opencobra/cobrapy - Open Source PR Review Scorecard

COBRApy is a package for constraint-based modeling of metabolic networks.

C-Rank Grade: B (Solid) - 51/100

External PR Merge Rate: 78%

Response Time: 3d

First Timer Success: 50%

Frequently Asked Questions

Is opencobra/cobrapy welcoming to first-time open-source contributors?

opencobra/cobrapy has a recorded first-timer success rate of 50.0%. Repositories ranked B 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 opencobra/cobrapy respond to incoming external pull requests in approximately 76.2 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 51.0 C-Rank™ score (B 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 51.0 places opencobra/cobrapy in the B tier.

What is the external contributor pull request merge rate for opencobra/cobrapy?

The external contributor pull request merge rate for opencobra/cobrapy is 77.8%, based on public PR activity from non-core contributors.

Are there Good First Issues available in opencobra/cobrapy?

opencobra/cobrapy does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.

opencobra
opencobra/cobrapyB•Solid588
GitHub
Back to Explorer
opencobra

opencobra/cobrapy

588
Active (30d)B•Solid(51/100)Low Sample (<20 PRs)Python

COBRApy is a package for constraint-based modeling of metabolic networks.

GitHub
Compare••
Jump to:

AI Maintainer Review Guidelines

Review Persona

Empathetic Technical Mentor

Warmth Score
7.5/10
Patience Score
8.2/10
Nitpick Rate
20%

Collaborative maintainer environment in opencobra/cobrapy. Reviews community pull requests with focus on project quality.

What Contributors Actually Say

Discussions in opencobra/cobrapy focus heavily on practical implementation feedback, code formatting standards, and issue reproduction details.

Hidden Friction Signals

Unlinked PRs without issue context and changes that fail automated test suites face the highest review friction.

Unwritten Rules

  • •1) Keep PR scope strictly aligned with the linked issue.
  • •2) Ensure local linters pass before opening a review.
  • •3) Maintain full test coverage for modified logic.

Top PR Submission Do's

  • •Ensure code complies with the project coding style
  • •Keep PRs scoped to a single concern
  • •Include context and link to the related issue

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit PRs without linking an issue
  • •Do not break existing tests without fixing them
  • •Do not mix unrelated refactors in a single PR
Response Velocity
3 days+
Standard maintainer review cycle

Average Response Latency

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

Merge Efficiency
77.8%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
50.0%
Accepts new contributor PRs

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
1 core
Single maintainer review bottleneck
Diagnostic Health HUD
77.8%
Merge Gauge
50.0%
1st-Timer
Community Vibe46/100

Embed C-Rank Badge

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

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

Active Good First Issues (0)

View on GitHub

No cached good first issues currently tracked for opencobra/cobrapy.

View all good first issues directly on GitHub

Looking for more Python beginner tasks?Explore Python GFI

Contributor Community Vibe Feedback

Rate what actually matters after opening a pull request here.

Have you contributed to this repo?

Rate your first-hand PR experience (review speed, maintainer responsiveness, and onboarding ease) to help other contributors.

3 ratings required
Maintainer helpfulness
Review speed
Beginner friendliness

Contributor Compatibility & Review Speed Analysis for opencobra/cobrapy

When evaluating whether to contribute to opencobra/cobrapy, 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 opencobra/cobrapy acknowledge new external contributions in approximately 3 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 77.8% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to opencobra/cobrapy

01

Is opencobra/cobrapy welcoming to first-time open-source contributors?

opencobra/cobrapy has a recorded first-timer success rate of 50.0%. Repositories ranked Solid 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 ~3 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 51.0 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 51.0 places opencobra/cobrapy in the Solid tier.

04

What is the external contributor pull request merge rate for opencobra/cobrapy?

The external pull request merge rate is 77.8%. 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 opencobra/cobrapy?

opencobra/cobrapy does not have open beginner labels indexed currently, but external PRs for bugs and documentation improvements are evaluated via normal issue triage.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for opencobra/cobrapy 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.