CVHub520/X-AnyLabeling
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to CVHub520/X-AnyLabeling got a first human reply in a median of 3 days (15 pull requests, 18 April to 15 October 2026); 12% got none within 14 days. It ranks 2,268 of 3,219 overall. For first-time contributors it ranks 1,084 of 1,525 (the bottom 29%).
| Rank | 2,268 of 3,219 |
|---|---|
| Score | 44.66 |
| Tier | C |
| Median first reply | 3 days (72.4 hours) |
| 14-day no-reply share | 12% |
| First-timer rank | 1,084 of 1,525 |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 2,268 of 3,219
- Score
- 44.66
- Tier
- C
- Coverage
- 98% · Full
- Quadrant
- Nursery
Coordinates: leverage 30.6 (coverage 100%), friction 40.7 (coverage 97%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 70.6 | 100% |
| Criticality | 24.8 | 100% |
| Governance | 50.5 | 100% |
| Rigor | 27.1 | 100% |
| Accessibility | 44.4 | 85% |
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. | 92.9% | 100.0 | 14 | 18 April to 17 July 2026 | primaryraw/pr_window/CVHub520__X-AnyLabeling.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 11.5% | 76.9 | 26 | 20 April to 17 October 2026 | primaryraw/pr_window/CVHub520__X-AnyLabeling.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 63.6% | 79.5 | 22 | — | primaryraw/author_history/CVHub520__X-AnyLabeling.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 72.4 hours (3 days) | 35.2 | 15 | 18 April to 15 October 2026 | primaryraw/pr_window/CVHub520__X-AnyLabeling.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 130.0 hours (5.4 days) | 76.0 | 16 | 18 April to 15 October 2026 | primaryraw/pr_window/CVHub520__X-AnyLabeling.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 0 | 15.9 | — | — | primaryraw/dependents/CVHub520__X-AnyLabeling.json |
| Monthly DownloadsDownloads from the package registry in a month. | 2,623 downloads a month | 18.9 | — | — | primaryraw/downloads/pypi__X-AnyLabeling.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3909 | 39.1 | — | — | primaryraw/github_meta/CVHub520__X-AnyLabeling.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 1 | 25.0 | 404 | — | primaryraw/commits_365d/CVHub520__X-AnyLabeling.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | No CLA or sign-off found | 85.0 | — | — | primaryraw/governance/CVHub520__X-AnyLabeling.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/CVHub520__X-AnyLabeling.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/CVHub520__X-AnyLabeling.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 34.4167 | 34.4 | 16 | — | proxy:review_ciraw/pr_window/CVHub520__X-AnyLabeling.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 3.6% | 4.5 | 28 | 18 April to 15 October 2026 | primaryraw/pr_window/CVHub520__X-AnyLabeling.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | Not shown: Insufficient sample size | ||||
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 78.6% | 100.0 | 14 | — | primaryraw/author_history/CVHub520__X-AnyLabeling.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/CVHub520__X-AnyLabeling.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | 9.1% | 18.2 | 11 | — | primaryraw/author_history/CVHub520__X-AnyLabeling.json |
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 2,268 of 3,219 | 44.66 | C | Rated |
| First-timer | 1,084 of 1,525 | 50.78 | C | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 3,051 of 3,696 | 40.57 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 76a108436d624ee9a5e0e84c36b52d31138213237c163d7a9dea52dc229547ad
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/6b.json, under the key CVHub520/X-AnyLabeling.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). CVHub520/X-AnyLabeling. Snapshot 2026-10-17. https://porchlamp.org/projects/cvhub520/x-anylabeling/. CC BY 4.0.
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