97/ 100 · A
Impressive early momentum. Already polished and picking up traction fast.
A generalist autonomous research agent — runs experiments, researches, and iteratively optimizes, autonomously.
Python634 starsApache-2.0updated today
Outstanding work. A score of 97/100 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
Upload coverage to Codecov, Coveralls, or report it with `--coverage` flags.
- 2Install and run instructionsDocumentationIssue
Add a .env.example listing all required environment variables so contributors know what to set up.
- 3ReproducibilityEngineeringIssue
Add a Dockerfile, .nvmrc, or .python-version to pin the runtime version and make the environment reproducible.
Detailed breakdown
Documentation
97- 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.
- No .env.example found (−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 guide100
- Contributing guide is detailed and thorough.
- Contributing guide includes setup/install instructions.
- Contributing guide describes code style expectations.
- Contributing guide explains how to run tests.
- Contributing guide describes the PR/review workflow.
- Contributing guide includes code examples.
- Optional: add a Code of Conduct.A CODE_OF_CONDUCT.md signals that your project is welcoming. GitHub has a template you can add in one click.
Engineering
96- Tests100
- Test files detected (tests).
- Pytest is fully configured in pyproject.toml with testpaths and test files detected.
- CI/CD100
Not applicable?
- CI is configured (.github/workflows/ci.yml).
- CI workflow runs tests.
- 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.
- CI caches dependencies for faster runs.
- CI tests across multiple environments or versions.
- CI includes a build step.
- Linting and formatting100
- Linter or formatter configured ([tool.ruff] / [tool.black] in pyproject.toml).
- Reproducibility70
- Lockfile present (uv.lock). Installs are reproducible.
- No Dockerfile or runtime version pin found. Adding one earns +10 pts.Add a Dockerfile, .nvmrc, or .python-version to pin the runtime version and make the environment reproducible.
- 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.
- Optional: add a SECURITY.md.A SECURITY.md explains how to responsibly disclose vulnerabilities. Worth adding once the project has real users.
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).
- 634 stars.
- Housekeeping100
- .gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- —Commits (30d / 90d)
- 87Forks
- 2Releaseslatest 1d ago
Community
- —Community health
- —authors own >50% of commits
- 634Watchers
Responsiveness
- 13hMedian issue response
- <1hMedian PR merge time
- 0Open issues
Repository files20 root entries
- .claude-plugin
- .githubGood: CI is configured (.github/workflows/ci.yml).Good: Issue or PR templates present.
- assets
- docs
- examples
- project_page
- scripts
- skills
- src
- testsGood: Test files detected (tests).
- .gitignoreGood: .gitignore present.
- arbor-tree-demo.html
- CONTRIBUTING.mdGood: Contributing guide is detailed and thorough.Good: Contributing guide includes setup/install instructions.Good: Contributing guide describes code style expectations.Good: Contributing guide explains how to run tests.Good: Contributing guide describes the PR/review workflow.Good: Contributing guide includes code examples.
- LICENSEGood: Licensed under Apache-2.0.
- mkdocs.yml
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: 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.
- README.zh-CN.md
- RELEASING.md
- uv.lockGood: Lockfile present (uv.lock). Installs are reproducible.