containers/ramalama - Open Source PR Review Scorecard

RamaLama is an open-source developer tool that simplifies the local serving of AI models from any source and facilitates their use for inference in production, all through the familiar language of containers.

C-Rank Grade: B (Solid) - 54/100

External PR Merge Rate: 50%

Response Time: <1h

First Timer Success: 67%

Frequently Asked Questions

Is containers/ramalama welcoming to first-time open-source contributors?

containers/ramalama has a recorded first-timer success rate of 66.7%. Repositories ranked B 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 containers/ramalama respond to incoming external pull requests in approximately 0.6 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 53.8 C-Rank™ score (B 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 53.8 places containers/ramalama in the B tier.

What is the external contributor pull request merge rate for containers/ramalama?

The external contributor pull request merge rate for containers/ramalama is 50.0%, based on public PR activity from non-core contributors.

Are there Good First Issues available in containers/ramalama?

containers/ramalama currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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containers/ramalama

3,013
BSolid(54/100)Python

RamaLama is an open-source developer tool that simplifies the local serving of AI models from any source and facilitates their use for inference in production, all through the familiar language of containers.

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AI Maintainer Review Guidelines

Review Persona

Active Open-Source Mentor

Warmth Score
7.8/10
Patience Score
8.2/10
Nitpick Rate
25%

Responsive & active maintainer team in containers/ramalama. Reviews pull requests with focus on project architectural goals.

Top PR Submission Do's

  • Verify all existing package test suites run cleanly
  • Use conventional commit messages and clean branch names
  • Link relevant GitHub issue ID in PR description pre-flight checklist

Top PR Friction Pitfalls (Don'ts)

  • Do not submit unlinked PRs without referencing an existing issue
  • Do not mix refactoring and feature logic into a single commit
  • Do not ping maintainers repeatedly within 24 hours of opening
Response Velocity
<1 hour
⚡ Fast reviewer response

Average Response Latency

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

Merge Efficiency
50.0%
Moderate PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
66.7%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
16 core
Highly collaborative maintainer core
Diagnostic Health HUD
50.0%
Merge Gauge
66.7%
1st-Timer
Community Vibe70/100

Embed C-Rank Badge

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

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

Active Good First Issues (2)

View on GitHub

This repository currently has 2 open good first issue tickets available for newcomers.

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 containers/ramalama

When evaluating whether to contribute to containers/ramalama, 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 containers/ramalama acknowledge new external contributions in approximately <1 hour. Out of all submitted pull requests from non-core authors in the last 180-day window, 50.0% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to containers/ramalama

01

Is containers/ramalama welcoming to first-time open-source contributors?

containers/ramalama has a recorded first-timer success rate of 66.7%. Repositories ranked Solid 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 hour. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 53.8 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 53.8 places containers/ramalama in the Solid tier.

04

What is the external contributor pull request merge rate for containers/ramalama?

The external pull request merge rate is 50.0%. 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 containers/ramalama?

Yes, containers/ramalama currently has 2 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for containers/ramalama 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.