79

/ 100

GradeC

Good community traction and solid fundamentals. Nearly in the top tier.

Top 33% of 5,156 graded repos

Fully Open Framework for Democratized Multimodal Training

Python1,113Apache-2.01mo ago

Top fixes

Highest-impact changes first, ranked by point weight

18 to address
  1. 1
    CI/CD14pt

    Add a step like `run: npm test`, `run: pytest`, or `run: tox` to your workflow file.

  2. 2
    CI/CD14pt

    Add `pull_request:` to the workflow `on:` triggers.

  3. 3
    CI/CD14pt

    Add a lint step to catch style issues automatically.

  4. 4
    CI/CD14pt

    Add `tsc --noEmit`, `mypy`, or `cargo check` to catch type errors before they merge.

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Scorecard

Every check, grouped by category and sorted worst-first

Documentation

93

Contributing guide5pt72

CONTRIBUTING guide found.

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under Apache-2.0.

Engineering

68

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

CI/CD14pt40

CI is configured (.github/workflows/update-community-json.yml).

Reproducibility6pt80

Lockfile present (requirements.txt). Installs are reproducible.

Tests18pt100

Test files detected (aiak_megatron/megatron/legacy/fused_kernels/tests).

Linting and formatting5pt100

Linter or formatter configured (aiak_megatron/.flake8).

Project health

86

Dependency manifest6pt55

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)
  • 76
    Forks
  • 1
    Releaseslatest 7mo ago

Community

  • 37% - Weak
    Community health
  • 1 bus factorlow
    author own >50% of commits
  • 1,113
    Watchers

Responsiveness

  • 2h
    Median issue response
  • <1h
    Median PR merge time
  • 60
    Open issues
Repository files21 root entries
  • .github
    Good: CI is configured (.github/workflows/update-community-json.yml).
  • .opencode
  • aiak_megatron
    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: Test files detected (aiak_megatron/megatron/legacy/fused_kernels/tests).
    Good: Linter or formatter configured (aiak_megatron/.flake8).
    Good: Environment pinned via aiak_megatron/examples/mamba/Dockerfile.
  • aiak_training_llm
  • asset
  • configs
  • docs
  • examples
  • offline_packing
  • tests
  • tools
  • transformers_impl
  • .gitignore
    Good: .gitignore present.
  • .python-version
  • dockerfile
  • LICENSE
    Good: Licensed under Apache-2.0.
  • 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.
  • requirements.txt
    Good: Lockfile present (requirements.txt). Installs are reproducible.
  • setup.cfg
  • setup.py
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