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

FlagGems is an operator library for large language models implemented in the Triton Language.

Documentation

88

Contributing guide5pt63

Contributing guide is too short for full depth credit (−6 pts). 400+ words earns the full +12 pts.

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

README12pt90

README is present.

Install and run instructions9pt90

README documents how to install the project.

License6pt100

Licensed under Apache-2.0.

Engineering

73

Linting and formatting5pt0

No linter or formatter config found.

Add a linter config such as .eslintrc.json, .prettierrc, ruff.toml, or .golangci.yml to enforce consistent code style.

CI/CD14pt72

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

Tests18pt80

Test files detected (benchmark/conftest.py).

Reproducibility6pt90

Lockfile present (benchmark/models_benchmark/requirements.txt). Installs are reproducible.

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)
  • 417
    Forks
  • 5
    Releaseslatest 2mo ago

Community

  • Community health
  • authors own >50% of commits
  • 1,031
    Watchers

Responsiveness

  • 3h
    Median issue response
  • 21h
    Median PR merge time
  • 651
    Open issues
Repository files36 root entries
  • .github
    Good: CI is configured (.github/workflows/linter.yml).
    Good: Dependabot covers 2 ecosystems (pip, github-actions). Dependencies stay current.
    Good: Issue or PR templates present.
  • benchmark
    Good: Test files detected (benchmark/conftest.py).
    Good: Lockfile present (benchmark/models_benchmark/requirements.txt). Installs are reproducible.
  • cmake
  • conf
  • container
  • ctests
  • docs
  • examples
  • experimental_tests
  • include
  • lib
  • modules_tests
  • requirements
  • src
  • tests
  • tools
  • triton_src
  • .clang-format
  • .coveragerc
  • .dockerignore
  • .gitattributes
  • .gitignore
    Good: .gitignore present.
  • .gitmodules
  • .pre-commit-config.yaml
  • CMakeLists.txt
  • CODE_OF_CONDUCT.md
    Good: Code of conduct present.
  • CONTRIBUTING_cn.md
  • CONTRIBUTING.md
    Issue: Contributing guide is too short for full depth credit (−6 pts). 400+ words earns the full +12 pts.Fix: Add setup instructions, code style notes, and how to run tests.
    Issue: Contributing guide lacks a setup section (−12 pts).Fix: Show new contributors how to get a local dev environment running.
    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).
    Issue: 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.
    Good: Contributing guide includes code examples.
  • LICENSE
    Good: Licensed under Apache-2.0.
  • MAINTAINERS.md
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • pytest.ini
  • README_cn.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.
    Issue: 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.
    Good: README documents how to run the project.
  • README.md
  • SECURITY.md
    Good: Security policy present.
  • setup.sh