lablup/mlxcel
Grade a repo

98

/ 100

GradeA

Exemplary work. Strong across engineering, project hygiene, and documentation.

Top 2% of 5,156 graded repos

High-performance LLM, VLM, embedding, reranking, and audio inference for Apple Silicon and NVIDIA CUDA systems.

Documentation97
Engineering100
Health98
Rust471Apache-2.09d ago

Outstanding. A score of 99/100 puts this repo in a very small tier of truly well-engineered projects.

Top fixes

Highest-impact changes first, ranked by point weight

2 to address
  1. 1
    Install and run instructions9pt

    Add a .env.example listing all required environment variables so contributors know what to set up.

  2. 2
    Dependency manifest6pt

    Add `documentation = "https://docs.rs/<crate>"` to [package] so users can find the API docs.

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Scorecard

Every check, grouped by category and sorted worst-first

Documentation

97

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under Apache-2.0.

Contributing guide5pt100

Contributing guide is detailed and thorough.

Engineering

100

Tests18pt100

Test files detected (python/tests).

CI/CD14pt100

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

Linting and formatting5pt100

Rust linting configured (webpage/site/eslint.config.mjs, cargo clippy in CI, cargo fmt in CI).

Reproducibility6pt100

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

Issue and PR templates6pt100

Issue or PR templates present.

Project health

98

Dependency manifest6pt95

Dependency manifest found (Cargo.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)
  • 55
    Forks
  • 29
    Releaseslatest 4mo ago

Community

  • 87% - Good
    Community health
  • 1 bus factorlow
    author own >50% of commits
  • 471
    Watchers

Responsiveness

  • 2h
    Median issue response
  • <1h
    Median PR merge time
  • 132
    Open issues
Repository files36 root entries
  • .cargo
  • .github
    Good: CI is configured (.github/workflows/ci.yml).
    Good: Dependabot covers 2 ecosystems (cargo, github-actions). Dependencies stay current.
    Good: Issue or PR templates present.
  • benches
  • benchmarks
  • compat
  • docs
  • examples
  • python
    Good: Test files detected (python/tests).
  • recipes
  • scripts
  • spike
  • src
  • TECHNICAL_REPORTS
  • tests
  • webpage
    Good: Rust linting configured (webpage/site/eslint.config.mjs, cargo clippy in CI, cargo fmt in CI).
  • webui
    Good: Environment pinned via webui/.node-version.
  • .gitignore
    Good: .gitignore present.
  • .gitleaksignore
  • build.rs
  • Cargo.lock
    Good: Lockfile present (Cargo.lock). Installs are reproducible.
  • Cargo.toml
    Good: Dependency manifest found (Cargo.toml).
  • CHANGELOG.md
  • CITATION.cff
  • CODE_OF_CONDUCT.md
    Good: Code of conduct present.
  • CONTRIBUTING.md
    Good: Contributing guide is detailed and thorough.
    Good: Contributing guide includes setup/install instructions.
    Good: Contributing guide describes code style expectations.
    Good: Contributing guide explains how to run tests.
    Good: Contributing guide describes the PR/review workflow.
    Good: Contributing guide includes code examples.
  • deny.toml
  • LICENSE
    Good: Licensed under Apache-2.0.
  • Makefile
  • mkdocs.ko.pdf.yml
  • mkdocs.ko.yml
  • mkdocs.pdf.yml
  • mkdocs.yml
  • NOTICE
  • 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.
  • rust-toolchain.toml
  • SECURITY.md
    Good: Security policy present.
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