Python SDK for interacting with the MCP Toolbox for Databases.
C-Rank Grade: B (Solid) - 53/100
External PR Merge Rate: 70%
Response Time: 13h
First Timer Success: 67%
googleapis/mcp-toolbox-sdk-python has a recorded first-timer success rate of 66.7%. Repositories ranked B typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in googleapis/mcp-toolbox-sdk-python respond to incoming external pull requests in approximately 13.3 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 52.7 places googleapis/mcp-toolbox-sdk-python in the B tier.
The external contributor pull request merge rate for googleapis/mcp-toolbox-sdk-python is 69.6%, based on public PR activity from non-core contributors.
googleapis/mcp-toolbox-sdk-python does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.
Balanced & professional review environment in googleapis/mcp-toolbox-sdk-python. 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/googleapis/mcp-toolbox-sdk-python?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
Calculating local time...
Calculating local time...
Detected: UTC
Maintainers are most responsive around 14:00 UTC (14:00 UTC in your timezone). Recommended submission window is Tuesday - Thursday from 14:00 to 18:00 UTC (14:00 - 18:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~9 hours (87% approval). Large PRs (>500 lines) take ~64 hours (31% approval). Keep your diff compact for rapid review.
Enter your branch size and test coverage below to forecast review turnaround and get 1-click git splitting commands.
No cached good first issues currently tracked for googleapis/mcp-toolbox-sdk-python.
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 googleapis/mcp-toolbox-sdk-python, 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 googleapis/mcp-toolbox-sdk-python acknowledge new external contributions in approximately 13 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 69.6% were successfully merged into the primary branch.
googleapis/mcp-toolbox-sdk-python has a recorded first-timer success rate of 66.7%. Repositories ranked Solid typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~13 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rankâ„¢ 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 52.7 places googleapis/mcp-toolbox-sdk-python in the Solid tier.
The external pull request merge rate is 69.6%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
googleapis/mcp-toolbox-sdk-python 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 googleapis/mcp-toolbox-sdk-python 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.