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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
EngineeringTests, CI, linting, lockfiles
Project healthDescription, activity, stars, deps
What to fix first
The highest-impact improvements for this repo.
- 1CI/CDEngineeringWarning
Add a step like `run: npm test`, `run: pytest`, or `run: tox` to your workflow file.
- 2CI/CDEngineeringInfo
Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.
- 3READMEDocumentationWarning
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
- .buildkiteGood: Test files detected (.buildkite/lm-eval-harness/conftest.py).
- .gemini
- .githubGood: 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.
- benchmarksGood: Lockfile present (benchmarks/kernels/requirements.txt). Installs are reproducible.
- cmake
- csrc
- dockerGood: Environment pinned via docker/Dockerfile.
- docs
- examples
- requirements
- rustGood: Linter or formatter configured (rust/rustfmt.toml).
- scripts
- tests
- tools
- vllm
- .clang-format
- .coveragerc
- .dockerignore
- .git-blame-ignore-revs
- .gitignoreGood: .gitignore present.
- .markdownlint.yaml
- .pre-commit-config.yaml
- .readthedocs.yaml
- .shellcheckrc
- .yapfignore
- AGENTS.md
- build_rust.sh
- CLAUDE.md
- CMakeLists.txt
- CODE_OF_CONDUCT.mdGood: Code of conduct present.
- codecov.yml
- CONTRIBUTING.mdInfo: 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
- LICENSEGood: Licensed under Apache-2.0.
- MANIFEST.in
- mkdocs.yaml
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: 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.mdGood: Security policy present.
- setup.py
- use_existing_torch.py