95/ 100 Β· A
A top-tier open source project. Docs, tests, and CI are all in excellent shape.
Build and share delightful machine learning apps, all in Python. π Star to support our work!
Python42,922 starsApache-2.0updated 3d ago
Outstanding work. A score of 95/100 puts this repo in a very small tier of truly well-engineered open source projects.
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/CDEngineeringInfo
Add `tsc --noEmit`, `mypy`, or `cargo check` to catch type errors before they merge.
- 2CI/CDEngineeringInfo
Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.
- 3Install and run instructionsDocumentationInfo
Add a .env.example listing all required environment variables so contributors know what to set up.
Detailed breakdown
Documentation
96- README100
- README is present.
- README is well structured with multiple sections.
- README includes screenshots or visuals. Great for first impressions.
- README has code examples.
- README links to a live demo or deployed app.
- README includes status badges.
- Install and run instructions90
- README documents how to install the project.
- README documents how to run 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 guide95
- Contributing guide is detailed and thorough.
- Contributing guide includes setup/install instructions.
- Contributing guide lacks a code style section (β8 pts).Describe your linting/formatting rules and how to run them (e.g. npm run lint, ruff check .).
- Contributing guide explains how to run tests.
- Contributing guide describes the PR/review workflow.
- Contributing guide includes code examples.
- Code of conduct present.
Engineering
97- Tests100
- Test files detected (.config/vitest.config.ts).
- CI/CD100
Not applicable?
- CI is configured (.github/workflows/test-functional.yml).
- CI workflow runs tests.
- CI runs on pull requests, not just on pushes to main.
- CI workflow runs a lint or format check.
- Optional: add type checking to CI.Add `tsc --noEmit`, `mypy`, or `cargo check` to catch type errors before they merge.
- Optional: report test coverage in CI.Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.
- CI caches dependencies for faster runs.
- CI tests across multiple environments or versions.
- Linting and formatting95
- Linter or formatter configured (.config/.prettierrc.json).
- Lint script wired into package.json.
- tsconfig.json has `strict: true`. Full TypeScript type safety enabled.
- Reproducibility80
- Lockfile present (pnpm-lock.yaml). Installs are reproducible.
- Environment pinned via test/test_docker/Dockerfile.
- No Dependabot config (adding it earns up to +20 pts).Add .github/dependabot.yml with at least one package-ecosystem entry so dependencies are updated automatically.
- Issue and PR templates100
- Issue or PR templates present.
- Security policy present.
Project health
88- Dependency manifest75
- Dependency manifest found (package.json).
- package.json has a description field.
- package.json has no repository field (β10 pts).Add a `repository` field pointing to the GitHub URL so npm knows where the source lives.
- package.json has no keywords (β8 pts).Add a `keywords` array to help people find your package on npm.
- package.json has no homepage field (β7 pts).Add a `homepage` field pointing to your docs or project website.
- Repository metadata85
- Repository has a description.
- Primary language detected: Python.
- Activity100
- Actively maintained (pushed within the last month).
- 42,922 stars.
- Housekeeping100
- .gitignore present.
Repository files50 root entries
- .agents
- .changeset
- .claude
- .configGood: Test files detected (.config/vitest.config.ts).Good: Linter or formatter configured (.config/.prettierrc.json).
- .devcontainer
- .githubGood: CI is configured (.github/workflows/test-functional.yml).Good: Issue or PR templates present.
- .storybook
- .vscode
- client
- demo
- ffmpeg-bin
- gradio
- guides
- home
- js
- patches
- readme_filesGood: 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.
- scripts
- testGood: Environment pinned via test/test_docker/Dockerfile.
- testing-guidelines
- _worker.bundle
- .dockerignore
- .editorconfig
- .git-blame-ignore-revs
- .gitignoreGood: .gitignore present.
- AGENTS.md
- build_pypi.sh
- CHANGELOG.mdGood: Contributing guide is detailed and thorough.Good: Contributing guide includes setup/install instructions.Info: Contributing guide lacks a code style section (β8 pts).Fix: Describe your linting/formatting rules and how to run them (e.g. npm run lint, ruff check .).Good: Contributing guide explains how to run tests.Good: Contributing guide describes the PR/review workflow.Good: Contributing guide includes code examples.
- CITATION.cff
- CODE_OF_CONDUCT.mdGood: Code of conduct present.
- CONTRIBUTING.md
- cs.js
- globals.d.ts
- LICENSEGood: Licensed under Apache-2.0.
- package.jsonGood: Dependency manifest found (package.json).
- pnpm-lock.yamlGood: Lockfile present (pnpm-lock.yaml). Installs are reproducible.
- pnpm-workspace.yaml
- pyproject.toml
- readme_template.md
- README.md
- render_readme.py
- renovate.json
- requirements-mcp.txt
- requirements-oauth.txt
- requirements.txt
- SECURITY.mdGood: Security policy present.
- style.md
- svelte.config.js
- tsconfig.json
- tsconfig.tmp.json