lumose-health/GlycemicGPT - Open Source PR Review Scorecard

Because no one should manage diabetes alone 💙

C-Rank Grade: A (Welcoming) - 68/100

External PR Merge Rate: 81%

Response Time: 3h

First Timer Success: 50%

Frequently Asked Questions

Is lumose-health/GlycemicGPT welcoming to first-time open-source contributors?

lumose-health/GlycemicGPT has a recorded first-timer success rate of 50.0%. 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 lumose-health/GlycemicGPT respond to incoming external pull requests in approximately 2.7 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 68.3 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 68.3 places lumose-health/GlycemicGPT in the A tier.

What is the external contributor pull request merge rate for lumose-health/GlycemicGPT?

The external contributor pull request merge rate for lumose-health/GlycemicGPT is 81.4%, based on public PR activity from non-core contributors.

Are there Good First Issues available in lumose-health/GlycemicGPT?

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

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Because no one should manage diabetes alone 💙

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AI Maintainer Review Guidelines

Review Persona

Active Open-Source Maintainer

Warmth Score
7.8/10
Patience Score
8.2/10
Nitpick Rate
20%

Active maintainer team in lumose-health/GlycemicGPT welcoming community pull requests and bug fixes.

Top PR Submission Do's

  • Ensure code complies with repository style conventions
  • Keep PRs focused and well-documented

Top PR Friction Pitfalls (Don'ts)

  • Do not submit unlinked PRs without context
  • Do not break existing automated test suites
Response Velocity
2 hours
Standard maintainer review cycle

Average Response Latency

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

Merge Efficiency
81.4%
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
2 core
Small core review team
Diagnostic Health HUD
81.4%
Merge Gauge
50.0%
1st-Timer
Community Vibe76/100

Embed C-Rank Badge

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

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

Active Good First Issues (3)

View on GitHub

Summary The one-time CareLink Connect pairing helper (tools/connect-helper) drives a Chromium-family browser over the DevTools protocol to capture the login. The UI and docs say it works with "Chrome, Edge, Brave, or Chromium", but in practice it only auto-detects Chrome and Chromium, not Brave and not Edge, and there is no way to point it at an installed browser. Reported in #708: a Mac user with Brave/Safari/Firefox could not pair and had to use Chrome on a separate Windows machine; same on Linux with Brave, where it "kept asking for Chrome." Why it happens The helper uses chromedp.DefaultExecAllocatorOptions (tools/connect-helper/main.go) with no chromedp.ExecPath override and no --browser flag. chromedp v0.15.1's findExecPath searches only Chrome and Chromium binaries/standard paths on every OS (macOS: Google Chrome.app / Chromium.app; Linux: google-chrome* / chromium*; Windows: Chrome/Chromium paths). It never looks for Brave or Edge. A Brave-only user hits the "is Chrome/Edge in

📅 Opened Jun 23, 2026💬 0 comments
Quality: 80/100Contribute

Summary The one-time CareLink historical import appears to fail for EU / non-US accounts. Reported in #708 (MiniMed 780G, European CareLink): the user connects fine and reaches the date-range picker, but the import itself errors out. Diagnosis so far Reaching the date picker means CareLink auth, the region host (carelink.minimed.eu), and the availability lookup all succeeded, so the failure is isolated to the report-export step (generate report -> poll status -> download CSV). That step was only ever validated against a US account; the EU host was built from the same pattern but never verified end-to-end against a real EU account. Likely divergence points, all of which currently collapse into one generic error: the reportStatus response body not matching our readiness check (the poll times out or fetches the CSV too early), the downloaded CSV not matching the expected header / delimiter (EU locale uses semicolons and decimal commas), response field names in generateReport / /patient/u

📅 Opened Jun 22, 2026💬 42 comments
Quality: 80/100Contribute

We've shipped two independent ways to get Medtronic data into GlycemicGPT, and we'd love feedback from people actually using them. If you have a Medtronic pump, trying either path and telling us how it went — whether it worked as expected, or you hit any issues — is the single most useful thing you can do to help these improve. Both are read-only — GlycemicGPT only reads your data; it never sends anything to your pump or changes any setting. The two paths 1. Bluetooth pairing (on-device, mobile app) — pair a MiniMed 680G / 770G / 780G directly to your phone over Bluetooth, no Medtronic account needed. Docs: Pairing your Medtronic pump over Bluetooth 2. CareLink cloud sync (web) — pull pump + CGM data from Medtronic CareLink, with continuous sync and one-time historical import. Docs: Connecting your Medtronic pump (CareLink) They're unrelated; you can use either or both. What we'd most like you to check Please sanity-check the values GlycemicGPT shows against your pump (or Car

📅 Opened Jun 7, 2026💬 11 comments
Quality: 80/100Contribute
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Contributor Compatibility & Review Speed Analysis for lumose-health/GlycemicGPT

When evaluating whether to contribute to lumose-health/GlycemicGPT, 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 lumose-health/GlycemicGPT acknowledge new external contributions in approximately 2 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 81.4% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to lumose-health/GlycemicGPT

01

Is lumose-health/GlycemicGPT welcoming to first-time open-source contributors?

lumose-health/GlycemicGPT has a recorded first-timer success rate of 50.0%. 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 ~2 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 68.3 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 68.3 places lumose-health/GlycemicGPT in the Welcoming tier.

04

What is the external contributor pull request merge rate for lumose-health/GlycemicGPT?

The external pull request merge rate is 81.4%. 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 lumose-health/GlycemicGPT?

Yes, lumose-health/GlycemicGPT 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 lumose-health/GlycemicGPT 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.