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How MCP Toolbox turns agent text into ClickHouse vectors

Google's MCP Toolbox for Databases embeds agent text into vectors on insert and search, then lets ClickHouse rank the results - no embedding service to build or maintain. Here's how to set it up, and what it looks like end to end.

Pete Hampton

Sep 7, 2026 · 22 minutes read

Engineering

ClickHouse vs BigQuery: Using ClickHouse to Serve Real-Time Queries on Top of BigQuery Data

Dale McDiarmid · Feb 27, 2023

Engineering

Five Methods For Database Obfuscation

Alexey Milovidov · Feb 16, 2023

Engineering

ClickHouse welcomes Metabase Cloud GA integration

ClickHouse · Feb 15, 2023

Engineering

A Story of Open-source GitHub Activity using ClickHouse + Grafana

ClickHouse · Feb 10, 2023

Engineering

Introducing the ClickHouse Query Cache

Robert Schulze · Feb 9, 2023

Engineering

Using Aggregate Combinators in ClickHouse

Denys Golotiuk · Feb 8, 2023

Engineering

Analyzing AWS Flow Logs using ClickHouse

Marcel Birkner · Feb 6, 2023

Engineering

Introducing Inverted Indices in ClickHouse

Robert Schulze · Feb 2, 2023

Engineering

ClickHouse and dbt - A Gift from the Community

ClickHouse · Feb 1, 2023

Engineering

Using TTL to Manage Data Lifecycles in ClickHouse

Denys Golotiuk · Jan 31, 2023

Engineering

ClickHouse Release 23.1

ClickHouse · Jan 30, 2023

Engineering

ClickHouse and PostgreSQL - a Match Made in Data Heaven - part 2

Dale McDiarmid · Jan 26, 2023

Engineering

An Introduction to Data Formats in ClickHouse

Denys Golotiuk · Jan 24, 2023

Engineering

ClickHouse Fiddle — A SQL Playground for ClickHouse

Igor Baliuk · Jan 20, 2023

Engineering

Using Materialized Views in ClickHouse

Denys Golotiuk · Jan 19, 2023

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