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 GAM-team/GAM, the reply time and the share with no reply within 14 days both have too small a sample to measure (0 and 4 pull requests counted; 10 needed). It ranks 1,701 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank1,701 of 3,219
Score49.71
TierC
Median first reply—
14-day no-reply share—
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window—

Composite

Rank
1,701 of 3,219
Score
49.71
Tier
C
Coverage
75% · Ceiling B
Quadrant
Nursery

Coordinates: leverage 33.8 (coverage 100%), friction 31.6 (coverage 52%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness97.210%
Criticality26.3100%
Governance50.5100%
Rigor35.0100%
Accessibility23.285%

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.14.6 hours (0.6 days)97.25419 April to 16 October 2026primaryraw/pr_window/GAM-team__GAM.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/GAM-team__GAM.json
Monthly DownloadsDownloads from the package registry in a month.4,826 downloads a month23.3——primaryraw/downloads/pypi__GAM.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.404240.4——primaryraw/github_meta/GAM-team__GAM.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0886—primaryraw/commits_365d/GAM-team__GAM.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/GAM-team__GAM.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/GAM-team__GAM.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/GAM-team__GAM.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.57.557.5——primaryraw/scorecard/GAM-team__GAM.json
Substantive Review RateShare of decided pull requests that received a substantive review.0.0%0.06819 April to 16 October 2026primaryraw/pr_window/GAM-team__GAM.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.38.2538.325—primaryraw/actions_runs/GAM-team__GAM.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.20.0%40.05—primaryraw/author_history/GAM-team__GAM.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/GAM-team__GAM.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
Balanced1,701 of 3,21949.71CRated
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-assisted2,330 of 3,69646.85CRated

Integrity

Snapshot
2026-10-17
Raw hash
2583e622f3702521ec669217b427119ce8719aa285687bf9a0f806ca1a91120a

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/83.json, under the key GAM-team/GAM.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). GAM-team/GAM. Snapshot 2026-10-17. https://porchlamp.org/projects/gam-team/gam/. CC BY 4.0.

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