PorchlampFind the projects that leave the light on.2026-10-17

jupyterlab/jupyter-ai

Python

What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.

For jupyterlab/jupyter-ai, the reply time and the share with no reply within 14 days both have too small a sample to measure (0 and 7 pull requests counted; 10 needed). It ranks 1,558 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank1,558 of 3,219
Score50.86
TierC
Median first reply—
14-day no-reply share—
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window—

Composite

Rank
1,558 of 3,219
Score
50.86
Tier
C
Coverage
70% · Ceiling B
Quadrant
Nursery

Coordinates: leverage 47.2 (coverage 100%), friction 42.6 (coverage 45%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness75.610%
Criticality40.7100%
Governance50.5100%
Rigor55.8100%
Accessibility22.050%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
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.Not shown: Insufficient sample size
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.Not shown: Insufficient sample size
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.133.7 hours (5.6 days)75.6719 April to 16 October 2026primaryraw/pr_window/jupyterlab__jupyter-ai.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.341.2——primaryraw/dependents/jupyterlab__jupyter-ai.json
Monthly DownloadsDownloads from the package registry in a month.119,717 downloads a month46.0——primaryraw/downloads/pypi__jupyter-ai.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.364536.4——primaryraw/github_meta/jupyterlab__jupyter-ai.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.083—primaryraw/commits_365d/jupyterlab__jupyter-ai.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.No CLA or sign-off found85.0——primaryraw/governance/jupyterlab__jupyter-ai.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/jupyterlab__jupyter-ai.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/jupyterlab__jupyter-ai.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.52.692352.752—proxy:review_ciraw/pr_window/jupyterlab__jupyter-ai.json
Substantive Review RateShare of decided pull requests that received a substantive review.16.7%20.81219 April to 16 October 2026primaryraw/pr_window/jupyterlab__jupyter-ai.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.5050.012—primaryraw/actions_runs/jupyterlab__jupyter-ai.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.110.0——primaryraw/gfi/jupyterlab__jupyter-ai.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

PersonaRankScoreTierStatus
Balanced1,558 of 3,21950.86CRated
First-timerNot enough evidence to show under this lens.
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted1,523 of 3,69652.58CRated

Integrity

Snapshot
2026-10-17
Raw hash
81e467cc8ff04dc34ec5f943a620a4503e152b54d977d33498c45ce197518a86

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/b3.json, under the key jupyterlab/jupyter-ai.

How every number is measured: Porchlamp methodology.

Open an issue about this record and say what looks wrong.

Porchlamp (2026). jupyterlab/jupyter-ai. Snapshot 2026-10-17. https://porchlamp.org/projects/jupyterlab/jupyter-ai/. CC BY 4.0.

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