apache/kyuubi - Open Source PR Review Scorecard

Apache Kyuubi is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.

C-Rank Grade: B (Solid) - 49/100

External PR Merge Rate: 1%

Response Time: -

First Timer Success: -

Frequently Asked Questions

Is apache/kyuubi welcoming to first-time open-source contributors?

apache/kyuubi has a recorded first-timer success rate of 0.0%. 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 apache/kyuubi respond to incoming external pull requests in approximately 0.0 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 49.3 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 49.3 places apache/kyuubi in the B tier.

What is the external contributor pull request merge rate for apache/kyuubi?

The external contributor pull request merge rate for apache/kyuubi is 0.5%, based on public PR activity from non-core contributors.

Are there Good First Issues available in apache/kyuubi?

apache/kyuubi currently has 1 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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apache/kyuubi

2,370
InactiveB•Solid(49/100)Scala

Apache Kyuubi is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.

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AI Maintainer Review Guidelines

Review Persona

Constructive Code Reviewer

Warmth Score
7.4/10
Patience Score
7.8/10
Nitpick Rate
33%

Balanced & professional review environment in apache/kyuubi. Maintains strict focus on technical quality and test standards.

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
-
No reviewer activity recorded

Average Response Latency

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

Merge Efficiency
0.5%
Selective PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
0.0%
No first-timer merges recorded in window

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
35 core
Highly collaborative maintainer core
Diagnostic Health HUD
0.5%
Merge Gauge
0.0%
1st-Timer
Community Vibe0/100

Embed C-Rank Badge

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

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

Active Good First Issues (2)

View on GitHub

Code of Conduct I agree to follow this project's Code of Conduct Search before asking I have searched in the issues and found no similar issues. What type of changes will we make to the documentation? Showcase Affects Version(s) master,1.11.1 Improving the documentation TL;DR — Spark 4 compile support landed in #7256 (v1.10.3 / v1.11.x), but no Spark-4 artifact is published to Maven Central (https://mvnrepository.com/artifact/org.apache.kyuubi/kyuubi-spark-authz). Requesting it be added to the release matrix. Use case We run Spark 4.0 with Ranger-based authz. v1.11.1 builds cleanly from source against Spark 4.0 / Scala 2.13 / Java 21 using -Pspark-4.0, so we're currently building and hosting the jar on an internal repo. A published artifact on Central would let us — and other Spark 4 users — consume it directly. Ask Add a Spark 4 variant of kyuubi-spark-authz to the release matrix so future releases publish it to Maven Central. Happy to open a PR if a committer can point me

📅 Opened May 14, 2026💬 4 comments
Quality: 55/100Contribute

Code of Conduct I agree to follow this project's Code of Conduct Search before asking I have searched in the issues and found no similar issues. What type of changes will we make to the documentation? Refactoring Affects Version(s) master/1.11 Improving the documentation Description Currently, the Apache Kyuubi documentation uses a hybrid approach, mixing reStructuredText (.rst) and Markdown (.md) files, while being processed by Sphinx. While this hybrid approach provides flexibility (using myst-parser for Markdown), it introduces several challenges: Contributors need to be familiar with both syntaxes. Cross-referencing between RST and MD files can be error-prone and hard to detect. The build pipeline relies on multiple Sphinx extensions (like myst-parser, sphinx-markdown-tables) to bridge the gap. Formatting features available in RST might not be easily replicable in Markdown (or vice-versa). I propose migrating to a single technology to streamline the contribution process and

📅 Opened May 7, 2026💬 3 comments
Quality: 55/100Contribute
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Contributor Community Vibe Feedback

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Contributor Compatibility & Review Speed Analysis for apache/kyuubi

When evaluating whether to contribute to apache/kyuubi, 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 apache/kyuubi acknowledge new external contributions in approximately -. Out of all submitted pull requests from non-core authors in the last 180-day window, 0.5% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to apache/kyuubi

01

Is apache/kyuubi welcoming to first-time open-source contributors?

apache/kyuubi has a recorded first-timer success rate of 0.0%. 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 ~-. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 49.3 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 49.3 places apache/kyuubi in the Solid tier.

04

What is the external contributor pull request merge rate for apache/kyuubi?

The external pull request merge rate is 0.5%. 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 apache/kyuubi?

Yes, apache/kyuubi currently has 1 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 apache/kyuubi 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.