agronholm/apscheduler
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to agronholm/apscheduler got a first human reply in a median of 12.4 hours (28 pull requests, 18 April to 15 October 2026); 45% got none within 14 days. It ranks 1,377 of 3,219 overall. For first-time contributors it ranks 1,312 of 1,525 (the bottom 15%).
| Rank | 1,377 of 3,219 |
|---|---|
| Score | 52.25 |
| Tier | C |
| Median first reply | 12.4 hours |
| 14-day no-reply share | 45% |
| First-timer rank | 1,312 of 1,525 |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 1,377 of 3,219
- Score
- 52.25
- Tier
- C
- Coverage
- 86% · Ceiling A
- Quadrant
- Crucible
Coordinates: leverage 60.1 (coverage 100%), friction 52.7 (coverage 78%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 55.9 | 75% |
| Criticality | 70.3 | 100% |
| Governance | 50.5 | 100% |
| Rigor | 49.7 | 100% |
| Accessibility | 21.0 | 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. | 45.5% | 9.1 | 22 | 20 April to 17 October 2026 | primaryraw/pr_window/agronholm__apscheduler.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 40.0% | 50.0 | 5 | — | primaryraw/author_history/agronholm__apscheduler.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 12.4 hours (0.5 days) | 98.9 | 28 | 18 April to 15 October 2026 | primaryraw/pr_window/agronholm__apscheduler.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1178.5 hours (49.1 days) | 8.9 | 17 | 18 April to 15 October 2026 | primaryraw/pr_window/agronholm__apscheduler.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 245 | 81.6 | — | — | primaryraw/dependents/agronholm__apscheduler.json |
| Monthly DownloadsDownloads from the package registry in a month. | 34.4 million downloads a month | 86.6 | — | — | primaryraw/downloads/pypi__apscheduler.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.4563 | 45.6 | — | — | primaryraw/github_meta/agronholm__apscheduler.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 | 31 | — | primaryraw/commits_365d/agronholm__apscheduler.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/agronholm__apscheduler.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/agronholm__apscheduler.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/agronholm__apscheduler.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 57.5 | 57.5 | — | — | primaryraw/scorecard/agronholm__apscheduler.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 39.1% | 48.9 | 23 | 18 April to 15 October 2026 | primaryraw/pr_window/agronholm__apscheduler.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 70 | 70.0 | 30 | — | primaryraw/actions_runs/agronholm__apscheduler.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/agronholm__apscheduler.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 | 1,377 of 3,219 | 52.25 | C | Rated |
| First-timer | 1,312 of 1,525 | 45.44 | C | Rated |
| Career capital | 596 of 798 | 52.52 | C | Rated |
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 1,560 of 3,696 | 52.30 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 24901c135e0dfdb1fc29950927bfef82504b5d884eaa62e91232a182771d2cf3
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/30.json, under the key agronholm/apscheduler.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). agronholm/apscheduler. Snapshot 2026-10-17. https://porchlamp.org/projects/agronholm/apscheduler/. CC BY 4.0.
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