Integrations

Integrations connect the MCP Toolbox to your external data sources, unlocking specific sets of tools for your agents.

An Integration represents a connection to a database or a HTTP Server.

You can define the connection the Source just once in your tools.yaml file. Once connected, that integration unlocks a suite of specialized Tools (like querying data, listing tables, or analyzing schemas) that your clients can immediately use.

Exploring Integrations & Tools

Select an integration below to view its configuration requirements. Depending on the integration, the documentation will provide the tools.yaml snippets needed to establish a source connection, detail any specific tools available to your agents, or both.


AlloyDB for PostgreSQL Source

AlloyDB for PostgreSQL is a fully-managed, PostgreSQL-compatible database for demanding transactional workloads.

AlloyDB Admin Source

The “alloydb-admin” source provides a client for the AlloyDB API.

BigQuery Source

BigQuery is Google Cloud’s fully managed, petabyte-scale, and cost-effective analytics data warehouse that lets you run analytics over vast amounts of data in near real time. With BigQuery, there’s no infrastructure to set up or manage, letting you focus on finding meaningful insights using GoogleSQL and taking advantage of flexible pricing models across on-demand and flat-rate options.

Bigtable Source

Bigtable is a low-latency NoSQL database service for machine learning, operational analytics, and user-facing operations. It’s a wide-column, key-value store that can scale to billions of rows and thousands of columns. With Bigtable, you can replicate your data to regions across the world for high availability and data resiliency.

Cassandra Source

Apache Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.

ClickHouse Source

ClickHouse is an open-source, OLTP database.

Cloud Healthcare API Source

The Cloud Healthcare API provides a managed solution for storing and accessing healthcare data in Google Cloud, providing a critical bridge between existing care systems and applications hosted on Google Cloud.

Cloud Logging Admin Source

The Cloud Logging Admin source enables tools to interact with the Cloud Logging API, allowing for the retrieval of log names, monitored resource types, and the querying of log data.

Cloud Monitoring Source

A “cloud-monitoring” source provides a client for the Cloud Monitoring API.

Cloud SQL for MySQL Source

Cloud SQL for MySQL is a fully-managed database service for MySQL.

Cloud SQL for PostgreSQL Source

Cloud SQL for PostgreSQL is a fully-managed database service for Postgres.

Cloud SQL for SQL Server Source

Cloud SQL for SQL Server is a fully-managed database service for SQL Server.

Cloud SQL Admin Source

A “cloud-sql-admin” source provides a client for the Cloud SQL Admin API.

CockroachDB Source

CockroachDB is a distributed SQL database built for cloud applications.

Couchbase Source

A “couchbase” source connects to a Couchbase database.

Dataform

Tools that work with Dataform.

Dataplex Source

Dataplex Universal Catalog is a unified, intelligent governance solution for data and AI assets in Google Cloud. Dataplex Universal Catalog powers AI, analytics, and business intelligence at scale.

Dgraph Source

Dgraph is fully open-source, built-for-scale graph database for Gen AI workloads

Elasticsearch Source

Elasticsearch is a distributed, free and open search and analytics engine for all types of data, including textual, numerical, geospatial, structured, and unstructured.

Firebird Source

Firebird is a powerful, cross-platform, and open-source relational database.

Firestore Source

Firestore is a NoSQL document database built for automatic scaling, high performance, and ease of application development. It’s a fully managed, serverless database that supports mobile, web, and server development.

Gemini Data Analytics Source

A “cloud-gemini-data-analytics” source provides a client for the Gemini Data Analytics API.

HTTP Source

The HTTP source enables the Toolbox to retrieve data from a remote server using HTTP requests.

Looker Source

Looker is a business intelligence tool that also provides a semantic layer.

MariaDB Source

MariaDB is an open-source relational database compatible with MySQL.

MindsDB Source

MindsDB is an AI federated database that enables SQL queries across hundreds of datasources and ML models.

MongoDB Source

MongoDB is a no-sql data platform that can not only serve general purpose data requirements also perform VectorSearch where both operational data and embeddings used of search can reside in same document.

MySQL Source

MySQL is a relational database management system that stores and manages data.

Neo4j Source

Neo4j is a powerful, open source graph database system

OceanBase Source

OceanBase is a distributed relational database that provides high availability, scalability, and compatibility with MySQL.

Oracle Source

Oracle Database is a widely-used relational database management system.

PostgreSQL Source

PostgreSQL is a powerful, open source object-relational database.

Redis Source

Redis is a in-memory data structure store.

Serverless for Apache Spark Source

Google Cloud Serverless for Apache Spark lets you run Spark workloads without requiring you to provision and manage your own Spark cluster.

SingleStore Source

SingleStore is the cloud-native database built with speed and scale to power data-intensive applications.

Snowflake Source

Snowflake is a cloud-based data platform.

Spanner Source

Spanner is a fully managed database service from Google Cloud that combines relational, key-value, graph, and search capabilities.

SQL Server Source

SQL Server is a relational database management system (RDBMS).

SQLite Source

SQLite is a C-language library that implements a small, fast, self-contained, high-reliability, full-featured, SQL database engine.

TiDB Source

TiDB is a distributed SQL database that combines the best of traditional RDBMS and NoSQL databases.

Trino Source

Trino is a distributed SQL query engine for big data analytics.

Utility tools

Tools that provide utility.

Valkey Source

Valkey is an open-source, in-memory data structure store, forked from Redis.

YugabyteDB Source

YugabyteDB is a high-performance, distributed SQL database.