gruns/icecream
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
For gruns/icecream, the reply time has too small a sample to measure (0 pull requests counted; 10 needed). 67% of 12 outside pull requests got no reply within 14 days (20 April to 17 October 2026). It ranks 2,823 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 2,823 of 3,219 |
|---|---|
| Score | 37.72 |
| Tier | D |
| Median first reply | — |
| 14-day no-reply share | 67% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 20 April to 17 October 2026 |
Composite
- Rank
- 2,823 of 3,219
- Score
- 37.72
- Tier
- D
- Coverage
- 69% · Ceiling B
- Quadrant
- Crucible
Coordinates: leverage 58.0 (coverage 91%), friction 78.2 (coverage 53%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 2.1 | 25% |
| Criticality | 60.7 | 100% |
| Governance | 59.3 | 100% |
| Rigor | 52.9 | 70% |
| Accessibility | 15.0 | 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. | 66.7% | 0.0 | 12 | 20 April to 17 October 2026 | primaryraw/pr_window/gruns__icecream.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Insufficient sample size | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | Not shown: Insufficient sample size | ||||
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1482.1 hours (61.8 days) | 5.2 | 7 | 18 April to 15 October 2026 | primaryraw/pr_window/gruns__icecream.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 146 | 76.6 | — | — | primaryraw/dependents/gruns__icecream.json |
| Monthly DownloadsDownloads from the package registry in a month. | 1.3 million downloads a month | 64.3 | — | — | primaryraw/downloads/pypi__icecream.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3989 | 39.9 | — | — | primaryraw/github_meta/gruns__icecream.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 2 | 50.0 | 53 | — | primaryraw/commits_365d/gruns__icecream.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/gruns__icecream.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/gruns__icecream.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/gruns__icecream.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 62.5 | 62.5 | — | — | primaryraw/scorecard/gruns__icecream.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. | 50 | 50.0 | 19 | — | primaryraw/actions_runs/gruns__icecream.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/gruns__icecream.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 | 2,823 of 3,219 | 37.72 | D | Rated |
| First-timer | Not enough evidence to show under this lens. | |||
| Career capital | 792 of 798 | 38.83 | D | Rated |
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 2,952 of 3,696 | 41.44 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 6c215db95679825d9e1437287494ffda805ab1020d81796fb58047c1e9dc2669
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/5f.json, under the key gruns/icecream.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). gruns/icecream. Snapshot 2026-10-17. https://porchlamp.org/projects/gruns/icecream/. CC BY 4.0.
Similar projects
The ranked projects nearest this one in the same ecosystem.
- davidteather/TikTok-Api (rank 2,813)
- cactus-compute/needle (rank 2,815)
- apache/caldera (rank 2,821)
- OctoPrint/OctoPrint (rank 2,826)
- FareedKhan-dev/train-llm-from-scratch (rank 2,835)