A well-known project done right. Strong docs and solid engineering throughout.

VeOmni: Scaling Any Modality Model Training with Model-Centric Distributed Recipe Zoo

Documentation

93

Contributing guide5pt72

CONTRIBUTING guide is very brief (−12 pts for depth). 150+ words earns +6 pts; 400+ earns +12 pts.

Add setup instructions, code style notes, and how to run tests.

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under Apache-2.0.

Engineering

88

Reproducibility6pt70

Lockfile present (uv.lock). Installs are reproducible.

CI/CD14pt72

CI is configured (.github/workflows/check_doc_task_paths.yml).

Tests18pt100

Test files detected (tests).

Linting and formatting5pt100

Linter or formatter configured ([tool.ruff] / [tool.black] in pyproject.toml).

Issue and PR templates6pt100

Issue or PR templates present.

Project health

100

Dependency manifest6pt100

Dependency manifest found (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)
  • 215
    Forks
  • 16
    Releaseslatest 2mo ago

Community

  • Community health
  • authors own >50% of commits
  • 2,035
    Watchers

Responsiveness

  • 8d 23h
    Median issue response
  • <1h
    Median PR merge time
  • 102
    Open issues
Repository files27 root entries
  • .agents
  • .cursor
  • .gemini
  • .github
    Good: CI is configured (.github/workflows/check_doc_task_paths.yml).
    Good: Issue or PR templates present.
  • configs
  • docker
  • docs
  • patchgen-pkg
  • scripts
  • tasks
  • tests
    Good: Test files detected (tests).
  • veomni
  • .env.local
  • .gitignore
    Good: .gitignore present.
  • .pre-commit-config.yaml
  • .readthedocs.yaml
  • AGENTS.md
  • build.sh
  • CLAUDE.md
  • CONTRIBUTING.md
    Issue: CONTRIBUTING guide is very brief (−12 pts for depth). 150+ words earns +6 pts; 400+ earns +12 pts.Fix: Add setup instructions, code style notes, and how to run tests.
    Good: Contributing guide includes setup/install instructions.
    Issue: Contributing guide lacks a code style section (−8 pts).Fix: Describe your linting/formatting rules and how to run them.
    Issue: Contributing guide lacks a testing section (−8 pts).Fix: Show contributors how to run the test suite (e.g. npm test, pytest, cargo test).
    Good: Contributing guide describes the PR/review workflow.
    Good: Contributing guide includes code examples.
  • LICENSE
    Good: Licensed under Apache-2.0.
  • logfile
  • Makefile
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • 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.
  • train.sh
  • uv.lock
    Good: Lockfile present (uv.lock). Installs are reproducible.