potpie-ai/potpie
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to potpie-ai/potpie got a first human reply in a median of 5 hours (134 pull requests, 19 April to 16 October 2026); 23% got none within 14 days. It ranks 1,720 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 | 1,720 of 3,219 |
|---|---|
| Score | 49.58 |
| Tier | C |
| Median first reply | 5 hours |
| 14-day no-reply share | 23% |
| First-timer rank | This repository does not show a low enough barrier for a first-time contributor. |
| Ecosystem | Python |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 1,720 of 3,219
- Score
- 49.58
- Tier
- C
- Coverage
- 93% · Ceiling A
- Quadrant
- Nursery
Coordinates: leverage 40.1 (coverage 100%), friction 37.0 (coverage 90%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 74.1 | 100% |
| Criticality | 19.8 | 100% |
| Governance | 68.0 | 100% |
| Rigor | 55.3 | 100% |
| Accessibility | 28.0 | 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. | 88.1% | 100.0 | 109 | 19 April to 18 July 2026 | primaryraw/pr_window/potpie-ai__potpie.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 22.7% | 54.7 | 172 | 20 April to 17 October 2026 | primaryraw/pr_window/potpie-ai__potpie.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 17.1% | 21.4 | 35 | — | primaryraw/author_history/potpie-ai__potpie.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 5.0 hours (0.2 days) | 100.0 | 134 | 19 April to 16 October 2026 | primaryraw/pr_window/potpie-ai__potpie.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 192.7 hours (8 days) | 66.3 | 132 | 19 April to 16 October 2026 | primaryraw/pr_window/potpie-ai__potpie.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/potpie-ai__potpie.json |
| Monthly DownloadsDownloads from the package registry in a month. | 137 downloads a month | 4.5 | — | — | primaryraw/downloads/pypi__potpie.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3514 | 35.1 | — | — | primaryraw/github_meta/potpie-ai__potpie.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 3 | 75.0 | 273 | — | primaryraw/commits_365d/potpie-ai__potpie.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/potpie-ai__potpie.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/potpie-ai__potpie.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/potpie-ai__potpie.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 87.5374 | 87.5 | 196 | — | proxy:review_ciraw/pr_window/potpie-ai__potpie.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 22.2% | 27.8 | 162 | 19 April to 16 October 2026 | primaryraw/pr_window/potpie-ai__potpie.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/potpie-ai__potpie.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. | 1 | 10.0 | — | — | primaryraw/gfi/potpie-ai__potpie.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 | 1,720 of 3,219 | 49.58 | 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 | 884 of 1,276 | 47.52 | C | Rated |
| AI-assisted | 1,707 of 3,696 | 51.15 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- e4660c1fbe14d1c7deef3940f5bf6432af2d748eafb9819fcdad350b4d208ac1
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/0d.json, under the key potpie-ai/potpie.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). potpie-ai/potpie. Snapshot 2026-10-17. https://porchlamp.org/projects/potpie-ai/potpie/. CC BY 4.0.
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