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

YILING0013/AI_NovelGenerator

Python

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

For YILING0013/AI_NovelGenerator, the reply time has too small a sample to measure (0 pull requests counted; 10 needed). 38% of 16 outside pull requests got no reply within 14 days (27 April to 24 October 2026). It ranks 3,578 of 4,044 overall. For first-time contributors it ranks 1,810 of 1,904 (the bottom 5%).

Key facts
Rank3,578 of 4,044
Score41.84
TierC
Median first reply—
14-day no-reply share38%
First-timer rank1,810 of 1,904
EcosystemPython
Window27 April to 24 October 2026

Composite

Rank
3,578 of 4,044
Score
41.84
Tier
C
Coverage
62% · Ceiling B
Quadrant
Nursery

Coordinates: leverage 34.4 (coverage 61%), friction 44.3 (coverage 65%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness72.970%
Criticality23.935%
Governance64.265%
Rigor31.9100%
Accessibility0.050%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.93.8%100.01622 April to 21 July 2026primaryraw/pr_window/YILING0013__AI_NovelGenerator.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.37.5%25.01627 April to 24 October 2026primaryraw/pr_window/YILING0013__AI_NovelGenerator.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.86.7%100.015—primaryraw/author_history/YILING0013__AI_NovelGenerator.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.762.3 hours (31.8 days)23.11622 April to 19 October 2026primaryraw/pr_window/YILING0013__AI_NovelGenerator.json

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.0.238623.9——proxy:no_dependents_signalraw/github_meta/YILING0013__AI_NovelGenerator.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.Not shown: Insufficient sample size
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.No CLA or sign-off found85.0——primaryraw/governance/YILING0013__AI_NovelGenerator.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/YILING0013__AI_NovelGenerator.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/YILING0013__AI_NovelGenerator.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.4040.016—proxy:review_ciraw/pr_window/YILING0013__AI_NovelGenerator.json
Substantive Review RateShare of decided pull requests that received a substantive review.10.5%13.21922 April to 19 October 2026primaryraw/pr_window/YILING0013__AI_NovelGenerator.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.00.0——proxy:setup_signals_onlyraw/actions_runs/YILING0013__AI_NovelGenerator.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/YILING0013__AI_NovelGenerator.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
Balanced3,578 of 4,04441.84CRated
First-timer1,810 of 1,90440.74CRated
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems959 of 98641.74CRated
AI-assisted3,742 of 4,00240.18CRated

Integrity

Snapshot
2026-11-05
Raw hash
83cc486b2d7f8b46cb8de0cfebc789884172dab295b9294646c9d542d32e371c

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/06.json, under the key YILING0013/AI_NovelGenerator.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). YILING0013/AI_NovelGenerator. Snapshot 2026-11-05. https://porchlamp.org/projects/yiling0013/ai_novelgenerator/. CC BY 4.0.

Similar projects

The ranked projects nearest this one in the same ecosystem.