PaddlePaddle/PaddleClas
First human reply
46 days
typical wait for an outside pull request, from 10 measured.
What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.
Outside pull requests to PaddlePaddle/PaddleClas got a first human reply in a median of 46 days (10 pull requests, 22 April to 19 October 2026); 94% got none within 14 days. It ranks 4,043 of 4,044 overall. For first-time contributors it ranks 1,904 of 1,904 (the bottom 1%).
| Rank | 4,043 of 4,044 |
|---|---|
| Score | 21.61 |
| Tier | D |
| Median first reply | 46 days (1103.6 hours) |
| 14-day no-reply share | 94% |
| First-timer rank | 1,904 of 1,904 |
| Ecosystem | Python |
| Window | 22 April to 19 October 2026 |
Composite
- Rank
- 4,043 of 4,044
- Score
- 21.61
- Tier
- D
- Coverage
- 75% · Ceiling B
- Quadrant
- Graveyard
Coordinates: leverage 26.5 (coverage 84%), friction 80.0 (coverage 67%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 20.8 | 75% |
| Criticality | 17.0 | 100% |
| Governance | 31.9 | 65% |
| Rigor | 38.6 | 70% |
| Accessibility | 0.0 | 50% |
The measured parameters
Responsiveness
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| 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. | 93.8% | 0.0 | 16 | 27 April to 24 October 2026 | primaryraw/pr_window/PaddlePaddle__PaddleClas.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 61.5% | 76.9 | 13 | — | primaryraw/author_history/PaddlePaddle__PaddleClas.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 1103.6 hours (46 days) | 0.0 | 10 | 22 April to 19 October 2026 | primaryraw/pr_window/PaddlePaddle__PaddleClas.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 2348.5 hours (97.9 days) | 1.8 | 9 | 22 April to 19 October 2026 | primaryraw/pr_window/PaddlePaddle__PaddleClas.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 0 | 19.2 | — | — | primaryraw/dependents/PaddlePaddle__PaddleClas.json |
| Monthly DownloadsDownloads from the package registry in a month. | 1,352 downloads a month | 11.6 | — | — | primaryraw/downloads/pypi__PaddleClas.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.1837 | 18.4 | — | — | primaryraw/github_meta/PaddlePaddle__PaddleClas.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| 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. | Company CLA | 25.0 | — | — | primaryraw/governance/PaddlePaddle__PaddleClas.json |
| Promotion LadderHow openly a contributor can become a maintainer, from closed to verified. | No written path to becoming a maintainer | 40.0 | — | — | primaryraw/governance/PaddlePaddle__PaddleClas.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | No written AI policy | 40.0 | — | — | primaryraw/governance/PaddlePaddle__PaddleClas.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 37.5 | 37.5 | — | — | primaryraw/scorecard/PaddlePaddle__PaddleClas.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | Not shown: Insufficient sample size | ||||
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 0 | 0.0 | — | — | proxy:setup_signals_onlyraw/actions_runs/PaddlePaddle__PaddleClas.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. | 0 | 0.0 | — | — | primaryraw/gfi/PaddlePaddle__PaddleClas.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
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 4,043 of 4,044 | 21.61 | D | Rated |
| First-timer | 1,904 of 1,904 | 17.61 | D | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 986 of 986 | 24.76 | D | Rated |
| AI-assisted | 3,999 of 4,002 | 25.84 | D | Rated |
Integrity
- Snapshot
- 2026-11-05
- Raw hash
- beafd6cdbb5ec808267b25a5bd7bbe039f9fc653d2a15f02ca0399b68813c70e
No suspicion flags on this repository.
The full record is in data/2026-11-05/repos/04.json, under the key PaddlePaddle/PaddleClas.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). PaddlePaddle/PaddleClas. Snapshot 2026-11-05. https://porchlamp.org/projects/paddlepaddle/paddleclas/. CC BY 4.0.
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