Lumen-Labs/brainapi2 - Open Source PR Review Scorecard

BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications.

C-Rank Grade: B (Solid) - 54/100

External PR Merge Rate: 89%

Response Time: <1h

First Timer Success: 100%

Frequently Asked Questions

Is Lumen-Labs/brainapi2 welcoming to first-time open-source contributors?

Lumen-Labs/brainapi2 has a recorded first-timer success rate of 100.0%. 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 Lumen-Labs/brainapi2 respond to incoming external pull requests in approximately 0.9 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 54.4 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 54.4 places Lumen-Labs/brainapi2 in the B tier.

What is the external contributor pull request merge rate for Lumen-Labs/brainapi2?

The external contributor pull request merge rate for Lumen-Labs/brainapi2 is 88.9%, based on public PR activity from non-core contributors.

Are there Good First Issues available in Lumen-Labs/brainapi2?

Lumen-Labs/brainapi2 does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.

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Lumen-Labs/brainapi2B•Solid297
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Lumen-Labs

Lumen-Labs/brainapi2

297
Active (30d)B•Solid(54/100)Low Sample (<20 PRs)Python

BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications.

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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 Lumen-Labs/brainapi2 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
<1 hour
⚡ Fast reviewer response

Average Response Latency

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

Merge Efficiency
88.9%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
100.0%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
1 core
Single maintainer review bottleneck
Diagnostic Health HUD
88.9%
Merge Gauge
100.0%
1st-Timer
Community Vibe95/100

Embed C-Rank Badge

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

GetMerged C-Rank badge for Lumen-Labs/brainapi2
[![GetMerged C-Rank](https://getmerged.abhishekco.de/api/badge/Lumen-Labs/brainapi2)](https://getmerged.abhishekco.de/Lumen-Labs/brainapi2?utm_source=github&utm_medium=badge)

Active Good First Issues (0)

View on GitHub

No cached good first issues currently tracked for Lumen-Labs/brainapi2.

View all good first issues directly on GitHub

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Contributor Community Vibe Feedback

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

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Contributor Compatibility & Review Speed Analysis for Lumen-Labs/brainapi2

When evaluating whether to contribute to Lumen-Labs/brainapi2, 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 Lumen-Labs/brainapi2 acknowledge new external contributions in approximately <1 hour. Out of all submitted pull requests from non-core authors in the last 180-day window, 88.9% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to Lumen-Labs/brainapi2

01

Is Lumen-Labs/brainapi2 welcoming to first-time open-source contributors?

Lumen-Labs/brainapi2 has a recorded first-timer success rate of 100.0%. 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 ~<1 hour. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 54.4 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 54.4 places Lumen-Labs/brainapi2 in the Solid tier.

04

What is the external contributor pull request merge rate for Lumen-Labs/brainapi2?

The external pull request merge rate is 88.9%. 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 Lumen-Labs/brainapi2?

Lumen-Labs/brainapi2 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 Lumen-Labs/brainapi2 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.