Pytest workflow (taylorwilsdon/google_workspace_mcp)
The Pytest workflow from taylorwilsdon/google_workspace_mcp, explained and optimized by Latchkey.
CI health: F - at risk
Point runs-on at Latchkey and get caching, run de-duplication, job timeouts, SHA-pinned actions, self-healing for flaky steps, and up to 58% lower cost, applied automatically.
What it does
This is the Pytest workflow from the taylorwilsdon/google_workspace_mcp repository, a real project running GitHub Actions. It is shown here with attribution under its MIT license.
Below, Latchkey shows a faster, safer version produced by its optimization engine.
The workflow
name: Pytest
on:
pull_request:
permissions:
contents: read
jobs:
pytest:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v6
- uses: actions/setup-python@v6
with:
python-version: '3.11'
- name: Install uv
uses: astral-sh/setup-uv@v7
- name: Install dependencies
run: uv sync --extra test --frozen
- name: Run pytest
run: uv run pytest
The same workflow, on Latchkey
Estimated ~20% faster on cache hits, plus fewer wasted runs and a safer supply chain. Added and changed lines are highlighted.
name: Pytest on: pull_request: permissions: contents: read concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: pytest: timeout-minutes: 30 runs-on: latchkey-small steps: - uses: actions/checkout@v6 - uses: actions/setup-python@v6 with: cache: 'pip' python-version: '3.11' - name: Install uv uses: astral-sh/setup-uv@v7 - name: Install dependencies run: uv sync --extra test --frozen - name: Run pytest run: uv run pytest
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 - Cancel superseded runs when a branch or PR gets a newer push.
- Cache dependency installs on the setup step so they are served from cache.
- Add a job timeout so a hung step cannot burn hours of runner time.
1 third-party action is referenced by a movable tag. Pin it to the commit SHA (Latchkey resolves and applies this automatically) so a repointed tag cannot change what runs.
This workflow runs 1 job per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.