MCP servers and skills: search, filter by where they run, and compare.
Stateful agentic AI workflows on Amazon Aurora PostgreSQL with MCP, Amazon Bedrock AgentCore, Strands Agents, pgvector and row-level security
OfficialSkillMIT-0★ 4No key
Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and query plan stage bottlenecks, system performance
OfficialSkillApache-2.0★ 21k in collectionNo key
Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles, billing models), and SQL queries. Use when optimizing
OfficialSkillApache-2.0★ 21k in collectionNo key
Translates Snowflake dbt SQL models to Standardized BigQuery SQL. Handles SQL compilation, Jinja macro placeholder masking, BigQuery Translation Service migration workflows, AST-based config transform
OfficialSkillApache-2.0★ 21k in collectionNo key
Configures Backup for GKE: the BackupRestore cluster addon, BackupPlan and RestorePlan resources, restore workflows, and CMEK-encrypted backups. Use for backup policies, disaster recovery, or GKE clus
OfficialSkillApache-2.0★ 21k in collectionNo key
Query Cloud Trace spans, filter by latency thresholds or error status, correlate distributed traces with Cloud Logging, and diagnose latency bottlenecks across Google Cloud services. Use when investig
in the skill textagent to interact with Cloud Trace by providing standard query patterns, diagnostic workflows for latency and errors, and tools to fetch and inspect trace hierarchies. > [!IMPORTANT
OfficialSkillApache-2.0★ 21k in collectionNo key
Discovers requirements and designs a borderless open data lakehouse using Lakehouse for Apache Iceberg and BigQuery data agents. Use when architecting multi-cloud storage infrastructure (Cloud Storage
in the skill textfocus is on Knowledge Catalog metadata governance and Spark-driven IDE analytics workflows (use google-cloud-solution-agentic-analytics-spark-knowledge-catalog instead). # Borderless open data
OfficialSkillApache-2.0★ 21k in collectionNo key
Assists in provisioning instances and databases, designing performant schemas, and querying data in Spanner. Use when designing primary keys, writing SQL queries or client library code, or diagnosing
in the skill textlibrary code, or diagnosing performance issues. # Spanner Basics This skill provides core workflows and guidance for administering and developing with Google Cloud Spanner, a fully managed
OfficialSkillApache-2.0★ 21k in collectionNo key
Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client
in the skill textuse for generic Cloud SQL administration. # Bigtable Basics This skill provides core workflows and guidance for administering and developing with Google Bigtable. ## Core Principles - **Control Plane
OfficialSkillApache-2.0★ 21k in collectionNo key
Build and troubleshoot Cloudflare Basin analytics workflows with Basin Pipelines, Basin Catalog, and Basin SQL. Use for streaming data into R2 Iceberg tables, managing catalogs, or querying those tabl
OfficialSkillApache-2.0★ 3.1k in collectionNo key
Generates Python code using BigQuery DataFrames (BigFrames). Use by default for any Python data task involving BigQuery, including data processing, analysis, and machine learning. Don't use for SQL-fi
in the skill textdata processing, analysis, and machine learning. Don't use for SQL-first workflows or the google-cloud-bigquery client library — use bigquery-basics. # BigFrames (BigQuery DataFrame
OfficialSkillApache-2.0★ 21k in collectionNo key
Guides users through discovering their database requirements, recommends a Google Cloud database based on a recommendation matrix, and assists in database creation. Use when a user asks 'What database
in the skill textSkill This skill provides domain instructions, decision matrices, and Infrastructure-as-Code workflows to guide users through discovering their exact database requirements, selecting an optimal Google
OfficialSkillApache-2.0★ 21k in collectionNo key
An official Qdrant Model Context Protocol (MCP) server implementation
in the readmepowered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to > connect LLMs with the context they need. This repository
OfficialPythonApache-2.0★ 1.5kNo key
Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). Covers auth (Cognito), data (AppSync/DynamoDB including schema modeling, enum types, relationships, autho
in the skill textskill covers backend resource creation, frontend integration across 8 frameworks, and deployment workflows. ## Prerequisites - Node.js ^18.19.0 || ^20.6.0 || >=22 and npm - AWS credentials configured (`aws sts get
OfficialSkillApache-2.0★ 918 in collectionNo key
Use the official MongoDB Skills with your favorite coding agent to build faster.
in the skill textAgent Skills Collection of official MongoDB agent skills for use in agentic workflows. For more information, refer to the MongoDB Agent Skills documentation . This README covers
OfficialSkillApache-2.0★ 190No key
Set up Grafana Cloud Database Observability for MySQL and PostgreSQL — enables `pg_stat_statements` / Performance Schema, creates a least-privilege monitoring user, configures the `database_observabil
in the skill textMySQL and PostgreSQL without application code changes. GA since April 2026. ## Common Workflows ### PostgreSQL setup ```sql -- 1. Enable pg_stat_statements (requires restart) -- In postgresql.conf: shared
OfficialSkillApache-2.0★ 285 in collectionNo key
Agent skills for Apache Doris
in the skill textsizing, diagnosing production incidents, reading query profiles. - **Working on Doris itself** — contributor workflows against an `apache/doris` source checkout. Cluster-lifecycle, billing, and networking operations are managed
OfficialSkillApache-2.0★ 48No key
Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github Copilot, Antigravity, Gemini CLI and more.
in the skill textlinks to official Pinecone documentation, organized by topic | | `pinecone-n8n` | Build n8n workflows with the Pinecone Assistant node or Pinecone Vector Store node, including best practices
OfficialSkillMIT★ 15No key
Who stands behind it
Who stands behind it
