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

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

Outside pull requests to tornadoweb/tornado got a first human reply in a median of 4.3 days (26 pull requests, 10 April to 7 October 2026); 73% got none within 14 days. It ranks 1,285 of 3,219 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.

Key facts
Rank1,285 of 3,219
Score53.05
TierC
Median first reply4.3 days (103.0 hours)
14-day no-reply share73%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window10 April to 7 October 2026

Composite

Rank
1,285 of 3,219
Score
53.05
Tier
C
Coverage
100% · Full
Quadrant
Crucible

Coordinates: leverage 60.3 (coverage 100%), friction 54.4 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness39.7100%
Criticality77.3100%
Governance50.5100%
Rigor38.6100%
Accessibility52.8100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.89.5%100.01910 April to 9 July 2026primaryraw/pr_window/tornadoweb__tornado.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.73.2%0.07120 April to 17 October 2026primaryraw/pr_window/tornadoweb__tornado.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.29.6%37.027—primaryraw/author_history/tornadoweb__tornado.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.103.0 hours (4.3 days)22.52610 April to 7 October 2026primaryraw/pr_window/tornadoweb__tornado.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.1394.9 hours (58.1 days)5.92010 April to 7 October 2026primaryraw/pr_window/tornadoweb__tornado.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.85392.0——primaryraw/dependents/tornadoweb__tornado.json
Monthly DownloadsDownloads from the package registry in a month.97.7 million downloads a month93.0——primaryraw/downloads/pypi__tornado.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.492449.2——primaryraw/github_meta/tornadoweb__tornado.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0220—primaryraw/commits_365d/tornadoweb__tornado.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/tornadoweb__tornado.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/tornadoweb__tornado.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/tornadoweb__tornado.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.62.562.5——primaryraw/scorecard/tornadoweb__tornado.json
Substantive Review RateShare of decided pull requests that received a substantive review.4.2%5.27210 April to 7 October 2026primaryraw/pr_window/tornadoweb__tornado.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.030—primaryraw/actions_runs/tornadoweb__tornado.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.50.0%100.010—primaryraw/author_history/tornadoweb__tornado.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/tornadoweb__tornado.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.16.7%33.36—primaryraw/author_history/tornadoweb__tornado.json

Persona view

PersonaRankScoreTierStatus
Balanced1,285 of 3,21953.05CRated
First-timerThis repository does not show a low enough barrier for a first-time contributor.
Career capital449 of 79856.98BRated
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted1,893 of 3,69649.75CRated

Integrity

Snapshot
2026-10-17
Raw hash
851fba6e766345a788f41f661a9936301db6e5df483b65f71088cd7eb0b34a4b

closed_unread

The full record is in data/2026-10-17/repos/5b.json, under the key tornadoweb/tornado.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). tornadoweb/tornado. Snapshot 2026-10-17. https://porchlamp.org/projects/tornadoweb/tornado/. CC BY 4.0.

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