Good shape overall. A few tweaks would push it into the top tier.

Exascale multiphase flow solver — 2025 Gordon Bell Prize Finalist | 200T grid points on 43K+ GPUs

Documentation

94

Contributing guide5pt77

CONTRIBUTING guide found.

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under MIT.

Engineering

69

Reproducibility6pt10

No dependency lockfile found (−70 pts).

Commit the lockfile for this project's package manager so installs produce the same dependency versions everywhere.

CI/CD14pt57

CI is configured (.github/workflows/lint-toolchain.yml).

Tests18pt80

Test files detected (tests).

Linting and formatting5pt100

Linter or formatter configured (.ruff.toml).

Issue and PR templates6pt100

Issue or PR templates present.

Project health

100

Dependency manifest6pt100

Dependency manifest found (toolchain/pyproject.toml).

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Housekeeping3pt100

.gitignore present.

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • Commits (30d / 90d)
  • 150
    Forks
  • 61
    Releaseslatest 3y ago

Community

  • Community health
  • authors own >50% of commits
  • 376
    Watchers

Responsiveness

  • 21h
    Median issue response
  • 4h
    Median PR merge time
  • 93
    Open issues
Repository files28 root entries
  • .claude
  • .devcontainer
  • .githooks
  • .github
    Good: CONTRIBUTING guide found.
    Issue: CONTRIBUTING guide contents could not be read (−28 pts vs a readable file).Fix: Move the file to the repo root or docs/CONTRIBUTING.md so its setup, style, test, and PR sections can be graded.
    Good: Code of conduct present.
    Good: CI is configured (.github/workflows/lint-toolchain.yml).
    Good: Environment pinned via .github/Dockerfile.
    Good: Issue or PR templates present.
    Good: Security policy present.
  • .vscode
  • benchmarks
  • cmake
  • docs
  • examples
  • misc
  • packaging
  • src
  • tests
    Good: Test files detected (tests).
  • toolchain
    Good: Dependency manifest found (toolchain/pyproject.toml).
  • .ffmt.toml
  • .fortlsrc
  • .gitattributes
  • .gitignore
    Good: .gitignore present.
  • .lychee.toml
  • .ruff.toml
    Good: Linter or formatter configured (.ruff.toml).
  • .typos.toml
  • CITATION.cff
  • CLAUDE.md
  • CMakeLists.txt
  • LICENSE
    Good: Licensed under MIT.
  • mfc.bat
  • mfc.sh
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Good: README includes screenshots or visuals. Great for first impressions.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Good: README includes status badges.
    Good: README documents how to install the project.
    Good: README documents how to run the project.