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

Eigenwise/atomic-agents

Python

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

Outside pull requests to Eigenwise/atomic-agents got a first human reply in a median of 9.6 hours (31 pull requests, 19 April to 16 October 2026); 33% got none within 14 days. It ranks 1,739 of 3,219 overall. For first-time contributors it ranks 989 of 1,525 (the bottom 36%).

Key facts
Rank1,739 of 3,219
Score49.37
TierC
Median first reply9.6 hours
14-day no-reply share33%
First-timer rank989 of 1,525
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
1,739 of 3,219
Score
49.37
Tier
C
Coverage
92% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 43.0 (coverage 100%), friction 43.4 (coverage 85%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness66.275%
Criticality26.0100%
Governance50.5100%
Rigor66.3100%
Accessibility41.885%

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.33.3%33.31820 April to 17 October 2026primaryraw/pr_window/Eigenwise__atomic-agents.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.40.0%50.015—primaryraw/author_history/Eigenwise__atomic-agents.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.9.6 hours (0.4 days)100.03119 April to 16 October 2026primaryraw/pr_window/Eigenwise__atomic-agents.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.364.6 hours (15.2 days)46.32019 April to 16 October 2026primaryraw/pr_window/Eigenwise__atomic-agents.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/Eigenwise__atomic-agents.json
Monthly DownloadsDownloads from the package registry in a month.11,711 downloads a month28.8——primaryraw/downloads/pypi__atomic-agents.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.355635.6——primaryraw/github_meta/Eigenwise__atomic-agents.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0255—primaryraw/commits_365d/Eigenwise__atomic-agents.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/Eigenwise__atomic-agents.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/Eigenwise__atomic-agents.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/Eigenwise__atomic-agents.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.66.476266.535—proxy:review_ciraw/pr_window/Eigenwise__atomic-agents.json
Substantive Review RateShare of decided pull requests that received a substantive review.30.0%37.53019 April to 16 October 2026primaryraw/pr_window/Eigenwise__atomic-agents.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.5050.030—primaryraw/actions_runs/Eigenwise__atomic-agents.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.40.0%80.05—primaryraw/author_history/Eigenwise__atomic-agents.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/Eigenwise__atomic-agents.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
Balanced1,739 of 3,21949.37CRated
First-timer989 of 1,52552.50CRated
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-assisted1,390 of 3,69653.41CRated

Integrity

Snapshot
2026-10-17
Raw hash
a8f8e7870085d5bec4abd4f87d8620287822aa6ce6086170bdda5e62a75fa763

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/e3.json, under the key Eigenwise/atomic-agents.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). Eigenwise/atomic-agents. Snapshot 2026-10-17. https://porchlamp.org/projects/eigenwise/atomic-agents/. CC BY 4.0.

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