0

/ 100

GradeC

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

Community recipes for serving LLMs on RTX 3090/4090/5090 CUDA gpus. Multi-engine (vLLM, llama.cpp, ik_llama) and model-agnostic. Currently shipping Qwen3.6-27B Qwen3.6 35B Gemma 4 26B Gemma 4 31B configs for 1× and 2× cards.

Python1,521Apache-2.0today

Documentation

92

Contributing guide5pt72

Contributing guide is detailed and thorough.

README12pt90

README is present.

Install and run instructions9pt100

README documents how to install the project.

License6pt100

Licensed under Apache-2.0.

Engineering

63

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/CD14pt40

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

Tests18pt80

Test files detected (scripts/tests).

Reproducibility6pt80

Lockfile present (tools/test-console/uv.lock). Installs are reproducible.

Issue and PR templates6pt100

Issue or PR templates present.

Project health

100

Dependency manifest6pt100

Dependency manifest found (tools/serve-cockpit/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)
  • 84
    Forks
  • 31
    Releaseslatest 1mo ago

Community

  • -
    Community health
  • -
    authors own >50% of commits
  • 1,521
    Watchers

Responsiveness

  • 1h
    Median issue response
  • <1h
    Median PR merge time
  • 11
    Open issues
Repository files19 root entries
  • .github
    Good: CI is configured (.github/workflows/release.yml).
    Good: Issue or PR templates present.
  • docs
  • lmcache-kv
  • models
  • results
  • scripts
    Good: Test files detected (scripts/tests).
  • services
    Good: Environment pinned via services/comfyui/Dockerfile.
  • tools
    Good: Lockfile present (tools/test-console/uv.lock). Installs are reproducible.
    Good: Dependency manifest found (tools/serve-cockpit/pyproject.toml).
  • .dockerignore
  • .env.example
  • .gitignore
    Good: .gitignore present.
  • AGENTS.md
  • BENCHMARKS.md
  • CHANGELOG.md
  • CLAUDE.md
  • cliff.toml
  • 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.
  • LICENSE
    Good: Licensed under Apache-2.0.
  • 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.
    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.