567-labs/instructor
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to 567-labs/instructor got a first human reply in a median of 8.6 days (169 pull requests, 18 April to 15 October 2026); 50% got none within 14 days. It ranks 1,953 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 1,953 of 3,219 |
|---|---|
| Score | 47.50 |
| Tier | C |
| Median first reply | 8.6 days (206.3 hours) |
| 14-day no-reply share | 50% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 1,953 of 3,219
- Score
- 47.50
- Tier
- C
- Coverage
- 88% · Ceiling A
- Quadrant
- Crucible
Coordinates: leverage 56.5 (coverage 100%), friction 58.6 (coverage 80%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 35.3 | 80% |
| Criticality | 60.4 | 100% |
| Governance | 59.3 | 100% |
| Rigor | 48.1 | 100% |
| Accessibility | 30.0 | 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. | 86.8% | 100.0 | 83 | 18 April to 17 July 2026 | primaryraw/pr_window/567-labs__instructor.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 50.2% | 0.0 | 225 | 20 April to 17 October 2026 | primaryraw/pr_window/567-labs__instructor.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Collector failure | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 206.3 hours (8.6 days) | 0.0 | 169 | 18 April to 15 October 2026 | primaryraw/pr_window/567-labs__instructor.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 516.1 hours (21.5 days) | 32.6 | 5 | 18 April to 15 October 2026 | primaryraw/pr_window/567-labs__instructor.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 48 | 65.8 | — | — | primaryraw/dependents/567-labs__instructor.json |
| Monthly DownloadsDownloads from the package registry in a month. | 8.5 million downloads a month | 78.5 | — | — | primaryraw/downloads/pypi__instructor.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.4135 | 41.3 | — | — | primaryraw/github_meta/567-labs__instructor.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 | 191 | — | primaryraw/commits_365d/567-labs__instructor.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/567-labs__instructor.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/567-labs__instructor.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/567-labs__instructor.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 40.0909 | 40.1 | 44 | — | proxy:review_ciraw/pr_window/567-labs__instructor.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 9.4% | 11.7 | 224 | 18 April to 15 October 2026 | primaryraw/pr_window/567-labs__instructor.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 100 | 100.0 | 7 | — | primaryraw/actions_runs/567-labs__instructor.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/567-labs__instructor.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 | 1,953 of 3,219 | 47.50 | C | Rated |
| First-timer | Not enough evidence to show under this lens. | |||
| Career capital | 712 of 798 | 47.91 | C | Rated |
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 2,186 of 3,696 | 47.86 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- fcb9c9495f8a0ba5ae046bebd83cf2467614c2939b4ba09eff576e9be241ac87
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/cf.json, under the key 567-labs/instructor.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). 567-labs/instructor. Snapshot 2026-10-17. https://porchlamp.org/projects/567-labs/instructor/. CC BY 4.0.
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