thomaspinder/GPJax - Open Source PR Review Scorecard

Gaussian processes in JAX and Equinox.

C-Rank Grade: A (Welcoming) - 60/100

External PR Merge Rate: 91%

Response Time: 2d

First Timer Success: 100%

Frequently Asked Questions

Is thomaspinder/GPJax welcoming to first-time open-source contributors?

thomaspinder/GPJax has a recorded first-timer success rate of 100.0%. 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 thomaspinder/GPJax respond to incoming external pull requests in approximately 44.4 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 60.5 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 60.5 places thomaspinder/GPJax in the A tier.

What is the external contributor pull request merge rate for thomaspinder/GPJax?

The external contributor pull request merge rate for thomaspinder/GPJax is 90.8%, based on public PR activity from non-core contributors.

Are there Good First Issues available in thomaspinder/GPJax?

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

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thomaspinder/GPJax

651
AWelcoming(60/100)Python

Gaussian processes in JAX and Equinox.

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AI Maintainer Review Guidelines

Review Persona

Strict Architecture Gatekeeper

Warmth Score
7.4/10
Patience Score
8.0/10
Nitpick Rate
35%

Strict review standards in thomaspinder/GPJax. Ensure PR scope matches issue requirements closely before requesting review.

Top PR Submission Do's

  • Ensure code complies with the project coding style
  • Keep PRs scoped to a single concern
  • Include context and link to the related issue

Top PR Friction Pitfalls (Don'ts)

  • Do not submit PRs without linking an issue
  • Do not break existing tests without fixing them
  • Do not mix unrelated refactors in a single PR
Response Velocity
1 days+
Standard maintainer review cycle

Average Response Latency

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

Merge Efficiency
90.8%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
100.0%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
2 core
Small core review team
Diagnostic Health HUD
90.8%
Merge Gauge
100.0%
1st-Timer
Community Vibe66/100

Embed C-Rank Badge

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

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

Active Good First Issues (0)

View on GitHub

No cached good first issues currently tracked for thomaspinder/GPJax.

View all good first issues directly on GitHub

Looking for more Python beginner tasks?Explore Python GFI

Contributor Community Vibe Feedback

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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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Contributor Compatibility & Review Speed Analysis for thomaspinder/GPJax

When evaluating whether to contribute to thomaspinder/GPJax, 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 thomaspinder/GPJax acknowledge new external contributions in approximately 1 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 90.8% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to thomaspinder/GPJax

01

Is thomaspinder/GPJax welcoming to first-time open-source contributors?

thomaspinder/GPJax has a recorded first-timer success rate of 100.0%. 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 ~1 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 60.5 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 60.5 places thomaspinder/GPJax in the Welcoming tier.

04

What is the external contributor pull request merge rate for thomaspinder/GPJax?

The external pull request merge rate is 90.8%. 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 thomaspinder/GPJax?

thomaspinder/GPJax 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 thomaspinder/GPJax 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.