nlweb-ai/NLWeb
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to nlweb-ai/NLWeb got a first human reply in a median of 33.3 days (24 pull requests, 19 April to 16 October 2026). The share with no reply within 14 days has too small a sample to measure (2 pull requests counted; 10 needed). It ranks 2,973 of 3,219 overall. For first-time contributors it ranks 1,524 of 1,525 (the bottom 1%).
| Rank | 2,973 of 3,219 |
|---|---|
| Score | 34.59 |
| Tier | D |
| Median first reply | 33.3 days (798.8 hours) |
| 14-day no-reply share | — |
| First-timer rank | 1,524 of 1,525 |
| Ecosystem | Python |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 2,973 of 3,219
- Score
- 34.59
- Tier
- D
- Coverage
- 66% · Ceiling B
- Quadrant
- Graveyard
Coordinates: leverage 43.3 (coverage 68%), friction 69.7 (coverage 70%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 19.1 | 60% |
| Criticality | 24.9 | 35% |
| Governance | 59.3 | 100% |
| Rigor | 63.2 | 100% |
| Accessibility | 15.0 | 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. | Not shown: Insufficient sample size | ||||
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | Not shown: Insufficient sample size | ||||
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 40.0% | 50.0 | 5 | — | primaryraw/author_history/nlweb-ai__NLWeb.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 798.8 hours (33.3 days) | 0.0 | 24 | 19 April to 16 October 2026 | primaryraw/pr_window/nlweb-ai__NLWeb.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 886.3 hours (36.9 days) | 14.9 | 20 | 19 April to 16 October 2026 | primaryraw/pr_window/nlweb-ai__NLWeb.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | Not shown: Third-party data unavailable | ||||
| Monthly DownloadsDownloads from the package registry in a month. | Not shown: Third-party data unavailable | ||||
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.249 | 24.9 | — | — | proxy:no_dependents_signalraw/github_meta/nlweb-ai__NLWeb.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 | 98 | — | primaryraw/commits_365d/nlweb-ai__NLWeb.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/nlweb-ai__NLWeb.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/nlweb-ai__NLWeb.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/nlweb-ai__NLWeb.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 86.6667 | 86.7 | 20 | — | proxy:review_ciraw/pr_window/nlweb-ai__NLWeb.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 0.0% | 0.0 | 29 | 19 April to 16 October 2026 | primaryraw/pr_window/nlweb-ai__NLWeb.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/nlweb-ai__NLWeb.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Insufficient sample size | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/nlweb-ai__NLWeb.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 | 2,973 of 3,219 | 34.59 | D | Rated |
| First-timer | 1,524 of 1,525 | 28.90 | 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 | 2,964 of 3,696 | 41.31 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- e569794bafdd16050829d37d18424b0923c6b6a4b136ddf01237f45dfd54e6ba
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/04.json, under the key nlweb-ai/NLWeb.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). nlweb-ai/NLWeb. Snapshot 2026-10-17. https://porchlamp.org/projects/nlweb-ai/nlweb/. CC BY 4.0.
Similar projects
The ranked projects nearest this one in the same ecosystem.
- NVlabs/Sana (rank 2,969)
- qutebrowser/qutebrowser (rank 2,974)
- wbh604/UZI-Skill (rank 2,977)
- emissary-ingress/emissary (rank 2,978)
- sanic-org/sanic (rank 2,983)