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

First human reply

2.1 days

typical wait for an outside pull request, from 61 measured.

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

Outside pull requests to HKUDS/DeepTutor got a first human reply in a median of 2.1 days (61 pull requests, 21 April to 18 October 2026); 16% got none within 14 days. It ranks 3,536 of 4,044 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank3,536 of 4,044
Score42.30
TierC
Median first reply2.1 days (50.1 hours)
14-day no-reply share16%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window21 April to 18 October 2026

Composite

Rank
3,536 of 4,044
Score
42.30
Tier
C
Coverage
81% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 35.5 (coverage 100%), friction 49.4 (coverage 68%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness57.055%
Criticality29.0100%
Governance50.5100%
Rigor36.5100%
Accessibility34.950%

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.15.8%68.463327 April to 24 October 2026primaryraw/pr_window/HKUDS__DeepTutor.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.50.1 hours (2.1 days)48.46121 April to 18 October 2026primaryraw/pr_window/HKUDS__DeepTutor.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.250.4 hours (10.4 days)65.565821 April to 18 October 2026primaryraw/pr_window/HKUDS__DeepTutor.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.019.2——primaryraw/dependents/HKUDS__DeepTutor.json
Monthly DownloadsDownloads from the package registry in a month.8,643 downloads a month23.4——primaryraw/downloads/pypi__DeepTutor.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.440544.0——primaryraw/github_meta/HKUDS__DeepTutor.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.02,815—primaryraw/commits_365d/HKUDS__DeepTutor.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/HKUDS__DeepTutor.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/HKUDS__DeepTutor.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/HKUDS__DeepTutor.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.13.421213.4683—proxy:review_ciraw/pr_window/HKUDS__DeepTutor.json
Substantive Review RateShare of decided pull requests that received a substantive review.7.0%8.773121 April to 18 October 2026primaryraw/pr_window/HKUDS__DeepTutor.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.93.104293.130—primaryraw/actions_runs/HKUDS__DeepTutor.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.110.0——primaryraw/gfi/HKUDS__DeepTutor.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
Balanced3,536 of 4,04442.30CRated
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-assisted3,693 of 4,00241.03CRated

Integrity

Snapshot
2026-11-05
Raw hash
5cb35451542f7e334653b102a9149a98d1a1f6e3492a1301b9f14c9917a5f07c

No suspicion flags on this repository.

The full record is in data/2026-11-05/repos/b0.json, under the key HKUDS/DeepTutor.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). HKUDS/DeepTutor. Snapshot 2026-11-05. https://porchlamp.org/projects/hkuds/deeptutor/. CC BY 4.0.

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