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

wiltodelta/remove-ai-watermarks

Python

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

Outside pull requests to wiltodelta/remove-ai-watermarks got a first human reply in a median of 33.6 hours (11 pull requests, 19 April to 16 October 2026); 0% got none within 14 days. It ranks 2,302 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank2,302 of 3,219
Score44.41
TierC
Median first reply33.6 hours
14-day no-reply share0%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
2,302 of 3,219
Score
44.41
Tier
C
Coverage
81% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 36.6 (coverage 100%), friction 44.2 (coverage 68%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness75.355%
Criticality25.0100%
Governance50.5100%
Rigor46.7100%
Accessibility15.050%

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.0.0%100.01120 April to 17 October 2026primaryraw/pr_window/wiltodelta__remove-ai-watermarks.json
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.33.6 hours (1.4 days)62.81119 April to 16 October 2026primaryraw/pr_window/wiltodelta__remove-ai-watermarks.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.134.2 hours (5.6 days)75.42419 April to 16 October 2026primaryraw/pr_window/wiltodelta__remove-ai-watermarks.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/wiltodelta__remove-ai-watermarks.json
Monthly DownloadsDownloads from the package registry in a month.8,510 downloads a month27.0——primaryraw/downloads/pypi__remove-ai-watermarks.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.338533.9——primaryraw/github_meta/wiltodelta__remove-ai-watermarks.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0670—primaryraw/commits_365d/wiltodelta__remove-ai-watermarks.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/wiltodelta__remove-ai-watermarks.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/wiltodelta__remove-ai-watermarks.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/wiltodelta__remove-ai-watermarks.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.39.333339.354—proxy:review_ciraw/pr_window/wiltodelta__remove-ai-watermarks.json
Substantive Review RateShare of decided pull requests that received a substantive review.6.5%8.14619 April to 16 October 2026primaryraw/pr_window/wiltodelta__remove-ai-watermarks.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.5050.030—primaryraw/actions_runs/wiltodelta__remove-ai-watermarks.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/wiltodelta__remove-ai-watermarks.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
Balanced2,302 of 3,21944.41CRated
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-assisted2,496 of 3,69645.46CRated

Integrity

Snapshot
2026-10-17
Raw hash
869e7e613b4ef963115ec48e8cb4decc91a3b54c75a71f7d191490be2a996ccc

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/fc.json, under the key wiltodelta/remove-ai-watermarks.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). wiltodelta/remove-ai-watermarks. Snapshot 2026-10-17. https://porchlamp.org/projects/wiltodelta/remove-ai-watermarks/. CC BY 4.0.

Similar projects

The ranked projects nearest this one in the same ecosystem.