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

jacob-bd/gemini-notebook-mcp-cli

Python

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

Outside pull requests to jacob-bd/gemini-notebook-mcp-cli got a first human reply in a median of 13.7 hours (28 pull requests, 19 April to 16 October 2026); 0% got none within 14 days. It ranks 762 of 3,219 overall. For first-time contributors it ranks 185 of 1,525 (the top 13%).

Key facts
Rank762 of 3,219
Score57.26
TierB
Median first reply13.7 hours
14-day no-reply share0%
First-timer rank185 of 1,525
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
762 of 3,219
Score
57.26
Tier
B
Coverage
100% · Full
Quadrant
Nursery

Coordinates: leverage 39.4 (coverage 100%), friction 25.9 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness93.7100%
Criticality30.9100%
Governance50.5100%
Rigor46.2100%
Accessibility60.5100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.100.0%100.04119 April to 18 July 2026primaryraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.0.0%100.07120 April to 17 October 2026primaryraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.63.5%79.352—primaryraw/author_history/jacob-bd__gemini-notebook-mcp-cli.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.13.7 hours (0.6 days)95.32819 April to 16 October 2026primaryraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.30.7 hours (1.3 days)92.89319 April to 16 October 2026primaryraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/jacob-bd__gemini-notebook-mcp-cli.json
Monthly DownloadsDownloads from the package registry in a month.65,047 downloads a month41.6——primaryraw/downloads/pypi__gemini-notebook-mcp-cli.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.403840.4——primaryraw/github_meta/jacob-bd__gemini-notebook-mcp-cli.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0937—primaryraw/commits_365d/jacob-bd__gemini-notebook-mcp-cli.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/jacob-bd__gemini-notebook-mcp-cli.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/jacob-bd__gemini-notebook-mcp-cli.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/jacob-bd__gemini-notebook-mcp-cli.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.39.843139.8102—proxy:review_ciraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json
Substantive Review RateShare of decided pull requests that received a substantive review.4.6%5.710919 April to 16 October 2026primaryraw/pr_window/jacob-bd__gemini-notebook-mcp-cli.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.030—primaryraw/actions_runs/jacob-bd__gemini-notebook-mcp-cli.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.50.0%100.018—primaryraw/author_history/jacob-bd__gemini-notebook-mcp-cli.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/jacob-bd__gemini-notebook-mcp-cli.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.66.7%100.09—primaryraw/author_history/jacob-bd__gemini-notebook-mcp-cli.json

Persona view

PersonaRankScoreTierStatus
Balanced762 of 3,21957.26BRated
First-timer185 of 1,52566.24BRated
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-assisted1,217 of 3,69654.71CRated

Integrity

Snapshot
2026-10-17
Raw hash
c0d31c7fe5ef22f2fde412bedfcf542aef639a99f0b007bd7cd53e0671f34d5d

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/58.json, under the key jacob-bd/gemini-notebook-mcp-cli.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). jacob-bd/gemini-notebook-mcp-cli. Snapshot 2026-10-17. https://porchlamp.org/projects/jacob-bd/gemini-notebook-mcp-cli/. CC BY 4.0.

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