sparckles/Robyn
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to sparckles/Robyn got a first human reply in a median of 12.2 days (15 pull requests, 19 April to 16 October 2026); 63% got none within 14 days. It ranks 2,784 of 3,219 overall. For first-time contributors it ranks 1,469 of 1,525 (the bottom 4%).
| Rank | 2,784 of 3,219 |
|---|---|
| Score | 38.40 |
| Tier | D |
| Median first reply | 12.2 days (293.8 hours) |
| 14-day no-reply share | 63% |
| First-timer rank | 1,469 of 1,525 |
| Ecosystem | Python |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 2,784 of 3,219
- Score
- 38.40
- Tier
- D
- Coverage
- 89% · Ceiling A
- Quadrant
- Graveyard
Coordinates: leverage 40.4 (coverage 100%), friction 63.8 (coverage 80%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 21.0 | 65% |
| Criticality | 34.3 | 100% |
| Governance | 50.5 | 100% |
| Rigor | 43.9 | 100% |
| Accessibility | 52.6 | 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. | Not shown: Insufficient sample size | ||||
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 63.2% | 0.0 | 19 | 20 April to 17 October 2026 | primaryraw/pr_window/sparckles__Robyn.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 54.6% | 68.2 | 11 | — | primaryraw/author_history/sparckles__Robyn.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 293.8 hours (12.2 days) | 0.0 | 15 | 19 April to 16 October 2026 | primaryraw/pr_window/sparckles__Robyn.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | Not shown: Insufficient sample size | ||||
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 1 | 34.4 | — | — | primaryraw/dependents/sparckles__Robyn.json |
| Monthly DownloadsDownloads from the package registry in a month. | 20,692 downloads a month | 33.7 | — | — | primaryraw/downloads/pypi__Robyn.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3468 | 34.7 | — | — | primaryraw/github_meta/sparckles__Robyn.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 | 99 | — | primaryraw/commits_365d/sparckles__Robyn.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/sparckles__Robyn.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/sparckles__Robyn.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/sparckles__Robyn.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 42.1667 | 42.2 | 24 | — | proxy:review_ciraw/pr_window/sparckles__Robyn.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 40.0% | 50.0 | 15 | 19 April to 16 October 2026 | primaryraw/pr_window/sparckles__Robyn.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 41.5417 | 41.5 | 14 | — | primaryraw/actions_runs/sparckles__Robyn.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 50.0% | 100.0 | 8 | — | primaryraw/author_history/sparckles__Robyn.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 1 | 10.0 | — | — | primaryraw/gfi/sparckles__Robyn.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 | 2,784 of 3,219 | 38.40 | D | Rated |
| First-timer | 1,469 of 1,525 | 38.52 | D | Rated |
| 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 | 3,161 of 3,696 | 39.25 | D | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 6b13c0ff3d1395cea6687db5a4e813ed419f684ee727450b3b8ee377a5061afc
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/b3.json, under the key sparckles/Robyn.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). sparckles/Robyn. Snapshot 2026-10-17. https://porchlamp.org/projects/sparckles/robyn/. CC BY 4.0.
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