hiyouga/LlamaFactory
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to hiyouga/LlamaFactory got a first human reply in a median of 3.4 days (164 pull requests, 17 April to 14 October 2026); 52% got none within 14 days. It ranks 2,413 of 3,219 overall. For first-time contributors it ranks 1,492 of 1,525 (the bottom 3%).
| Rank | 2,413 of 3,219 |
|---|---|
| Score | 43.24 |
| Tier | C |
| Median first reply | 3.4 days (82.3 hours) |
| 14-day no-reply share | 52% |
| First-timer rank | 1,492 of 1,525 |
| Ecosystem | Python |
| Window | 17 April to 14 October 2026 |
Composite
- Rank
- 2,413 of 3,219
- Score
- 43.24
- Tier
- C
- Coverage
- 90% · Ceiling A
- Quadrant
- Graveyard
Coordinates: leverage 49.7 (coverage 100%), friction 55.6 (coverage 87%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 42.8 | 100% |
| Criticality | 27.3 | 100% |
| Governance | 76.8 | 100% |
| Rigor | 69.0 | 100% |
| Accessibility | 0.0 | 35% |
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. | 52.8% | 66.0 | 106 | 17 April to 16 July 2026 | primaryraw/pr_window/hiyouga__LlamaFactory.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 52.2% | 0.0 | 201 | 20 April to 17 October 2026 | primaryraw/pr_window/hiyouga__LlamaFactory.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 50.0% | 62.5 | 32 | — | primaryraw/author_history/hiyouga__LlamaFactory.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 82.3 hours (3.4 days) | 30.5 | 164 | 17 April to 14 October 2026 | primaryraw/pr_window/hiyouga__LlamaFactory.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 364.4 hours (15.2 days) | 46.5 | 70 | 17 April to 14 October 2026 | primaryraw/pr_window/hiyouga__LlamaFactory.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/hiyouga__LlamaFactory.json |
| Monthly DownloadsDownloads from the package registry in a month. | 16,241 downloads a month | 30.6 | — | — | primaryraw/downloads/pypi__LlamaFactory.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3795 | 38.0 | — | — | primaryraw/github_meta/hiyouga__LlamaFactory.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 5 | 100.0 | 292 | — | primaryraw/commits_365d/hiyouga__LlamaFactory.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/hiyouga__LlamaFactory.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/hiyouga__LlamaFactory.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/hiyouga__LlamaFactory.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 83.8095 | 83.8 | 105 | — | proxy:review_ciraw/pr_window/hiyouga__LlamaFactory.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 18.7% | 23.4 | 123 | 17 April to 14 October 2026 | primaryraw/pr_window/hiyouga__LlamaFactory.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | Not shown: Insufficient sample size | ||||
| 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/hiyouga__LlamaFactory.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 | 2,413 of 3,219 | 43.24 | C | Rated |
| First-timer | 1,492 of 1,525 | 36.14 | D | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 840 of 1,276 | 48.97 | C | Rated |
| AI-assisted | 1,902 of 3,696 | 49.70 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 8a9e588a65b69284aa74c77555b6949250d70aac14386fac16fd8819e6293bbe
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/cf.json, under the key hiyouga/LlamaFactory.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). hiyouga/LlamaFactory. Snapshot 2026-10-17. https://porchlamp.org/projects/hiyouga/llamafactory/. CC BY 4.0.
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