MCP Toolbox for Databases is an open source MCP server for databases.
C-Rank Grade: B (Solid) - 51/100
External PR Merge Rate: 69%
Response Time: 2d
First Timer Success: 60%
googleapis/mcp-toolbox has a recorded first-timer success rate of 60.0%. Repositories ranked B typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in googleapis/mcp-toolbox respond to incoming external pull requests in approximately 57.9 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 50.6 places googleapis/mcp-toolbox in the B tier.
The external contributor pull request merge rate for googleapis/mcp-toolbox is 68.7%, based on public PR activity from non-core contributors.
googleapis/mcp-toolbox currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
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?utm_source=github&utm_medium=badge)
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This repository currently has 2 open good first issue tickets available for newcomers.
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When evaluating whether to contribute to googleapis/mcp-toolbox, 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 acknowledge new external contributions in approximately 2 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 68.7% were successfully merged into the primary branch.
googleapis/mcp-toolbox has a recorded first-timer success rate of 60.0%. Repositories ranked Solid typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~2 days+. 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 50.6 places googleapis/mcp-toolbox in the Solid tier.
The external pull request merge rate is 68.7%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, googleapis/mcp-toolbox currently has 2 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for googleapis/mcp-toolbox 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.