Windows desktop console for llama.cpp runtimes, models, and local coding workflows
C-Rank Grade: B (Solid) - 49/100
External PR Merge Rate: 57%
Response Time: 2d
First Timer Success: -
alekk89/llama-cpp-windows-manager 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.
Maintainers in alekk89/llama-cpp-windows-manager respond to incoming external pull requests in approximately 59.1 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 49.3 places alekk89/llama-cpp-windows-manager in the B tier.
The external contributor pull request merge rate for alekk89/llama-cpp-windows-manager is 57.1%, based on public PR activity from non-core contributors.
alekk89/llama-cpp-windows-manager does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Growing C# project in alekk89/llama-cpp-windows-manager welcoming community pull requests and bug fixes.
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/alekk89/llama-cpp-windows-manager?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
Calculating local time...
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Detected: UTC
Maintainers are most responsive around 17:00 UTC (17:00 UTC in your timezone). Recommended submission window is Monday - Thursday from 15:00 to 19:00 UTC (15:00 - 19:00 UTC local).
Limited recent maintainer review activity recorded for this repository. Prediction based on heuristic baseline.
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~38 hours (71% approval). Large PRs (>500 lines) take ~283 hours (26% approval). Keep your diff compact for rapid review.
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No repository description available.
Goal Add vLLM as a first-class selectable serving engine while preserving the existing workflow: Add or register a compatible model. Create launch profiles. Select a runtime such as vLLM · WSL · CUDA. Load it from Overview. Use its direct OpenAI-compatible endpoint or the shared gateway. Monitor, group, unload, and automate it through the existing UI and llwmctl. Initial scope The first supported configuration should be: WSL2 with a supported Ubuntu distribution NVIDIA CUDA An application-managed, version-pinned vLLM Python environment Hugging Face repository IDs or complete local Transformers model directories Installation, status, update, repair, and removal operations Managed vllm serve lifecycle, readiness, logs, API key, and stable ports vLLM Prometheus telemetry mapped into the existing live and historical Metrics surfaces Native Windows and community-maintained vLLM forks are out of scope for the initial implementation. GGUF support should be considered separately because
Rate what actually matters after opening a pull request here.
Rate your first-hand PR experience (review speed, maintainer responsiveness, and onboarding ease) to help other contributors.
When evaluating whether to contribute to alekk89/llama-cpp-windows-manager, 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 alekk89/llama-cpp-windows-manager acknowledge new external contributions in approximately 2 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 57.1% were successfully merged into the primary branch.
alekk89/llama-cpp-windows-manager 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.
The initial maintainer response time averages ~2 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rankâ„¢ 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 alekk89/llama-cpp-windows-manager in the Solid tier.
The external pull request merge rate is 57.1%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
alekk89/llama-cpp-windows-manager 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 alekk89/llama-cpp-windows-manager 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.