vinta/awesome-python
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to vinta/awesome-python got a first human reply in a median of 29 hours (220 pull requests, 17 April to 14 October 2026); 4% got none within 14 days. It ranks 1,586 of 3,219 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.
| Rank | 1,586 of 3,219 |
|---|---|
| Score | 50.61 |
| Tier | C |
| Median first reply | 29 hours |
| 14-day no-reply share | 4% |
| First-timer rank | This repository does not show a low enough barrier for a first-time contributor. |
| Ecosystem | Python |
| Window | 17 April to 14 October 2026 |
Composite
- Rank
- 1,586 of 3,219
- Score
- 50.61
- Tier
- C
- Coverage
- 76% · Ceiling B
- Quadrant
- Nursery
Coordinates: leverage 46.6 (coverage 68%), friction 42.5 (coverage 90%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 76.4 | 100% |
| Criticality | 40.2 | 35% |
| Governance | 50.5 | 100% |
| Rigor | 54.7 | 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. | 100.0% | 100.0 | 129 | 17 April to 16 July 2026 | primaryraw/pr_window/vinta__awesome-python.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 4.0% | 92.1 | 202 | 20 April to 17 October 2026 | primaryraw/pr_window/vinta__awesome-python.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 37.3% | 46.6 | 51 | — | primaryraw/author_history/vinta__awesome-python.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 29.0 hours (1.2 days) | 68.2 | 220 | 17 April to 14 October 2026 | primaryraw/pr_window/vinta__awesome-python.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 120.0 hours (5 days) | 78.0 | 71 | 17 April to 14 October 2026 | primaryraw/pr_window/vinta__awesome-python.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| 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. | 0.4022 | 40.2 | — | — | proxy:no_dependents_signalraw/github_meta/vinta__awesome-python.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 | 996 | — | primaryraw/commits_365d/vinta__awesome-python.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/vinta__awesome-python.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/vinta__awesome-python.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | Written AI policy | 95.0 | — | — | primaryraw/governance/vinta__awesome-python.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 60 | 60.0 | — | — | primaryraw/scorecard/vinta__awesome-python.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 5.8% | 7.3 | 274 | 17 April to 14 October 2026 | primaryraw/pr_window/vinta__awesome-python.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/vinta__awesome-python.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Collector failure | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/vinta__awesome-python.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Collector failure | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 1,586 of 3,219 | 50.61 | C | Rated |
| First-timer | This repository does not show a low enough barrier for a first-time contributor. | |||
| 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 | 1,578 of 3,696 | 52.14 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 295a991f2a200a4e47388bfc23cf294165f6a69e766eba5efd0e47976369c0f7
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/5e.json, under the key vinta/awesome-python.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). vinta/awesome-python. Snapshot 2026-10-17. https://porchlamp.org/projects/vinta/awesome-python/. CC BY 4.0.
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