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

Arindam200/awesome-ai-apps

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 Arindam200/awesome-ai-apps got a first human reply in a median of 28.6 hours (65 pull requests, 18 April to 15 October 2026); 5% got none within 14 days. It ranks 1,506 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
Rank1,506 of 3,219
Score51.37
TierC
Median first reply28.6 hours
14-day no-reply share5%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window18 April to 15 October 2026

Composite

Rank
1,506 of 3,219
Score
51.37
Tier
C
Coverage
82% · Ceiling A
Quadrant
Sweet Spot

Coordinates: leverage 50.5 (coverage 68%), friction 45.1 (coverage 97%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness61.5100%
Criticality38.335%
Governance59.3100%
Rigor65.2100%
Accessibility32.185%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.64.3%80.41418 April to 17 July 2026primaryraw/pr_window/Arindam200__awesome-ai-apps.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.5.2%89.75820 April to 17 October 2026primaryraw/pr_window/Arindam200__awesome-ai-apps.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.14.3%17.942—primaryraw/author_history/Arindam200__awesome-ai-apps.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.28.6 hours (1.2 days)68.66518 April to 15 October 2026primaryraw/pr_window/Arindam200__awesome-ai-apps.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.458.2 hours (19.1 days)38.11118 April to 15 October 2026primaryraw/pr_window/Arindam200__awesome-ai-apps.json

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.0.382538.3——proxy:no_dependents_signalraw/github_meta/Arindam200__awesome-ai-apps.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.0263—primaryraw/commits_365d/Arindam200__awesome-ai-apps.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/Arindam200__awesome-ai-apps.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/Arindam200__awesome-ai-apps.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/Arindam200__awesome-ai-apps.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.61.666761.712—proxy:review_ciraw/pr_window/Arindam200__awesome-ai-apps.json
Substantive Review RateShare of decided pull requests that received a substantive review.32.0%40.05018 April to 15 October 2026primaryraw/pr_window/Arindam200__awesome-ai-apps.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.100100.06—primaryraw/actions_runs/Arindam200__awesome-ai-apps.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.12.5%25.016—primaryraw/author_history/Arindam200__awesome-ai-apps.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.110.0——primaryraw/gfi/Arindam200__awesome-ai-apps.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
Balanced1,506 of 3,21951.37CRated
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 systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted1,204 of 3,69654.85CRated

Integrity

Snapshot
2026-10-17
Raw hash
b2f63e635ff9b021f6ee1c527ef6af7b4a123ce5bf54c29e21592a278cbbe2a8

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/f3.json, under the key Arindam200/awesome-ai-apps.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). Arindam200/awesome-ai-apps. Snapshot 2026-10-17. https://porchlamp.org/projects/arindam200/awesome-ai-apps/. CC BY 4.0.

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