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C-Rank Grade: A (Welcoming) - 67/100
External PR Merge Rate: 81%
Response Time: 19h
First Timer Success: 81%
AlexsJones/llmfit has a recorded first-timer success rate of 81.5%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in AlexsJones/llmfit respond to incoming external pull requests in approximately 19.1 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 67.4 places AlexsJones/llmfit in the A tier.
The external contributor pull request merge rate for AlexsJones/llmfit is 80.9%, based on public PR activity from non-core contributors.
AlexsJones/llmfit does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Balanced & professional review environment in AlexsJones/llmfit. Maintains strict focus on technical quality and test standards.
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/AlexsJones/llmfit?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 07:00 UTC (07:00 UTC in your timezone). Recommended submission window is Tuesday - Thursday from 04:00 to 08:00 UTC (04:00 - 08:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~12 hours (96% approval). Large PRs (>500 lines) take ~92 hours (36% approval). Keep your diff compact for rapid review.
I'm a lazy person, and math is annoying. To not do math, having a flag that could cleanly calculate the percentage of my detected VRAM and memory I am willing to allocate to llmfit would be amazing. Thank you! (Will mainly be used to create a DIY profile of preferred settings between different machines dynamically) Problem or motivation llmfit currently supports absolute hardware-capacity overrides: llmfit --memory=10.8GiB llmfit --ram=48GiB This works when the desired budget is known in advance, but it is awkward for applications that want to reserve a percentage of the detected hardware rather than hardcode a capacity. For example, an application may want to allow LLM inference to use at most 90% of detected VRAM so some capacity remains available for the OS, display, desktop applications, CUDA overhead, or other workloads. On a 12 GiB GPU this currently requires the caller to: Detect the GPU's total VRAM separately. Calculate 12 × 0.90 = 10.8 GiB. Pass --memory=10.8GiB. The same
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When evaluating whether to contribute to AlexsJones/llmfit, 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 AlexsJones/llmfit acknowledge new external contributions in approximately 19 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 80.9% were successfully merged into the primary branch.
AlexsJones/llmfit has a recorded first-timer success rate of 81.5%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~19 hours. 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 67.4 places AlexsJones/llmfit in the Welcoming tier.
The external pull request merge rate is 80.9%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
AlexsJones/llmfit 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 AlexsJones/llmfit 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.