python/mypy GitHub Actions scorecard

Public GitHub Actions data, last 30 days. Updated .

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1,483 min/mo
recoverable (~22% of CI time) · across 8 patterns · ≈$9/mo
Estimated from wall-clock time · public repos pay $0, $ = private-repo equivalent
See all 8 fixes, each with the exact YAML ↓
4.6%
failure rate, 30d
1h 26m
avg time to recover from a failure
Since : findings 8 → 8 · recoverable ~1,396 → ~1,483 min/mo
12 workflows · 500 runs (16.7/day) · 6,797 CI-min (wall-clock) · ≈$41 at private-repo rates (30d)

Where the minutes go (30d)

Tests~4,934 min · 163 runs
Run mypy_primer~1,770 min · 107 runs
Check documentation build~38 min · 51 runs
or track on every push →

Waste detected

Biggest wins first, each with the exact config fix.

Missing dependency cache · Tests

~1480 min/mo · ≈$9/mo

Set `cache: 'pip'` on your `actions/setup-python` step, or add an `actions/cache@v4` step keyed on your requirements/lock file.

- uses: actions/setup-python@v5
  with:
    python-version: '3.12'
    cache: 'pip'

Full guide: how to fix this →

No concurrency control · Comment with mypy_primer diff

~2 min/mo

Add a `concurrency:` block keyed on branch to cancel superseded runs when devs push twice quickly.

concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

Full guide: how to fix this →

No concurrency control · Trigger wheel build

~1 min/mo

Add a `concurrency:` block keyed on branch to cancel superseded runs when devs push twice quickly.

concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

Full guide: how to fix this →

Also found: 5 more config fixes with negligible recoverable minutes: timeouts, retention, path filters

No job timeout · Trigger wheel build

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

Artifacts at default retention · Run mypy_primer

~0 min/mo

`upload-artifact` has no `retention-days`, so artifacts keep up to 90 days (storage cost). Set e.g. `retention-days: 7`.

- uses: actions/upload-artifact@v4
  with:
    name: build
    path: dist/
    retention-days: 7

Full guide: how to fix this →

No job timeout · Comment with mypy_primer diff

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

Premium runners (macOS / Windows) · Tests

~0 min/mo

macOS bills ~10x and Windows ~2x a Linux minute. The cost estimate above assumes Linux, so your real spend is higher. Move any job that doesn't need them to `ubuntu-latest`.

jobs:
  build:
    runs-on: ubuntu-latest  # ~10x cheaper than macos-latest

Full guide: how to fix this →

System packages reinstalled every run · Tests

~0 min/mo

System packages install from the network on every run with no cache. Cache them (cache-apt-pkgs-action) or check whether the runner image already has the tool.

- uses: awalsh128/cache-apt-pkgs-action@latest
  with:
    packages: <your packages>
    version: 1.0

Full guide: how to fix this →

Copy every fix as one block (6 snippets, annotated per workflow)
# Missing dependency cache (pip) (applies to: Tests)
- uses: actions/setup-python@v5
  with:
    python-version: '3.12'
    cache: 'pip'

# No concurrency control (applies to: Comment with mypy_primer diff, Trigger wheel build)
concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

# No job timeout (applies to: Trigger wheel build, Comment with mypy_primer diff)
jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

# Artifacts at default retention (applies to: Run mypy_primer)
- uses: actions/upload-artifact@v4
  with:
    name: build
    path: dist/
    retention-days: 7

# Premium runners (macOS / Windows) (applies to: Tests)
jobs:
  build:
    runs-on: ubuntu-latest  # ~10x cheaper than macos-latest

# System packages reinstalled every run (applies to: Tests)
- uses: awalsh128/cache-apt-pkgs-action@latest
  with:
    packages: <your packages>
    version: 1.0

Each snippet is representative. Merge into the named workflow files rather than pasting wholesale.

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