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

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

Outside pull requests to eosphoros-ai/DB-GPT got a first human reply in a median of 46 hours (112 pull requests, 10 April to 7 October 2026); 33% got none within 14 days. It ranks 802 of 3,219 overall. For first-time contributors it ranks 344 of 1,525 (the top 23%).

Key facts
Rank802 of 3,219
Score56.99
TierB
Median first reply46 hours
14-day no-reply share33%
First-timer rank344 of 1,525
EcosystemPython
Window10 April to 7 October 2026

Composite

Rank
802 of 3,219
Score
56.99
Tier
B
Coverage
100% · Full
Quadrant
Nursery

Coordinates: leverage 44.5 (coverage 100%), friction 29.3 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness69.3100%
Criticality22.6100%
Governance76.8100%
Rigor59.4100%
Accessibility65.0100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.79.1%98.84310 April to 9 July 2026primaryraw/pr_window/eosphoros-ai__DB-GPT.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.32.8%34.413120 April to 17 October 2026primaryraw/pr_window/eosphoros-ai__DB-GPT.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.70.4%88.027—primaryraw/author_history/eosphoros-ai__DB-GPT.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.46.0 hours (1.9 days)51.511210 April to 7 October 2026primaryraw/pr_window/eosphoros-ai__DB-GPT.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.213.7 hours (8.9 days)63.77110 April to 7 October 2026primaryraw/pr_window/eosphoros-ai__DB-GPT.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/eosphoros-ai__DB-GPT.json
Monthly DownloadsDownloads from the package registry in a month.914 downloads a month11.1——primaryraw/downloads/pypi__DB-GPT.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.38538.5——primaryraw/github_meta/eosphoros-ai__DB-GPT.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.4100.0178—primaryraw/commits_365d/eosphoros-ai__DB-GPT.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/eosphoros-ai__DB-GPT.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/eosphoros-ai__DB-GPT.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/eosphoros-ai__DB-GPT.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.98.021598.093—proxy:review_ciraw/pr_window/eosphoros-ai__DB-GPT.json
Substantive Review RateShare of decided pull requests that received a substantive review.21.8%27.311010 April to 7 October 2026primaryraw/pr_window/eosphoros-ai__DB-GPT.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.100100.017—primaryraw/actions_runs/eosphoros-ai__DB-GPT.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.88.9%100.09—primaryraw/author_history/eosphoros-ai__DB-GPT.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/eosphoros-ai__DB-GPT.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.62.5%100.08—primaryraw/author_history/eosphoros-ai__DB-GPT.json

Persona view

PersonaRankScoreTierStatus
Balanced802 of 3,21956.99BRated
First-timer344 of 1,52563.46BRated
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems708 of 1,27652.63CRated
AI-assisted897 of 3,69657.18BRated

Integrity

Snapshot
2026-10-17
Raw hash
8136ce69f947b7a36519da564d359a7d1e43537d958bc4bef8cbe350ace9dc3d

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/52.json, under the key eosphoros-ai/DB-GPT.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). eosphoros-ai/DB-GPT. Snapshot 2026-10-17. https://porchlamp.org/projects/eosphoros-ai/db-gpt/. CC BY 4.0.

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