openvinotoolkit/openvino - Open Source PR Review Scorecard

OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

C-Rank Grade: A (Welcoming) - 67/100

External PR Merge Rate: 59%

Response Time: -

First Timer Success: 59%

Frequently Asked Questions

Is openvinotoolkit/openvino welcoming to first-time open-source contributors?

openvinotoolkit/openvino has a recorded first-timer success rate of 59.0%. 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 openvinotoolkit/openvino 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.

What does the 66.6 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 66.6 places openvinotoolkit/openvino in the A tier.

What is the external contributor pull request merge rate for openvinotoolkit/openvino?

The external contributor pull request merge rate for openvinotoolkit/openvino is 58.6%, based on public PR activity from non-core contributors.

Are there Good First Issues available in openvinotoolkit/openvino?

openvinotoolkit/openvino currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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openvinotoolkit/openvino

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Active (30d)A•Welcoming(67/100)C++

OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

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AI Maintainer Review Guidelines

Review Persona

Strict Quality Architect

Warmth Score
6.8/10
Patience Score
7.3/10
Nitpick Rate
41%

Rigorous architecture standards (62% critical review signals). Ensure PRs strictly follow guidelines before requesting review in openvinotoolkit/openvino.

Top PR Submission Do's

  • •Add unit tests with >80% coverage for modified code paths
  • •Run repository linter and code formatters locally before pushing
  • •Link relevant GitHub issue ID in PR description pre-flight checklist

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit unlinked PRs without referencing an existing issue
  • •Do not mix refactoring and feature logic into a single commit
  • •Do not ping maintainers repeatedly within 24 hours of opening
Response Velocity
-
No reviewer activity recorded

Average Response Latency

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

Merge Efficiency
58.6%
Moderate PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
59.0%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
222 core
Highly collaborative maintainer core
Diagnostic Health HUD
58.6%
Merge Gauge
59.0%
1st-Timer
Community Vibe41/100

Embed C-Rank Badge

Show contributors that your repository actively reviews and merges external pull requests.

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

Active Good First Issues (1)

View on GitHub

Context render What needs to be done? xyz Example Pull Requests No response Resources Contribution guide - start here! Intel DevHub Discord channel - engage in discussions, ask questions and talk to OpenVINO developers How to link your Pull Request to an issue Contact points ucuuvu AI notice - Important! We encourage contributors to use AI tools responsibly when creating Pull Requests. While AI can be a valuable aid, it is essential to ensure that your contributions meet the task requirements, build successfully, include relevant tests, and pass all linters. Submissions that do not meet these standards may be closed without warning to maintain the quality and integrity of the project. Please take the time to understand the changes you are proposing and their impact. Ticket No response

📅 Opened Jan 27, 2026💬 20 comments
Quality: 30/100Contribute
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Contributor Compatibility & Review Speed Analysis for openvinotoolkit/openvino

When evaluating whether to contribute to openvinotoolkit/openvino, 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 openvinotoolkit/openvino acknowledge new external contributions in approximately -. Out of all submitted pull requests from non-core authors in the last 180-day window, 58.6% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to openvinotoolkit/openvino

01

Is openvinotoolkit/openvino welcoming to first-time open-source contributors?

openvinotoolkit/openvino has a recorded first-timer success rate of 59.0%. 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 ~-. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 66.6 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 66.6 places openvinotoolkit/openvino in the Welcoming tier.

04

What is the external contributor pull request merge rate for openvinotoolkit/openvino?

The external pull request merge rate is 58.6%. 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 openvinotoolkit/openvino?

Yes, openvinotoolkit/openvino currently has 2 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 openvinotoolkit/openvino 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.