85/ 100 · B

A top-tier open source project. Docs, tests, and CI are all in excellent shape.

A high-throughput and memory-efficient inference and serving engine for LLMs

Python82,842 starsApache-2.0updated 2d ago
DocumentationREADME, setup, examples, license
65
EngineeringTests, CI, linting, lockfiles
92
Project healthDescription, activity, stars, deps
100

What to fix first

The highest-impact improvements for this repo.

  1. 1
    CI/CD
    EngineeringWarning

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

  2. 2
    CI/CD
    EngineeringInfo

    Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.

  3. 3
    README
    DocumentationWarning

    Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.

Detailed breakdown

Documentation

65
  • README70
    • README is present.
    • README is well structured with multiple sections.
    • No screenshots or images in the README (−20 pts).Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.
    • README has code examples.
    • README links to a live demo or deployed app.
    • No status badges in the README (−10 pts).Add CI/build status badges from shields.io or your CI provider to signal project health.
  • Install and run instructions45
    • README documents how to install the project.
    • No run or usage instructions found (−45 pts).Add a section showing how to start or use the project.
    • If your project uses environment variables, add a .env.example listing them (+10 pts).Add a .env.example listing all required environment variables so contributors know what to set up.
  • License100
    • Licensed under Apache-2.0.
  • Contributing guide50
    • CONTRIBUTING guide is very brief (0 pts for depth); 150+ words earns +6 pts, 400+ earns +12 pts.Add setup instructions, code style notes, and how to run tests.
    • Contributing guide lacks a setup section (−12 pts).Show new contributors how to get a local dev environment running.
    • Contributing guide lacks a code style section (−8 pts).Describe your linting/formatting rules and how to run them (e.g. npm run lint, ruff check .).
    • Contributing guide lacks a testing section (−8 pts).Show contributors how to run the test suite (e.g. npm test, pytest, cargo test).
    • Contributing guide lacks a PR workflow section (−8 pts).Explain how to fork, branch, and open a pull request so contributors know what to expect.
    • Contributing guide has no code examples (−5 pts).Add code blocks showing example commands for setup, running tests, and submitting a PR.
    • Code of conduct present.

Engineering

92
  • Tests100
    • Test files detected (.buildkite/lm-eval-harness/conftest.py).
    • Pytest configured via [tool.pytest.ini_options] in pyproject.toml with test files present.
  • CI/CD72

    Not applicable?

    • CI is configured (.github/workflows/macos-smoke-test.yml).
    • The CI workflow does not appear to run any tests (−28 pts).Add a step like `run: npm test`, `run: pytest`, or `run: tox` to your workflow file.
    • CI runs on pull requests, not just on pushes to main.
    • CI workflow runs a lint or format check.
    • CI runs type checking (tsc, mypy, cargo check, etc.).
    • Optional: report test coverage in CI.Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.
  • Linting and formatting100
    • Linter or formatter configured (rust/rustfmt.toml).
    • pyproject.toml configures both a formatter/linter (ruff/black) and type checking (mypy).
  • Reproducibility100
    • Lockfile present (benchmarks/kernels/requirements.txt). Installs are reproducible.
    • Environment pinned via docker/Dockerfile.
    • Dependabot covers 2 ecosystems (github-actions, pip). Dependencies stay current.
  • Issue and PR templates100
    • Issue or PR templates present.
    • Security policy present.

Project health

100
  • Dependency manifest100
    • Dependency manifest found (pyproject.toml).
    • pyproject.toml has a [project] table with package metadata.
    • pyproject.toml includes a description.
    • pyproject.toml specifies requires-python, preventing installs on incompatible versions.
    • pyproject.toml has a [build-system] table. The package can be built and published.
  • Repository metadata100
    • Repository has a description.
    • Primary language detected: Python.
    • pyproject.toml [project] metadata is complete (description, authors, urls).
  • Activity100
    • Actively maintained (pushed within the last month).
    • 82,842 stars.
  • Housekeeping100
    • .gitignore present.
Repository files43 root entries
  • .buildkite
    Good: Test files detected (.buildkite/lm-eval-harness/conftest.py).
  • .gemini
  • .github
    Good: CI is configured (.github/workflows/macos-smoke-test.yml).
    Good: Dependabot covers 2 ecosystems (github-actions, pip). Dependencies stay current.
    Good: Issue or PR templates present.
  • benchmarks
    Good: Lockfile present (benchmarks/kernels/requirements.txt). Installs are reproducible.
  • cmake
  • csrc
  • docker
    Good: Environment pinned via docker/Dockerfile.
  • docs
  • examples
  • requirements
  • rust
    Good: Linter or formatter configured (rust/rustfmt.toml).
  • scripts
  • tests
  • tools
  • vllm
  • .clang-format
  • .coveragerc
  • .dockerignore
  • .git-blame-ignore-revs
  • .gitignore
    Good: .gitignore present.
  • .markdownlint.yaml
  • .pre-commit-config.yaml
  • .readthedocs.yaml
  • .shellcheckrc
  • .yapfignore
  • AGENTS.md
  • build_rust.sh
  • CLAUDE.md
  • CMakeLists.txt
  • CODE_OF_CONDUCT.md
    Good: Code of conduct present.
  • codecov.yml
  • CONTRIBUTING.md
    Info: CONTRIBUTING guide is very brief (0 pts for depth); 150+ words earns +6 pts, 400+ earns +12 pts.Fix: Add setup instructions, code style notes, and how to run tests.
    Info: Contributing guide lacks a setup section (−12 pts).Fix: Show new contributors how to get a local dev environment running.
    Info: Contributing guide lacks a code style section (−8 pts).Fix: Describe your linting/formatting rules and how to run them (e.g. npm run lint, ruff check .).
    Info: Contributing guide lacks a testing section (−8 pts).Fix: Show contributors how to run the test suite (e.g. npm test, pytest, cargo test).
    Info: Contributing guide lacks a PR workflow section (−8 pts).Fix: Explain how to fork, branch, and open a pull request so contributors know what to expect.
    Info: Contributing guide has no code examples (−5 pts).Fix: Add code blocks showing example commands for setup, running tests, and submitting a PR.
  • DCO
  • LICENSE
    Good: Licensed under Apache-2.0.
  • MANIFEST.in
  • mkdocs.yaml
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Warning: No screenshots or images in the README (−20 pts).Fix: Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Info: No status badges in the README (−10 pts).Fix: Add CI/build status badges from shields.io or your CI provider to signal project health.
    Good: README documents how to install the project.
    Warning: No run or usage instructions found (−45 pts).Fix: Add a section showing how to start or use the project.
  • RELEASE.md
  • rust-toolchain.toml
  • SECURITY.md
    Good: Security policy present.
  • setup.py
  • use_existing_torch.py