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

TagStudioDev/TagStudio

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 TagStudioDev/TagStudio got a first human reply in a median of 9.6 hours (25 pull requests, 19 April to 16 October 2026); 13% got none within 14 days. It ranks 2,045 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
Rank2,045 of 3,219
Score46.75
TierC
Median first reply9.6 hours
14-day no-reply share13%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
2,045 of 3,219
Score
46.75
Tier
C
Coverage
100% · Full
Quadrant
Nursery

Coordinates: leverage 34.0 (coverage 100%), friction 39.8 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness72.7100%
Criticality19.3100%
Governance50.5100%
Rigor47.5100%
Accessibility43.5100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.79.0%98.71919 April to 18 July 2026primaryraw/pr_window/TagStudioDev__TagStudio.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.13.0%73.92320 April to 17 October 2026primaryraw/pr_window/TagStudioDev__TagStudio.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.23.5%29.417—primaryraw/author_history/TagStudioDev__TagStudio.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.9.6 hours (0.4 days)100.02519 April to 16 October 2026primaryraw/pr_window/TagStudioDev__TagStudio.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.1108.3 hours (46.2 days)10.71719 April to 16 October 2026primaryraw/pr_window/TagStudioDev__TagStudio.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/TagStudioDev__TagStudio.json
Monthly DownloadsDownloads from the package registry in a month.12 downloads a month0.6——primaryraw/downloads/pypi__TagStudio.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.365536.5——primaryraw/github_meta/TagStudioDev__TagStudio.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0242—primaryraw/commits_365d/TagStudioDev__TagStudio.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/TagStudioDev__TagStudio.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/TagStudioDev__TagStudio.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/TagStudioDev__TagStudio.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.58.472558.5103—proxy:review_ciraw/pr_window/TagStudioDev__TagStudio.json
Substantive Review RateShare of decided pull requests that received a substantive review.32.3%40.33119 April to 16 October 2026primaryraw/pr_window/TagStudioDev__TagStudio.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.030—primaryraw/actions_runs/TagStudioDev__TagStudio.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.25.0%50.016—primaryraw/author_history/TagStudioDev__TagStudio.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.110.0——primaryraw/gfi/TagStudioDev__TagStudio.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.40.0%80.05—primaryraw/author_history/TagStudioDev__TagStudio.json

Persona view

PersonaRankScoreTierStatus
Balanced2,045 of 3,21946.75CRated
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-assisted2,315 of 3,69646.95CRated

Integrity

Snapshot
2026-10-17
Raw hash
1592001e50ee68ebf579871bcb5cd1f814019d08e041caa394b8c9048c8d005e

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/f0.json, under the key TagStudioDev/TagStudio.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). TagStudioDev/TagStudio. Snapshot 2026-10-17. https://porchlamp.org/projects/tagstudiodev/tagstudio/. CC BY 4.0.

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