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

First human reply

4.7 days

typical wait for an outside pull request, from 11 measured.

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

Outside pull requests to lyuwenyu/RT-DETR got a first human reply in a median of 4.7 days (11 pull requests, 23 April to 20 October 2026); 31% got none within 14 days. It ranks 3,553 of 4,044 overall. For first-time contributors it ranks 1,864 of 1,904 (the bottom 3%).

Key facts
Rank3,553 of 4,044
Score42.14
TierC
Median first reply4.7 days (113.6 hours)
14-day no-reply share31%
First-timer rank1,864 of 1,904
EcosystemPython
Window23 April to 20 October 2026

Composite

Rank
3,553 of 4,044
Score
42.14
Tier
C
Coverage
63% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 47.8 (coverage 61%), friction 58.3 (coverage 67%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness40.175%
Criticality34.635%
Governance64.265%
Rigor58.8100%
Accessibility12.050%

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.30.8%38.51327 April to 24 October 2026primaryraw/pr_window/lyuwenyu__RT-DETR.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.60.0%75.05—primaryraw/author_history/lyuwenyu__RT-DETR.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.113.6 hours (4.7 days)18.91123 April to 20 October 2026primaryraw/pr_window/lyuwenyu__RT-DETR.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.526.3 hours (21.9 days)36.11123 April to 20 October 2026primaryraw/pr_window/lyuwenyu__RT-DETR.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.0.34634.6——proxy:no_dependents_signalraw/github_meta/lyuwenyu__RT-DETR.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/lyuwenyu__RT-DETR.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/lyuwenyu__RT-DETR.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/lyuwenyu__RT-DETR.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.100100.011—proxy:review_ciraw/pr_window/lyuwenyu__RT-DETR.json
Substantive Review RateShare of decided pull requests that received a substantive review.18.2%22.71123 April to 20 October 2026primaryraw/pr_window/lyuwenyu__RT-DETR.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.4040.0——proxy:setup_signals_onlyraw/actions_runs/lyuwenyu__RT-DETR.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/lyuwenyu__RT-DETR.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
Balanced3,553 of 4,04442.14CRated
First-timer1,864 of 1,90436.61DRated
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems925 of 98646.54CRated
AI-assisted3,275 of 4,00246.36CRated

Integrity

Snapshot
2026-11-05
Raw hash
7e3584e22146797df78ef25b834fc2ccd34be433a348a2a6bad56c07be28e22c

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/33.json, under the key lyuwenyu/RT-DETR.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). lyuwenyu/RT-DETR. Snapshot 2026-11-05. https://porchlamp.org/projects/lyuwenyu/rt-detr/. CC BY 4.0.

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