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 espressif/esptool got a first human reply in a median of 2.6 days (10 pull requests, 19 April to 16 October 2026). The share with no reply within 14 days has too small a sample to measure (4 pull requests counted; 10 needed). It ranks 2,210 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank2,210 of 3,219
Score45.21
TierC
Median first reply2.6 days (62.3 hours)
14-day no-reply share—
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
2,210 of 3,219
Score
45.21
Tier
C
Coverage
80% · Ceiling A
Quadrant
Crucible

Coordinates: leverage 52.6 (coverage 100%), friction 59.6 (coverage 62%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness40.630%
Criticality54.4100%
Governance50.5100%
Rigor50.9100%
Accessibility24.885%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.Not shown: Insufficient sample size
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.Not shown: Insufficient sample size
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.Not shown: Insufficient sample size
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.62.3 hours (2.6 days)40.61019 April to 16 October 2026primaryraw/pr_window/espressif__esptool.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.Not shown: Insufficient sample size

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.2358.5——primaryraw/dependents/espressif__esptool.json
Monthly DownloadsDownloads from the package registry in a month.1.4 million downloads a month65.5——primaryraw/downloads/pypi__esptool.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.41941.9——primaryraw/github_meta/espressif__esptool.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0277—primaryraw/commits_365d/espressif__esptool.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/espressif__esptool.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/espressif__esptool.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/espressif__esptool.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.47.547.5——primaryraw/scorecard/espressif__esptool.json
Substantive Review RateShare of decided pull requests that received a substantive review.9.1%11.41119 April to 16 October 2026primaryraw/pr_window/espressif__esptool.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.47.2547.327—primaryraw/actions_runs/espressif__esptool.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.20.0%40.05—primaryraw/author_history/espressif__esptool.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/espressif__esptool.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.Not shown: Insufficient sample size

Persona view

PersonaRankScoreTierStatus
Balanced2,210 of 3,21945.21CRated
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-assisted2,325 of 3,69646.88CRated

Integrity

Snapshot
2026-10-17
Raw hash
b40e7f5c3e16dc612fa99cfe9e2fa170cc441582e39c9ef0b2f843a5e97a9dbb

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/ef.json, under the key espressif/esptool.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). espressif/esptool. Snapshot 2026-10-17. https://porchlamp.org/projects/espressif/esptool/. CC BY 4.0.

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