MaterializeIncOfficial·16 Agent Skills Included

materialize

Agent skills for building, testing, and debugging Materialize database code

Guides AI agents through real development work on the Materialize streaming SQL database codebase. Covers running the correct test frameworks, formatting and linting, committing changes, debugging CI failures, profiling performance, and verifying releases. Eliminates guesswork about non-obvious project commands and conventions so agents complete engineering tasks correctly the first time.

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npx skills add MaterializeInc/materialize --all -g -y

Available:

Routes the AI agent to the correct mz-* skill before testing, building, committing, or debugging CI, and enforces project rules for dependencies, code comments, and generated documentation.

All Skills in This Repository (16)

Pure Emerald Level Indicators

📦 In Repo

MaterializeInc

mz-commit

Prepares commits and pull requests following Materialize repository conventions.

mz-query-perf

Diagnose and benchmark SQL query rewrites against Materialize catalog relations.

mz-parallel-workload

Extends the parallel-workload framework to stress-test Materialize with concurrent random SQL actions.

mz-benchmark

Add and debug Materialize performance benchmark scenarios across three testing frameworks.

mz-test

Runs and selects test frameworks for Materialize including sqllogictest, testdrive, mzcompose, and cargo test.

mz-query-tracing

Diagnose SQL query latency in Materialize using OpenTelemetry distributed traces from Tempo.

mz-limits-test

Creates and debugs Materialize limits tests that stress the system with many objects.

mz-platform-checks

Create and debug platform checks testing Materialize features across restarts and upgrades.

mz-release-signoff

Verify Materialize release candidates by comparing Grafana metrics across release boundaries.

mz-run

Compile, run, format, and lint the Materialize codebase locally.

mz-debug-ci

Diagnose Buildkite CI failures on Materialize pull requests using gh and Buildkite tools.

mz-profile

Profile Materialize CPU, memory, and binary size using samply, heaptrack, and nm.

Official

Intermediate

Frequently Asked Questions

FAQPage Schema

How to install Materialize skills?▼

Run `npx skills add MaterializeInc/materialize --all -g -y` in your terminal to install all skills in this suite globally.

What do the Materialize agent skills do?▼

They teach your AI agent the exact commands and conventions for testing, building, committing, benchmarking, and debugging the Materialize database codebase.

How do I run Materialize tests with an AI agent?▼

The mz-test skill directs your agent to the right framework, such as sqllogictest, testdrive, or cargo test, with the correct canonical commands.

Can an AI agent debug Materialize CI failures?▼

Yes. The mz-debug-ci skill walks the agent through Buildkite annotations, logs, and known-flake databases to find the root cause of red builds.

Do these skills work with Claude Code?▼

Yes. All skills follow the standard SKILL.md format and run in Claude Code and other compatible AI coding agents.