A landmark open source project with strong engineering quality.

LLM inference in C/C++

Documentation

96

Contributing guide5pt72

Contributing guide is detailed and thorough.

README12pt100

README is present.

Install and run instructions9pt100

README documents how to install the project.

License6pt100

Licensed under MIT.

Engineering

87

Reproducibility6pt70

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

Tests18pt85

Test files detected (examples/llama.android/lib/src/androidTest/java/android/llama/cpp/ExampleInstrumentedTest.kt).

CI/CD14pt85

CI is configured (.github/workflows/build-3rd-party.yml).

Linting and formatting5pt100

Linter or formatter configured (.editorconfig).

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 files57 root entries
  • .devops
  • .gemini
  • .github
    Good: CI is configured (.github/workflows/build-3rd-party.yml).
    Good: Issue or PR templates present.
  • .pi
  • app
  • benches
  • ci
  • cmake
  • common
  • conversion
  • docs
  • examples
    Good: Test files detected (examples/llama.android/lib/src/androidTest/java/android/llama/cpp/ExampleInstrumentedTest.kt).
  • ggml
  • gguf-py
  • grammars
  • include
  • licenses
  • media
  • models
  • pocs
  • requirements
  • scripts
  • src
  • tests
  • tools
  • vendor
  • .clang-format
  • .clang-tidy
  • .dockerignore
  • .ecrc
  • .editorconfig
    Good: Linter or formatter configured (.editorconfig).
  • .flake8
  • .gitignore
    Good: .gitignore present.
  • .gitmodules
  • .pre-commit-config.yaml
  • AGENTS.md
  • AUTHORS
  • build-xcframework.sh
  • CLAUDE.md
  • CMakeLists.txt
  • CMakePresets.json
  • CODEOWNERS
  • CONTRIBUTING.md
    Good: Contributing guide is detailed and thorough.
    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).
    Good: Contributing guide describes the PR/review workflow.
    Good: Contributing guide includes code examples.
  • convert_hf_to_gguf_update.py
  • convert_hf_to_gguf.py
  • convert_llama_ggml_to_gguf.py
  • convert_lora_to_gguf.py
  • flake.nix
  • LICENSE
    Good: Licensed under MIT.
  • Makefile
  • mypy.ini
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • pyrightconfig.json
  • 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.
  • SECURITY.md
    Good: Security policy present.
  • ty.toml