benfred/py-spy
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to benfred/py-spy got a first human reply in a median of 23.3 days (11 pull requests, 10 April to 7 October 2026); 81% got none within 14 days. It ranks 2,776 of 3,219 overall. For first-time contributors it ranks 1,522 of 1,525 (the bottom 1%).
| Rank | 2,776 of 3,219 |
|---|---|
| Score | 38.55 |
| Tier | D |
| Median first reply | 23.3 days (559.2 hours) |
| 14-day no-reply share | 81% |
| First-timer rank | 1,522 of 1,525 |
| Ecosystem | Rust |
| Window | 10 April to 7 October 2026 |
Composite
- Rank
- 2,776 of 3,219
- Score
- 38.55
- Tier
- D
- Coverage
- 91% · Ceiling A
- Quadrant
- Graveyard
Coordinates: leverage 46.9 (coverage 93%), friction 64.2 (coverage 87%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 29.5 | 100% |
| Criticality | 40.6 | 100% |
| Governance | 64.2 | 65% |
| Rigor | 45.7 | 100% |
| Accessibility | 8.8 | 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. | 30.0% | 37.5 | 10 | 10 April to 9 July 2026 | primaryraw/pr_window/benfred__py-spy.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 81.3% | 0.0 | 16 | 20 April to 17 October 2026 | primaryraw/pr_window/benfred__py-spy.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 83.3% | 100.0 | 6 | — | primaryraw/author_history/benfred__py-spy.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 559.2 hours (23.3 days) | 0.0 | 11 | 10 April to 7 October 2026 | primaryraw/pr_window/benfred__py-spy.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 2443.8 hours (101.8 days) | 0.9 | 13 | 10 April to 7 October 2026 | primaryraw/pr_window/benfred__py-spy.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 1 | 36.4 | — | — | primaryraw/dependents/benfred__py-spy.json |
| Monthly DownloadsDownloads from the package registry in a month. | 104,631 downloads a month | 56.3 | — | — | primaryraw/downloads/crates__py-spy.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.342 | 34.2 | — | — | primaryraw/github_meta/benfred__py-spy.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | Not shown: Insufficient sample size | ||||
| 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/benfred__py-spy.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/benfred__py-spy.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/benfred__py-spy.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 55 | 55.0 | — | — | primaryraw/scorecard/benfred__py-spy.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 31.3% | 39.1 | 16 | 10 April to 7 October 2026 | primaryraw/pr_window/benfred__py-spy.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 50 | 50.0 | 30 | — | primaryraw/actions_runs/benfred__py-spy.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 0.0% | 0.0 | 5 | — | primaryraw/author_history/benfred__py-spy.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/benfred__py-spy.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 | 2,776 of 3,219 | 38.55 | D | Rated |
| First-timer | 1,522 of 1,525 | 31.23 | D | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 971 of 1,276 | 44.28 | C | Rated |
| AI-assisted | 3,053 of 3,696 | 40.53 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 717371c9ca8941c89da355a870ba3f75db1f280a42a06a8732858755620301b5
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/f7.json, under the key benfred/py-spy.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). benfred/py-spy. Snapshot 2026-10-17. https://porchlamp.org/projects/benfred/py-spy/. CC BY 4.0.
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