mozilla-ai/llamafile
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to mozilla-ai/llamafile got a first human reply in a median of 3.8 days (21 pull requests, 18 April to 15 October 2026); 10% got none within 14 days. It ranks 1,373 of 3,219 overall. For first-time contributors it ranks 851 of 1,525 (the bottom 45%).
| Rank | 1,373 of 3,219 |
|---|---|
| Score | 52.27 |
| Tier | C |
| Median first reply | 3.8 days (92.0 hours) |
| 14-day no-reply share | 10% |
| First-timer rank | 851 of 1,525 |
| Ecosystem | C and C++ |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 1,373 of 3,219
- Score
- 52.27
- Tier
- C
- Coverage
- 94% · Ceiling A
- Quadrant
- Nursery
Coordinates: leverage 48.6 (coverage 100%), friction 45.0 (coverage 88%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 55.8 | 75% |
| Criticality | 44.4 | 100% |
| Governance | 50.5 | 100% |
| Rigor | 54.5 | 100% |
| Accessibility | 59.8 | 100% |
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. | 9.5% | 81.0 | 21 | 20 April to 17 October 2026 | primaryraw/pr_window/mozilla-ai__llamafile.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 87.5% | 100.0 | 8 | — | primaryraw/author_history/mozilla-ai__llamafile.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 92.0 hours (3.8 days) | 26.5 | 21 | 18 April to 15 October 2026 | primaryraw/pr_window/mozilla-ai__llamafile.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 954.2 hours (39.8 days) | 17.2 | 19 | 18 April to 15 October 2026 | primaryraw/pr_window/mozilla-ai__llamafile.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | Not shown: Not applicable | ||||
| Monthly DownloadsDownloads from the package registry in a month. | Not shown: Not applicable | ||||
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.4439 | 44.4 | — | — | proxy:no_dependents_signalraw/github_meta/mozilla-ai__llamafile.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 | 79 | — | primaryraw/commits_365d/mozilla-ai__llamafile.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/mozilla-ai__llamafile.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/mozilla-ai__llamafile.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/mozilla-ai__llamafile.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 59.2857 | 59.3 | 56 | — | proxy:review_ciraw/pr_window/mozilla-ai__llamafile.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 50.0% | 62.5 | 28 | 18 April to 15 October 2026 | primaryraw/pr_window/mozilla-ai__llamafile.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 85 | 85.0 | 30 | — | primaryraw/actions_runs/mozilla-ai__llamafile.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 55.6% | 100.0 | 9 | — | primaryraw/author_history/mozilla-ai__llamafile.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/mozilla-ai__llamafile.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | 40.0% | 80.0 | 5 | — | primaryraw/author_history/mozilla-ai__llamafile.json |
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 1,373 of 3,219 | 52.27 | C | Rated |
| First-timer | 851 of 1,525 | 54.90 | C | 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 | 1,515 of 3,696 | 52.64 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 981195c90ebb62094779d7bb93a35d48cf34d705349dfa9fe219bb23977d5c15
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/11.json, under the key mozilla-ai/llamafile.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). mozilla-ai/llamafile. Snapshot 2026-10-17. https://porchlamp.org/projects/mozilla-ai/llamafile/. CC BY 4.0.
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