PorchlampFind the projects that leave the light on.2026-11-05

The-Vibe-Company/quivr

Python

What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.

For The-Vibe-Company/quivr, the reply time has too small a sample to measure (0 pull requests counted; 10 needed). 90% of 10 outside pull requests got no reply within 14 days (27 April to 24 October 2026). It ranks 4,009 of 4,044 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.

Key facts
Rank4,009 of 4,044
Score28.64
TierD
Median first reply—
14-day no-reply share90%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window27 April to 24 October 2026

Composite

Rank
4,009 of 4,044
Score
28.64
Tier
D
Coverage
60% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 39.5 (coverage 68%), friction 79.8 (coverage 57%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness0.035%
Criticality34.435%
Governance50.5100%
Rigor40.8100%
Accessibility25.550%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.Not shown: Insufficient sample size
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.90.0%0.01027 April to 24 October 2026primaryraw/pr_window/The-Vibe-Company__quivr.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.0.0%0.06—primaryraw/author_history/The-Vibe-Company__quivr.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.Not shown: Insufficient sample size
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.Not shown: Insufficient sample size

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.Not shown: Third-party data unavailable
Monthly DownloadsDownloads from the package registry in a month.Not shown: Third-party data unavailable
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.344134.4——proxy:no_dependents_signalraw/github_meta/The-Vibe-Company__quivr.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0565—primaryraw/commits_365d/The-Vibe-Company__quivr.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.No CLA or sign-off found85.0——primaryraw/governance/The-Vibe-Company__quivr.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/The-Vibe-Company__quivr.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/The-Vibe-Company__quivr.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.30.666730.7222—proxy:review_ciraw/pr_window/The-Vibe-Company__quivr.json
Substantive Review RateShare of decided pull requests that received a substantive review.0.0%0.01221 April to 18 October 2026primaryraw/pr_window/The-Vibe-Company__quivr.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.027—primaryraw/actions_runs/The-Vibe-Company__quivr.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.Not shown: Insufficient sample size
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/The-Vibe-Company__quivr.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.Not shown: Insufficient sample size

Persona view

PersonaRankScoreTierStatus
Balanced4,009 of 4,04428.64DRated
First-timerThis repository does not show a low enough barrier for a first-time contributor.
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted3,967 of 4,00231.28DRated

Integrity

Snapshot
2026-11-05
Raw hash
2e9a7bddb86d436956d78849774d04cdb6257d42983bd47039730732119415cd

closed_unread

The full record is in data/2026-11-05/repos/cc.json, under the key The-Vibe-Company/quivr.

How every number is measured: Porchlamp methodology.

Open an issue about this record and say what looks wrong.

Porchlamp (2026). The-Vibe-Company/quivr. Snapshot 2026-11-05. https://porchlamp.org/projects/the-vibe-company/quivr/. CC BY 4.0.

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