PorchlampFind the projects that leave the light on.2026-11-05

open-jarvis/OpenJarvis

Python

First human reply

3.4 days

typical wait for an outside pull request, from 156 measured.

What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.

Outside pull requests to open-jarvis/OpenJarvis got a first human reply in a median of 3.4 days (156 pull requests, 25 April to 22 October 2026); 26% got none within 14 days. It ranks 3,704 of 4,044 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank3,704 of 4,044
Score40.11
TierC
Median first reply3.4 days (82.1 hours)
14-day no-reply share26%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window25 April to 22 October 2026

Composite

Rank
3,704 of 4,044
Score
40.11
Tier
C
Coverage
81% · Ceiling A
Quadrant
Graveyard

Coordinates: leverage 40.8 (coverage 100%), friction 56.1 (coverage 68%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness35.655%
Criticality26.2100%
Governance69.8100%
Rigor45.8100%
Accessibility25.550%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.Not shown: Collector failure
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.25.9%48.118927 April to 24 October 2026primaryraw/pr_window/open-jarvis__OpenJarvis.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.Not shown: Collector failure
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.82.1 hours (3.4 days)30.615625 April to 22 October 2026primaryraw/pr_window/open-jarvis__OpenJarvis.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.585.5 hours (24.4 days)31.917325 April to 22 October 2026primaryraw/pr_window/open-jarvis__OpenJarvis.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.019.2——primaryraw/dependents/open-jarvis__OpenJarvis.json
Monthly DownloadsDownloads from the package registry in a month.5,766 downloads a month20.1——primaryraw/downloads/pypi__OpenJarvis.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.386638.7——primaryraw/github_meta/open-jarvis__OpenJarvis.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.01,060—primaryraw/commits_365d/open-jarvis__OpenJarvis.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/open-jarvis__OpenJarvis.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.A written path to becoming a maintainer75.0——primaryraw/governance/open-jarvis__OpenJarvis.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/open-jarvis__OpenJarvis.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.29.266329.3418—proxy:review_ciraw/pr_window/open-jarvis__OpenJarvis.json
Substantive Review RateShare of decided pull requests that received a substantive review.58.8%73.525025 April to 22 October 2026primaryraw/pr_window/open-jarvis__OpenJarvis.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.014—primaryraw/actions_runs/open-jarvis__OpenJarvis.json
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.00.0——primaryraw/gfi/open-jarvis__OpenJarvis.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

PersonaRankScoreTierStatus
Balanced3,704 of 4,04440.11CRated
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-assisted3,674 of 4,00241.40CRated

Integrity

Snapshot
2026-11-05
Raw hash
772c05c65be8c79c85dcf1a859763d76297490fb3c8ce7e6b06bedb000b42acf

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/e6.json, under the key open-jarvis/OpenJarvis.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). open-jarvis/OpenJarvis. Snapshot 2026-11-05. https://porchlamp.org/projects/open-jarvis/openjarvis/. CC BY 4.0.

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