Learn AI Engineering! Learn it. Build it. Ship it for others.
C-Rank Grade: A (Welcoming) - 60/100
External PR Merge Rate: 48%
Response Time: -
First Timer Success: 15%
rohitg00/ai-engineering-from-scratch has a recorded first-timer success rate of 15.4%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in rohitg00/ai-engineering-from-scratch 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 60.0 places rohitg00/ai-engineering-from-scratch in the A tier.
The external contributor pull request merge rate for rohitg00/ai-engineering-from-scratch is 48.4%, based on public PR activity from non-core contributors.
rohitg00/ai-engineering-from-scratch does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Rigorous architecture standards (66% critical review signals). Ensure PRs strictly follow guidelines before requesting review in rohitg00/ai-engineering-from-scratch.
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/rohitg00/ai-engineering-from-scratch?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 20:00 UTC (20:00 UTC in your timezone). Recommended submission window is Monday - Wednesday from 07:00 to 11:00 UTC (07:00 - 11:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~16 hours (61% approval). Large PRs (>500 lines) take ~115 hours (22% approval). Keep your diff compact for rapid review.
I love the work of the creator of MakingSoftware, and I used his design style for the website. Building on that direction, we should keep adding striking visuals and animations. We should enhance the ai-engineering-from-scratch website with rich diagrams and subtle animations inspired by [makingsoftware.com](https://www.makingsoftware.com/). refs The goal is to explain complex AI engineering concepts visually (systems, data flows, training loops, deployment pipelines) without distracting from the reading experience. [refs](https://refs.gallery/projects/makingsoftware) Motivation / Why Visual explanations help learners understand complex systems faster than text alone. [bool](https://bool.dev/blog/detail/animated-architecture-diagrams) Animated diagrams can illustrate flows (data movement, requests, training steps) much more clearly than static images. [bool](https://bool.dev/blog/detail/animated-architecture-diagrams) MakingSoftware shows there is appetite for a “beautiful, illustra
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 rohitg00/ai-engineering-from-scratch, 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 rohitg00/ai-engineering-from-scratch acknowledge new external contributions in approximately -. Out of all submitted pull requests from non-core authors in the last 180-day window, 48.4% were successfully merged into the primary branch.
rohitg00/ai-engineering-from-scratch has a recorded first-timer success rate of 15.4%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~-. 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 60.0 places rohitg00/ai-engineering-from-scratch in the Welcoming tier.
The external pull request merge rate is 48.4%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
rohitg00/ai-engineering-from-scratch 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 rohitg00/ai-engineering-from-scratch 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.