Gen 3), including environment inspection, GCS download/upload and scanning patterns for breaking change
gcp-pipeline-orchestrationThis skill helps the agent generate or update orchestration pipeline
gcp-pipeline-resource-provisioningAutomates declarative resource creation and provisioning for data pipelines, supporting BigQuery, Dataform, Dataproc, BigQuery Data Transfer Service (DTS), and other resources. It manages environment-specific configurations (dev, staging, prod) through a deployment.yaml file. Use when: - Modifying o
gcp-sparkDevelops and executes Spark code on Dataproc Clusters and Serverless. Reads and writes data using BigLake Iceberg catalogs, BigQuery and Spanner. Debugs execution failures. Use when: - Writing Spark ETL pipelines on GCP. - Training or running inference with ML models with spark on GCP. - Managing Sp
gcs-security-assessmentAssesses security posture, evaluates risks, and checks SAIF compliance for Google Cloud Storage buckets or projects. Use when the user requests security scans, vulnerability checks, or SAIF assessments. Don't use when: The user is asking about non-GCS resources (Compute Engine, GKE, etc.), investiga
managing-python-dependenciesEnsures proper Python dependency management, avoiding global `pip install` and adhering to project-specific tooling. Use this skill if any of the following are true: 1. Attempting to run `pip install {package_name}`. 2. Python packages or dependencies need to be added or modified. 3. Initiating a ne
ml-best-practicesCRITICAL RULE: You MUST use this skill whenever the task involves any machine learning tasks or data analysis. Use this skill if the user's prompt or requirements mention any of the following: * Clustering * Classification * Regression * Time series forecasting * Statistical testing * Model comparis
notebook-guidanceThis skill guides the use of Jupyter notebooks for data analysis, exploration, and visualization, particularly with BigQuery. It outlines best practices for notebook execution and validation (supporting both cell-by-cell execution and full notebook generation depending on tool availability), library
spanner-dataUse these skills when you need to explore the database structure, discover schema objects like tables and graphs, and execute custom SQL queries to interact with your data.
notebookruns: npx -y git+https://github.com/gemini-cli-extensions/data-agent-kit-starter-pack.git --mode=notebook
visualizationruns: npx -y git+https://github.com/gemini-cli-extensions/data-agent-kit-starter-pack.git --mode=visualization
bigqueryruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt bigquery --stdio --user-agent-metadata datacloud.codex
spannerruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt spanner --stdio --user-agent-metadata datacloud.codex
alloydb-postgres-adminruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt alloydb-postgres-admin --stdio --user-agent-metadata datacloud.codex
alloydb-postgresruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt alloydb-postgres --stdio --user-agent-metadata datacloud.codex
cloud-sql-postgresql-adminruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt cloud-sql-postgres-admin --stdio --user-agent-metadata datacloud.codex
cloud-sql-postgresqlruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt cloud-sql-postgres --stdio --user-agent-metadata datacloud.codex
knowledge_catalogruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt dataplex --stdio --user-agent-metadata datacloud.codex
dataprocruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt dataproc --stdio --user-agent-metadata datacloud.codex
serverless-sparkruns: npx -y @toolbox-sdk/server@>=1.1.0 --prebuilt serverless-spark --stdio --user-agent-metadata datacloud.codex
AWS development toolkit — 34 skills, 11 agents, and 3 MCP servers for building, migrating, and performing architecture reviews on AWS.
35 skills · 11 agents · 3 MCP servers
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34 skills · 3 agents · 3 MCP servers · hooks
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34 skills · 1 MCP server · hooks
Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and manage local and cloud deployments.
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15 skills · hooks
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5 commands
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This page updates itself from your repo. Add the badge to your README, or get it Featured to pin it above the organic results with a followed link to your site.