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

owainlewis/awesome-artificial-intelligence

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 owainlewis/awesome-artificial-intelligence got a first human reply in a median of 54.1 days (38 pull requests, 10 April to 7 October 2026); 91% got none within 14 days. It ranks 3,036 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
Rank3,036 of 3,219
Score32.84
TierD
Median first reply54.1 days (1299.5 hours)
14-day no-reply share91%
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
3,036 of 3,219
Score
32.84
Tier
D
Coverage
72% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 36.5 (coverage 61%), friction 65.6 (coverage 82%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness25.390%
Criticality28.735%
Governance64.265%
Rigor31.0100%
Accessibility12.485%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.72.7%90.93310 April to 9 July 2026primaryraw/pr_window/owainlewis__awesome-artificial-intelligence.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.90.7%0.04320 April to 17 October 2026primaryraw/pr_window/owainlewis__awesome-artificial-intelligence.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.0.0%0.020—primaryraw/author_history/owainlewis__awesome-artificial-intelligence.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.1299.5 hours (54.1 days)0.03810 April to 7 October 2026primaryraw/pr_window/owainlewis__awesome-artificial-intelligence.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.Not shown: Insufficient sample size

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.Not shown: Third-party data unavailable
Monthly DownloadsDownloads from the package registry in a month.Not shown: Third-party data unavailable
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.28728.7——proxy:no_dependents_signalraw/github_meta/owainlewis__awesome-artificial-intelligence.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.Not shown: Insufficient sample size
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.No CLA or sign-off found85.0——primaryraw/governance/owainlewis__awesome-artificial-intelligence.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/owainlewis__awesome-artificial-intelligence.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/owainlewis__awesome-artificial-intelligence.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.47.547.5——primaryraw/scorecard/owainlewis__awesome-artificial-intelligence.json
Substantive Review RateShare of decided pull requests that received a substantive review.0.0%0.03810 April to 7 October 2026primaryraw/pr_window/owainlewis__awesome-artificial-intelligence.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.014—primaryraw/actions_runs/owainlewis__awesome-artificial-intelligence.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.0.0%0.015—primaryraw/author_history/owainlewis__awesome-artificial-intelligence.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/owainlewis__awesome-artificial-intelligence.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
Balanced3,036 of 3,21932.84DRated
First-timerThis repository does not show a low enough barrier for a first-time contributor.
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems1,150 of 1,27636.71DRated
AI-assisted3,542 of 3,69632.51DRated

Integrity

Snapshot
2026-10-17
Raw hash
f2d8bec099c0decfa10ff4829310e844f9463c09504ff8c21e1e6ca660e3b25d

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/94.json, under the key owainlewis/awesome-artificial-intelligence.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). owainlewis/awesome-artificial-intelligence. Snapshot 2026-10-17. https://porchlamp.org/projects/owainlewis/awesome-artificial-intelligence/. CC BY 4.0.

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