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 quantumlib/Cirq got a first human reply in a median of 15.7 hours (141 pull requests, 19 April to 16 October 2026); 9% got none within 14 days. It ranks 1,101 of 3,219 overall. For first-time contributors it ranks 671 of 1,525 (the top 44%).

Key facts
Rank1,101 of 3,219
Score54.45
TierC
Median first reply15.7 hours
14-day no-reply share9%
First-timer rank671 of 1,525
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
1,101 of 3,219
Score
54.45
Tier
C
Coverage
93% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 48.5 (coverage 100%), friction 41.5 (coverage 90%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness79.6100%
Criticality50.6100%
Governance29.5100%
Rigor57.6100%
Accessibility49.050%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.86.5%100.03719 April to 18 July 2026primaryraw/pr_window/quantumlib__Cirq.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.9.2%81.69820 April to 17 October 2026primaryraw/pr_window/quantumlib__Cirq.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.45.5%56.833—primaryraw/author_history/quantumlib__Cirq.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.15.7 hours (0.7 days)90.214119 April to 16 October 2026primaryraw/pr_window/quantumlib__Cirq.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.444.3 hours (18.5 days)39.48319 April to 16 October 2026primaryraw/pr_window/quantumlib__Cirq.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.2961.1——primaryraw/dependents/quantumlib__Cirq.json
Monthly DownloadsDownloads from the package registry in a month.47,773 downloads a month39.8——primaryraw/downloads/pypi__Cirq.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.462446.2——primaryraw/github_meta/quantumlib__Cirq.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0393—primaryraw/commits_365d/quantumlib__Cirq.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Company CLA25.0——primaryraw/governance/quantumlib__Cirq.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/quantumlib__Cirq.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/quantumlib__Cirq.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.7878.0——primaryraw/scorecard/quantumlib__Cirq.json
Substantive Review RateShare of decided pull requests that received a substantive review.38.5%48.116119 April to 16 October 2026primaryraw/pr_window/quantumlib__Cirq.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.023—primaryraw/actions_runs/quantumlib__Cirq.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.440.0——primaryraw/gfi/quantumlib__Cirq.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
Balanced1,101 of 3,21954.45CRated
First-timer671 of 1,52557.81BRated
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-assisted1,113 of 3,69655.54BRated

Integrity

Snapshot
2026-10-17
Raw hash
66dde16eefd2882251cb4a6a868f4ebb407d1103237800804c6156d8fda7de08

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/d0.json, under the key quantumlib/Cirq.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). quantumlib/Cirq. Snapshot 2026-10-17. https://porchlamp.org/projects/quantumlib/cirq/. CC BY 4.0.

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