AI inference engine for Java in Java. Fast.
C-Rank Grade: A (Welcoming) - 66/100
External PR Merge Rate: 86%
Response Time: <1h
First Timer Success: 100%
beehive-lab/jllm 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.
Maintainers in beehive-lab/jllm 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.
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 66.4 places beehive-lab/jllm in the A tier.
The external contributor pull request merge rate for beehive-lab/jllm is 85.7%, based on public PR activity from non-core contributors.
beehive-lab/jllm does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Collaborative maintainer environment in beehive-lab/jllm. Reviews community pull requests with focus on project quality.
Discussions in beehive-lab/jllm focus heavily on practical implementation feedback, code formatting standards, and issue reproduction details.
Unlinked PRs without issue context and changes that fail automated test suites face the highest review friction.
Average Response Latency
Tracks hours until a maintainer leaves a review, comment, or PR response.
External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
Rate at which developers submitting their first repository PR succeed.
Show contributors that your repository actively reviews and merges external pull requests.
[](https://getmerged.abhishekco.de/beehive-lab/jllm?utm_source=github&utm_medium=badge)
Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap & prime window prediction
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Detected: UTC
Maintainers are most responsive around 15:00 UTC (15:00 UTC in your timezone). Recommended submission window is Wednesday - Friday from 13:00 to 17:00 UTC (13:00 - 17:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~4 hours (96% approval). Large PRs (>500 lines) take ~0 hours (39% approval). Keep your diff compact for rapid review.
Description The langchain4j-gpu-llama3 module currently exposes classes from external dependencies through its public methods. Some exposure is required by LangChain4j’s model contracts: public ChatResponse doChat(ChatRequest request) public void doChat( ChatRequest request, StreamingChatResponseHandler handler ) These types come from langchain4j-core: ChatRequest ChatResponse StreamingChatResponseHandler This exposure is intentional and cannot be removed without departing from the LangChain4j model interfaces. The integration also exposes GPULlama implementation types: public Model getModel() public Sampler getSampler() These types come from the gpu-llama3 dependency: org.beehive.gpullama3.model.Model org.beehive.gpullama3.inference.sampler.Sampler Revapi reports all these classes as: java.class.externalClassExposedInAPI The current version handles this with targeted exceptions in langchain4j-gpu-llama3/revapi.json. This is appropriate for a non-breaking update, but it highlight
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When evaluating whether to contribute to beehive-lab/jllm, 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 beehive-lab/jllm acknowledge new external contributions in approximately <1 hour. Out of all submitted pull requests from non-core authors in the last 180-day window, 85.7% were successfully merged into the primary branch.
beehive-lab/jllm 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.
The initial maintainer response time averages ~<1 hour. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
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 66.4 places beehive-lab/jllm in the Welcoming tier.
The external pull request merge rate is 85.7%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
beehive-lab/jllm does not have open beginner labels indexed currently, but external PRs for bugs and documentation improvements are evaluated via normal issue triage.
All metrics displayed for beehive-lab/jllm 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.