vgvassilev/clad - Open Source PR Review Scorecard

clad -- automatic differentiation for C/C++

C-Rank Grade: A (Welcoming) - 56/100

External PR Merge Rate: 61%

Response Time: 1d

First Timer Success: 53%

Frequently Asked Questions

Is vgvassilev/clad welcoming to first-time open-source contributors?

vgvassilev/clad has a recorded first-timer success rate of 52.6%. Repositories ranked A 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 vgvassilev/clad respond to incoming external pull requests in approximately 34.1 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 55.7 C-Rank™ score (A 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 55.7 places vgvassilev/clad in the A tier.

What is the external contributor pull request merge rate for vgvassilev/clad?

The external contributor pull request merge rate for vgvassilev/clad is 61.1%, based on public PR activity from non-core contributors.

Are there Good First Issues available in vgvassilev/clad?

vgvassilev/clad currently has 3 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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clad -- automatic differentiation for C/C++

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Response Velocity
1 days+
Standard maintainer review cycle

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
61.1%
Moderate PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
52.6%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
14 core
Highly collaborative maintainer core
Diagnostic Health HUD
61.1%
Merge Gauge
52.6%
1st-Timer
Community Vibe45/100

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

Active Good First Issues (3)

View on GitHub

Here the valgrind builds fail on llvm21 because there are some outstanding valgrind issues we need to fix in clad's codebase.

📅 Opened Mar 8, 2026💬 5 comments
Quality: 55/100Contribute

The current benchmarks after we moved to release builds yield 0ns which likely means the optimizer optimized some codes out. That needs to be fixed and we will need more benchmarks to make sure we have a good coverage.

📅 Opened Mar 8, 2026💬 2 comments
Quality: 55/100Contribute

When running benchmarks clad changes the compiler with the compiler it was built against in: clad/CMakeLists.txt Lines 329 to 352 in 44d4794 set(stored_cxx_compiler ${CMAKE_CXX_COMPILER}) set(stored_cxx_flags ${CMAKE_CXX_FLAGS}) set(CMAKE_CXX_COMPILER ${LLVM_TOOLS_BINARY_DIR}/clang) # Filter some unsupported flags by clang. string(REPLACE "-fno-lifetime-dse" "" CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}") string(REPLACE "-Wno-class-memaccess" "" CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}") endif() if (NOT CL

📅 Opened Dec 2, 2025💬 6 comments
Quality: 70/100Contribute
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Contributor Compatibility & Review Speed Analysis for vgvassilev/clad

When evaluating whether to contribute to vgvassilev/clad, 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 vgvassilev/clad acknowledge new external contributions in approximately 1 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 61.1% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to vgvassilev/clad

01

Is vgvassilev/clad welcoming to first-time open-source contributors?

vgvassilev/clad has a recorded first-timer success rate of 52.6%. Repositories ranked Welcoming 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 ~1 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 55.7 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 55.7 places vgvassilev/clad in the Welcoming tier.

04

What is the external contributor pull request merge rate for vgvassilev/clad?

The external pull request merge rate is 61.1%. 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 vgvassilev/clad?

Yes, vgvassilev/clad currently has 3 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 vgvassilev/clad 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.