97
/ 100
Exemplary work. Strong across project hygiene, engineering, and documentation.
Open-source autoresearch powered by autonomous coding agents. Run Claude Code, OpenCode, and Codex with grading, shared knowledge, and multi-agent evolution. Accepted at COLM 2026.
Outstanding. A score of 97/100 puts this repo in a very small tier of truly well-engineered projects.
Top fixes
Highest-impact changes first, ranked by point weight
- 1Install and run instructions9pt
Add a .env.example listing all required environment variables so contributors know what to set up.
- 2Reproducibility6pt
Add .github/dependabot.yml with at least one package-ecosystem entry, or a renovate.json, so dependencies are updated automatically.
- 3Contributing guide5pt
Show new contributors how to get a local dev environment running.
- 4Contributing guide5pt
A CODE_OF_CONDUCT.md signals that your project is welcoming. GitHub has a template you can add in one click.
Working through the fixes? Let every push regrade itself.
The free GitHub App rescans this repo on every push and posts the grade as a commit check, so the score climbs without coming back to rescan by hand.
Scorecard
Every check, grouped by category and sorted worst-first
Documentation
95
Contributing guide is detailed and thorough.
README documents how to install the project.
README is present.
Licensed under Apache-2.0.
Engineering
98
Lockfile present (uv.lock). Installs are reproducible.
Test files detected (docs/tests).
CI is configured (.github/workflows/ci.yml).
Linter or formatter configured (web/eslint.config.js).
Issue or PR templates present.
Project health
100
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- 7 / 56Commits (30d / 90d)
- 129Forks
- 27Releaseslatest 4mo ago
Community
- 75% - GoodCommunity health
- 2 bus factorauthors own >50% of commits
- 1,037Watchers
Responsiveness
- 4hMedian issue response
- <1hMedian PR merge time
- 23Open issues
Repository files28 root entries
- .agents
- .claude
- .claude-plugin
- .githubGood: CI is configured (.github/workflows/ci.yml).Good: Issue or PR templates present.
- assets
- blog
- coral
- demos
- dockerGood: Environment pinned via docker/claude/Dockerfile.
- docsGood: Test files detected (docs/tests).
- examples
- plugin
- scripts
- tests
- webGood: Linter or formatter configured (web/eslint.config.js).
- .dockerignore
- .gitignoreGood: .gitignore present.
- .pre-commit-config.yaml
- AGENTS.md
- CLAUDE.md
- CONTRIBUTING.mdGood: 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.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.
- install.sh
- LICENSEGood: Licensed under Apache-2.0.
- litellm_config.yaml
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README_CN.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.md
- uv.lockGood: Lockfile present (uv.lock). Installs are reproducible.
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