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

kyutai-labs/pocket-tts

Python

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

Outside pull requests to kyutai-labs/pocket-tts got a first human reply in a median of 7.9 hours (44 pull requests, 18 April to 15 October 2026); 18% got none within 14 days. It ranks 765 of 3,219 overall. For first-time contributors it ranks 412 of 1,525 (the top 28%).

Key facts
Rank765 of 3,219
Score57.24
TierB
Median first reply7.9 hours
14-day no-reply share18%
First-timer rank412 of 1,525
EcosystemPython
Window18 April to 15 October 2026

Composite

Rank
765 of 3,219
Score
57.24
Tier
B
Coverage
100% · Full
Quadrant
Nursery

Coordinates: leverage 47.3 (coverage 100%), friction 32.3 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness78.3100%
Criticality30.2100%
Governance59.3100%
Rigor67.7100%
Accessibility54.0100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.93.3%100.01518 April to 17 July 2026primaryraw/pr_window/kyutai-labs__pocket-tts.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.18.2%63.64420 April to 17 October 2026primaryraw/pr_window/kyutai-labs__pocket-tts.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.48.2%60.254—primaryraw/author_history/kyutai-labs__pocket-tts.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.7.9 hours (0.3 days)100.04418 April to 15 October 2026primaryraw/pr_window/kyutai-labs__pocket-tts.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.831.8 hours (34.7 days)17.53618 April to 15 October 2026primaryraw/pr_window/kyutai-labs__pocket-tts.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/kyutai-labs__pocket-tts.json
Monthly DownloadsDownloads from the package registry in a month.87,928 downloads a month44.0——primaryraw/downloads/pypi__pocket-tts.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.367236.7——primaryraw/github_meta/kyutai-labs__pocket-tts.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.0181—primaryraw/commits_365d/kyutai-labs__pocket-tts.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/kyutai-labs__pocket-tts.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/kyutai-labs__pocket-tts.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/kyutai-labs__pocket-tts.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.80.540580.5111—proxy:review_ciraw/pr_window/kyutai-labs__pocket-tts.json
Substantive Review RateShare of decided pull requests that received a substantive review.18.5%23.25418 April to 15 October 2026primaryraw/pr_window/kyutai-labs__pocket-tts.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.030—primaryraw/actions_runs/kyutai-labs__pocket-tts.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.57.9%100.019—primaryraw/author_history/kyutai-labs__pocket-tts.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.110.0——primaryraw/gfi/kyutai-labs__pocket-tts.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.9.1%18.211—primaryraw/author_history/kyutai-labs__pocket-tts.json

Persona view

PersonaRankScoreTierStatus
Balanced765 of 3,21957.24BRated
First-timer412 of 1,52562.29BRated
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-assisted659 of 3,69659.68BRated

Integrity

Snapshot
2026-10-17
Raw hash
1fb7b44bfa97747ac8a0d5e36702d83691add8bee86fcda645a6a5ea252c7d24

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/f2.json, under the key kyutai-labs/pocket-tts.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). kyutai-labs/pocket-tts. Snapshot 2026-10-17. https://porchlamp.org/projects/kyutai-labs/pocket-tts/. CC BY 4.0.

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