aristoteleo/PantheonOS - Open Source PR Review Scorecard

A general, evolvable, and distributed agent framework & harness for data science.

C-Rank Grade: A (Welcoming) - 68/100

External PR Merge Rate: 92%

Response Time: 4d

First Timer Success: 50%

Frequently Asked Questions

Is aristoteleo/PantheonOS welcoming to first-time open-source contributors?

aristoteleo/PantheonOS has a recorded first-timer success rate of 50.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.

How fast can I expect code review feedback on my pull request?

Maintainers in aristoteleo/PantheonOS respond to incoming external pull requests in approximately 107.4 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 68.1 C-Rank™ score (A Tier) represent?

The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 68.1 places aristoteleo/PantheonOS in the A tier.

What is the external contributor pull request merge rate for aristoteleo/PantheonOS?

The external contributor pull request merge rate for aristoteleo/PantheonOS is 91.8%, based on public PR activity from non-core contributors.

Are there Good First Issues available in aristoteleo/PantheonOS?

aristoteleo/PantheonOS does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.

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aristoteleo/PantheonOS

482
AWelcoming(68/100)Python

A general, evolvable, and distributed agent framework & harness for data science.

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AI Maintainer Review Guidelines

Review Persona

Active Open-Source Maintainer

Warmth Score
7.8/10
Patience Score
8.2/10
Nitpick Rate
20%

Active maintainer team in aristoteleo/PantheonOS welcoming community pull requests and bug fixes.

Top PR Submission Do's

  • Ensure code complies with repository style conventions
  • Keep PRs focused and well-documented

Top PR Friction Pitfalls (Don'ts)

  • Do not submit unlinked PRs without context
  • Do not break existing automated test suites
Response Velocity
4 days+
Standard maintainer review cycle

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
91.8%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
50.0%
Accepts new contributor PRs

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
3 core
Small core review team
Diagnostic Health HUD
91.8%
Merge Gauge
50.0%
1st-Timer
Community Vibe52/100

Embed C-Rank Badge

Show contributors that your repository actively reviews and merges external pull requests.

GetMerged C-Rank badge for aristoteleo/PantheonOS
[![GetMerged C-Rank](https://getmerged.abhishekco.de/api/badge/aristoteleo/PantheonOS)](https://getmerged.abhishekco.de/aristoteleo/PantheonOS?utm_source=github&utm_medium=badge)

Active Good First Issues (0)

View on GitHub

No cached good first issues currently tracked for aristoteleo/PantheonOS.

View all good first issues directly on GitHub

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Contributor Community Vibe Feedback

Rate what actually matters after opening a pull request here.

Have you contributed to this repo?

Rate your first-hand PR experience (review speed, maintainer responsiveness, and onboarding ease) to help other contributors.

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Maintainer helpfulness
Review speed
Beginner friendliness

Contributor Compatibility & Review Speed Analysis for aristoteleo/PantheonOS

When evaluating whether to contribute to aristoteleo/PantheonOS, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.

Currently, maintainers of aristoteleo/PantheonOS acknowledge new external contributions in approximately 4 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 91.8% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to aristoteleo/PantheonOS

01

Is aristoteleo/PantheonOS welcoming to first-time open-source contributors?

aristoteleo/PantheonOS has a recorded first-timer success rate of 50.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.

02

How fast can I expect code review feedback on my pull request?

The initial maintainer response time averages ~4 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 68.1 C-Rank™ score represent?

The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 68.1 places aristoteleo/PantheonOS in the Welcoming tier.

04

What is the external contributor pull request merge rate for aristoteleo/PantheonOS?

The external pull request merge rate is 91.8%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.

05

Are there beginner Good First Issues open in aristoteleo/PantheonOS?

aristoteleo/PantheonOS does not have open beginner labels indexed currently, but external PRs for bugs and documentation improvements are evaluated via normal issue triage.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for aristoteleo/PantheonOS are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.