PorchlampFind the projects that leave the light on.2026-10-17

What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.

For ahmetb/kubectx, the reply time and the share with no reply within 14 days both have too small a sample to measure (0 and 0 pull requests counted; 10 needed). It ranks 3,208 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank3,208 of 3,219
Score22.94
TierD
Median first reply—
14-day no-reply share—
First-timer rankNot enough evidence to show under this lens.
EcosystemGo
Window—

Composite

Rank
3,208 of 3,219
Score
22.94
Tier
D
Coverage
75% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 29.8 (coverage 100%), friction 80.4 (coverage 52%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness2.910%
Criticality20.9100%
Governance50.5100%
Rigor31.0100%
Accessibility15.085%

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.Not shown: Insufficient sample size
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.Not shown: Insufficient sample size
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.2326.4 hours (96.9 days)2.91110 April to 7 October 2026primaryraw/pr_window/ahmetb__kubectx.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.5——primaryraw/dependents/ahmetb__kubectx.json
Monthly DownloadsDownloads from the package registry in a month.Not shown: Not applicable
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.270227.0——primaryraw/github_meta/ahmetb__kubectx.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.041—primaryraw/commits_365d/ahmetb__kubectx.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/ahmetb__kubectx.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/ahmetb__kubectx.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/ahmetb__kubectx.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.47.547.5——primaryraw/scorecard/ahmetb__kubectx.json
Substantive Review RateShare of decided pull requests that received a substantive review.0.0%0.01110 April to 7 October 2026primaryraw/pr_window/ahmetb__kubectx.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.030—primaryraw/actions_runs/ahmetb__kubectx.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.0.0%0.05—primaryraw/author_history/ahmetb__kubectx.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/ahmetb__kubectx.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
Balanced3,208 of 3,21922.94DRated
First-timerNot enough evidence to show under this lens.
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-assisted3,669 of 3,69624.68DRated

Integrity

Snapshot
2026-10-17
Raw hash
b986cb6298ae806596be312d239eff796e4370cd5803525192a35f7ff0872d94

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/d3.json, under the key ahmetb/kubectx.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). ahmetb/kubectx. Snapshot 2026-10-17. https://porchlamp.org/projects/ahmetb/kubectx/. CC BY 4.0.

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