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

Shubhamsaboo/awesome-llm-apps

Python

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

Outside pull requests to Shubhamsaboo/awesome-llm-apps got a first human reply in a median of 33.6 hours (240 pull requests, 17 April to 14 October 2026); 6% got none within 14 days. It ranks 2,204 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank2,204 of 3,219
Score45.28
TierC
Median first reply33.6 hours
14-day no-reply share6%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window17 April to 14 October 2026

Composite

Rank
2,204 of 3,219
Score
45.28
Tier
C
Coverage
71% · Ceiling B
Quadrant
Nursery

Coordinates: leverage 35.7 (coverage 68%), friction 42.2 (coverage 80%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness76.980%
Criticality41.735%
Governance50.5100%
Rigor15.8100%
Accessibility21.050%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.100.0%100.012517 April to 16 July 2026primaryraw/pr_window/Shubhamsaboo__awesome-llm-apps.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.6.4%87.228220 April to 17 October 2026primaryraw/pr_window/Shubhamsaboo__awesome-llm-apps.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.33.6 hours (1.4 days)62.824017 April to 14 October 2026primaryraw/pr_window/Shubhamsaboo__awesome-llm-apps.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.367.8 hours (15.3 days)46.06817 April to 14 October 2026primaryraw/pr_window/Shubhamsaboo__awesome-llm-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.0.417341.7——proxy:no_dependents_signalraw/github_meta/Shubhamsaboo__awesome-llm-apps.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0509—primaryraw/commits_365d/Shubhamsaboo__awesome-llm-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/Shubhamsaboo__awesome-llm-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/Shubhamsaboo__awesome-llm-apps.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/Shubhamsaboo__awesome-llm-apps.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.8.68.6100—proxy:review_ciraw/pr_window/Shubhamsaboo__awesome-llm-apps.json
Substantive Review RateShare of decided pull requests that received a substantive review.0.9%1.133217 April to 14 October 2026primaryraw/pr_window/Shubhamsaboo__awesome-llm-apps.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.030—primaryraw/actions_runs/Shubhamsaboo__awesome-llm-apps.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/Shubhamsaboo__awesome-llm-apps.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
Balanced2,204 of 3,21945.28CRated
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-assisted3,193 of 3,69638.93DRated

Integrity

Snapshot
2026-10-17
Raw hash
51e9412f685c7382c820071f2671488ca1085f1b863059c5e1f4e8978cbd3021

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/44.json, under the key Shubhamsaboo/awesome-llm-apps.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). Shubhamsaboo/awesome-llm-apps. Snapshot 2026-10-17. https://porchlamp.org/projects/shubhamsaboo/awesome-llm-apps/. CC BY 4.0.

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