Presubmit workflow (googleanalytics/google-analytics-mcp)
The Presubmit workflow from googleanalytics/google-analytics-mcp, explained and optimized by Latchkey.
CI health: C - fair
Point runs-on at Latchkey and get run de-duplication, job timeouts, self-healing for flaky steps, and up to 58% lower cost, applied automatically.
What it does
This is the Presubmit workflow from the googleanalytics/google-analytics-mcp repository, a real project running GitHub Actions. It is shown here with attribution under its Apache-2.0 license.
Below, Latchkey shows a faster, safer version produced by its optimization engine.
The workflow
# Runs tests on pull requests for main
permissions: read-all
name: Presubmit
on:
pull_request:
branches:
- main
jobs:
test:
strategy:
matrix:
python-version: ["3.10", "3.11", "3.12", "3.13"]
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7
with:
persist-credentials: false
- name: Set up Python
uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6
with:
python-version: ${{ matrix.python-version }}
cache: 'pip'
- name: Install nox
run: pip install -e .[dev]
- name: Check formatting
run: nox -s lint
- name: Run tests
run: nox -s tests-${{ matrix.python-version }}
The same workflow, on Latchkey
Removes redundant runs and caps runaway jobs. Added and changed lines are highlighted.
# Runs tests on pull requests for main permissions: read-all name: Presubmit on: pull_request: branches: - main concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: test: timeout-minutes: 30 strategy: matrix: python-version: ["3.10", "3.11", "3.12", "3.13"] runs-on: latchkey-small steps: - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7 with: persist-credentials: false - name: Set up Python uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6 with: python-version: ${{ matrix.python-version }} cache: 'pip' - name: Install nox run: pip install -e .[dev] - name: Check formatting run: nox -s lint - name: Run tests run: nox -s tests-${{ matrix.python-version }}
What changed
- Run on Latchkey managed runners with one line (
runs-on), which apply the fixes below automatically and self-heal transient failures. This example useslatchkey-small; pick the runner size that fits the job. - Cancel superseded runs when a branch or PR gets a newer push.
- Add a job timeout so a hung step cannot burn hours of runner time.
What Latchkey heals here
This workflow has steps that commonly fail on transient issues (network, registries, flaky browsers). On Latchkey managed runners they are detected, retried, and self-healed instead of failing your build:
- Dependency installs
This workflow runs 1 job (4 with the matrix expanded) per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.