0

/ 100

GradeB

Good shape overall. A few tweaks would push it into the top tier.

Top 26% of 5,156 graded repos

AI-native agent harness for coding workflows by python: multi-model LLM orchestration, stateful sessions, tool governance, traceable delivery, and provider routing for GPT, Claude, DeepSeek, Qwen, Kimi, GLM, and MiniMax.

Python294Apache-2.01mo ago

Top fixes

Highest-impact changes first, ranked by point weight

12 to address
  1. 1
    README12pt

    Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.

  2. 2
    README12pt

    Link to a deployed version, docs site, or demo video. Users want to see it running.

  3. 3
    README12pt

    Add CI/build status badges from shields.io or your CI provider to signal project health.

  4. 4
    Reproducibility6pt

    Add a Dockerfile, .nvmrc, or .python-version to pin the runtime version and make the environment reproducible.

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Scorecard

Every check, grouped by category and sorted worst-first

Documentation

77

README12pt50

README is present.

Contributing guide5pt72

CONTRIBUTING guide found.

Install and run instructions9pt100

README documents how to install the project.

License6pt100

Licensed under Apache-2.0.

Engineering

84

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

Reproducibility6pt70

Lockfile present (uv.lock). Installs are reproducible.

Tests18pt100

Test files detected (tests).

CI/CD14pt100

CI is configured (.github/workflows/ai-quality.yml).

Linting and formatting5pt100

Linter or formatter configured ([tool.ruff] / [tool.black] in pyproject.toml).

Project health

93

Dependency manifest6pt78

Dependency manifest found (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)
  • 67
    Forks
  • 0
    Releases

Community

  • -
    Community health
  • -
    authors own >50% of commits
  • 294
    Watchers

Responsiveness

  • <1h
    Median issue response
  • <1h
    Median PR merge time
  • 22
    Open issues
Repository files19 root entries
  • .github
    Good: CI is configured (.github/workflows/ai-quality.yml).
  • backups
  • docs
    Good: CONTRIBUTING guide found.
    Issue: CONTRIBUTING guide contents could not be read (−28 pts vs a readable file).Fix: Move the file to the repo root or docs/CONTRIBUTING.md so its setup, style, test, and PR sections can be graded.
  • examples
  • scenarios
  • scripts
  • spikes
  • src
  • tests
    Good: Test files detected (tests).
  • .gitignore
    Good: .gitignore present.
  • AGENTS.md
  • LICENSE
    Good: Licensed under Apache-2.0.
  • Makefile
  • NOTICE
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Issue: No screenshots or images in the README (−20 pts).Fix: Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.
    Good: README has code examples.
    Issue: No live demo link in the README (−20 pts).Fix: Link to a deployed version, docs site, or demo video. Users want to see it running.
    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.
  • README.zh-CN.md
  • THIRD_PARTY_NOTICES.md
  • uv.lock
    Good: Lockfile present (uv.lock). Installs are reproducible.
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