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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

Sending Windows Event Logs to ClickHouse with Fluent Bit

Arnold van Wijnbergen · Jan 17, 2023

Engineering

Announcing a New Official ClickHouse Kafka Connector

ClickHouse · Jan 12, 2023

Engineering

Building an Observability Solution with ClickHouse - Part 1 - Logs

Dale McDiarmid · Jan 11, 2023

Engineering

Working with Time Series Data in ClickHouse

Denys Golotiuk · Jan 10, 2023

Engineering

Using ClickHouse to Monitor Job Queues in GitHub Actions

Misha Shiryaev · Jan 5, 2023

Engineering

Extracting, Converting, and Querying Data in Local Files using clickhouse-local

Denys Golotiuk · Jan 4, 2023

Engineering

Essential Monitoring Queries - part 2 - SELECT Queries

Camilo Sierra · Jan 3, 2023

Engineering

Generating Random Data in ClickHouse

Denys Golotiuk · Dec 29, 2022

Engineering

Essential Monitoring Queries - part 1 - INSERT Queries

Camilo Sierra · Dec 28, 2022

Engineering

ClickHouse and PostgreSQL - a Match Made in Data Heaven - part 1

Dale McDiarmid · Dec 20, 2022

Engineering

ClickHouse Release 22.12

ClickHouse · Dec 19, 2022

Engineering

Super charging your ClickHouse queries

Tom Schreiber · Dec 15, 2022

Engineering

Optimizing ClickHouse with Schemas and Codecs

Dale McDiarmid · Dec 14, 2022

Engineering

User-defined functions in ClickHouse Cloud

Dale McDiarmid & Tom Schreiber · Dec 8, 2022

Engineering

Using Dictionaries to Accelerate Queries

Dale McDiarmid · Dec 7, 2022

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