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

First human reply

38.9 days

typical wait for an outside pull request, from 12 measured.

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

Outside pull requests to google/langextract got a first human reply in a median of 38.9 days (12 pull requests, 21 April to 18 October 2026); 94% got none within 14 days. It ranks 4,024 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
Rank4,024 of 4,044
Score27.08
TierD
Median first reply38.9 days (932.7 hours)
14-day no-reply share94%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window21 April to 18 October 2026

Composite

Rank
4,024 of 4,044
Score
27.08
Tier
D
Coverage
92% · Full
Quadrant
Graveyard

Coordinates: leverage 38.2 (coverage 100%), friction 83.8 (coverage 85%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness3.875%
Criticality31.8100%
Governance29.5100%
Rigor54.5100%
Accessibility27.385%

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.93.5%0.03127 April to 24 October 2026primaryraw/pr_window/google__langextract.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.11.3%14.153—primaryraw/author_history/google__langextract.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.932.7 hours (38.9 days)0.01221 April to 18 October 2026primaryraw/pr_window/google__langextract.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.4031.4 hours (168 days)0.1721 April to 18 October 2026primaryraw/pr_window/google__langextract.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.019.2——primaryraw/dependents/google__langextract.json
Monthly DownloadsDownloads from the package registry in a month.359,295 downloads a month51.8——primaryraw/downloads/pypi__langextract.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.3232.0——primaryraw/github_meta/google__langextract.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.082—primaryraw/commits_365d/google__langextract.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Company CLA25.0——primaryraw/governance/google__langextract.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/google__langextract.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/google__langextract.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.40.030340.044—proxy:review_ciraw/pr_window/google__langextract.json
Substantive Review RateShare of decided pull requests that received a substantive review.70.6%88.21721 April to 18 October 2026primaryraw/pr_window/google__langextract.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.100100.030—primaryraw/actions_runs/google__langextract.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.11.8%23.517—primaryraw/author_history/google__langextract.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/google__langextract.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
Balanced4,024 of 4,04427.08DRated
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-assisted3,946 of 4,00233.35DRated

Integrity

Snapshot
2026-11-05
Raw hash
4c80db0b4dfa0512b75121748d6285a56692493f889afb59f0a0fb62693a437e

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/34.json, under the key google/langextract.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). google/langextract. Snapshot 2026-11-05. https://porchlamp.org/projects/google/langextract/. CC BY 4.0.

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