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

First human reply

7.1 days

typical wait for an outside pull request, from 14 measured.

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

Outside pull requests to speedyapply/JobSpy got a first human reply in a median of 7.1 days (14 pull requests, 25 April to 22 October 2026); 88% got none within 14 days. It ranks 3,942 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
Rank3,942 of 4,044
Score32.99
TierD
Median first reply7.1 days (170.2 hours)
14-day no-reply share88%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window25 April to 22 October 2026

Composite

Rank
3,942 of 4,044
Score
32.99
Tier
D
Coverage
91% · Full
Quadrant
Graveyard

Coordinates: leverage 39.4 (coverage 91%), friction 69.1 (coverage 92%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness20.090%
Criticality31.2100%
Governance59.3100%
Rigor40.070%
Accessibility15.785%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.40.0%50.01025 April to 24 July 2026primaryraw/pr_window/speedyapply__JobSpy.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.87.5%0.01627 April to 24 October 2026primaryraw/pr_window/speedyapply__JobSpy.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.16.7%20.812—primaryraw/author_history/speedyapply__JobSpy.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.170.2 hours (7.1 days)4.31425 April to 22 October 2026primaryraw/pr_window/speedyapply__JobSpy.json
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.019.2——primaryraw/dependents/speedyapply__JobSpy.json
Monthly DownloadsDownloads from the package registry in a month.184,926 downloads a month45.9——primaryraw/downloads/pypi__JobSpy.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.34334.3——primaryraw/github_meta/speedyapply__JobSpy.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.042—primaryraw/commits_365d/speedyapply__JobSpy.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/speedyapply__JobSpy.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/speedyapply__JobSpy.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/speedyapply__JobSpy.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.4040.035—proxy:review_ciraw/pr_window/speedyapply__JobSpy.json
Substantive Review RateShare of decided pull requests that received a substantive review.Not shown: Insufficient sample size

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.5050.030—primaryraw/actions_runs/speedyapply__JobSpy.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.8.3%16.712—primaryraw/author_history/speedyapply__JobSpy.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/speedyapply__JobSpy.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
Balanced3,942 of 4,04432.99DRated
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-assisted3,922 of 4,00234.68DRated

Integrity

Snapshot
2026-11-05
Raw hash
db269b289a5effce718f22b6f27691e9317faba1dd6a26d04a242d1403826bd2

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/bf.json, under the key speedyapply/JobSpy.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). speedyapply/JobSpy. Snapshot 2026-11-05. https://porchlamp.org/projects/speedyapply/jobspy/. CC BY 4.0.

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