bytedeco/javacpp - Open Source PR Review Scorecard

The missing bridge between Java and native C++

C-Rank Grade: B (Solid) - 43/100

External PR Merge Rate: 50%

Response Time: 2d

First Timer Success: -

Frequently Asked Questions

Is bytedeco/javacpp welcoming to first-time open-source contributors?

bytedeco/javacpp 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 bytedeco/javacpp respond to incoming external pull requests in approximately 48.4 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 43.2 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 43.2 places bytedeco/javacpp in the B tier.

What is the external contributor pull request merge rate for bytedeco/javacpp?

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

Are there Good First Issues available in bytedeco/javacpp?

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

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bytedeco/javacpp

4,705
InactiveB•Solid(43/100)Low Sample (<20 PRs)Java

The missing bridge between Java and native C++

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AI Maintainer Review Guidelines

Review Persona

Empathetic Technical Mentor

Warmth Score
7.5/10
Patience Score
8.2/10
Nitpick Rate
20%

Collaborative maintainer environment in bytedeco/javacpp. Reviews community pull requests with focus on project quality.

What Contributors Actually Say

Discussions in bytedeco/javacpp focus heavily on practical implementation feedback, code formatting standards, and issue reproduction details.

Hidden Friction Signals

Unlinked PRs without issue context and changes that fail automated test suites face the highest review friction.

Unwritten Rules

  • •1) Keep PR scope strictly aligned with the linked issue.
  • •2) Ensure local linters pass before opening a review.
  • •3) Maintain full test coverage for modified logic.

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
2 days+
Standard maintainer review cycle

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
0.0%
No first-timer merges recorded in window

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
1 core
Single maintainer review bottleneck
Diagnostic Health HUD
50.0%
Merge Gauge
0.0%
1st-Timer
Community Vibe20/100

Embed C-Rank Badge

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

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

Active Good First Issues (2)

View on GitHub

The pop_back() for vector and deque as generated by javacpp always returns a dangling reference for anything other than a primitive type. public Widget pop_back() { long size = size(); Widget value = get(size - 1); // @ByRef alias to &vec[size-1] resize(size - 1); // destroys vec[size-1] -> ~Widget() runs return value; // dangling: element already destroyed } For a T with a non-trivial destructor (e.g. PIMPL freeing a unique_ptr), the returned peer is dangling the instant pop_back() returns. Any use is a use-after-free. (The accessors get(i)/front()/back() are fine: their alias is valid at return and only dangles on later mutation, per #672. pop_back() is the only method that mutates its own referent before returning it.) Reproduce (see attached jcpp-popback-repro/) Widget owns a heap pointer; its destructor frees and nulls it. Any call on a widget after that is a use-after-free. In the reproduction, ~Widget() also sets the handle it h

📅 Opened Jul 30, 2026💬 1 comment
Quality: 90/100Contribute

Hello! I'm investigating a memory leak at generated code caused by the VectorAdapter<P> template. In my case, the memory leak is several megabytes per second, so it visible. Heap and others JVM memory areas remains the same size. Valgrind reports memory leak at the JNI code. The root cause is: Allocated raw void* memory area at operator VectorAdapter<P>::P*() will be freed at VectorAdapter::deallocate(void*), but constructed-in-place P objects by std::uninitialized_copy never destructed, which cause a memory leaks at some situations. To achive that, P object should contain some dynamically allocated object (std::vector<..> in my case). Example: // Some C++ API interface which I want to use class SomeClass { ... public: // Generated by JavaCPP: public native @StdVector LeakedClass getResults(); std::vector<LeakedClass> getResults(); }; // Class which destructor never called class LeakedClass { public: // Non-default constructor LeakedClass(const uint64_t a, const uint64

📅 Opened Jan 12, 2026💬 2 comments
Quality: 70/100Contribute
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Contributor Compatibility & Review Speed Analysis for bytedeco/javacpp

When evaluating whether to contribute to bytedeco/javacpp, 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 bytedeco/javacpp acknowledge new external contributions in approximately 2 days+. 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 bytedeco/javacpp

01

Is bytedeco/javacpp welcoming to first-time open-source contributors?

bytedeco/javacpp 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 ~2 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 43.2 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 43.2 places bytedeco/javacpp in the Solid tier.

04

What is the external contributor pull request merge rate for bytedeco/javacpp?

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 bytedeco/javacpp?

Yes, bytedeco/javacpp 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 bytedeco/javacpp 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.