PorchlampFind the projects that leave the light on.2026-11-05

datawhalechina/hello-agents

Python

First human reply

11.1 days

typical wait for an outside pull request, from 62 measured.

What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.

Outside pull requests to datawhalechina/hello-agents got a first human reply in a median of 11.1 days (62 pull requests, 24 April to 21 October 2026); 60% got none within 14 days. It ranks 3,533 of 4,044 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.

Key facts
Rank3,533 of 4,044
Score42.32
TierC
Median first reply11.1 days (265.4 hours)
14-day no-reply share60%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window24 April to 21 October 2026

Composite

Rank
3,533 of 4,044
Score
42.32
Tier
C
Coverage
84% · Ceiling A
Quadrant
Graveyard

Coordinates: leverage 45.4 (coverage 68%), friction 60.1 (coverage 100%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness31.8100%
Criticality45.935%
Governance50.5100%
Rigor41.2100%
Accessibility44.0100%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.69.7%87.27624 April to 23 July 2026primaryraw/pr_window/datawhalechina__hello-agents.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.60.0%0.017527 April to 24 October 2026primaryraw/pr_window/datawhalechina__hello-agents.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.30.6%38.236—primaryraw/author_history/datawhalechina__hello-agents.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.265.4 hours (11.1 days)0.06224 April to 21 October 2026primaryraw/pr_window/datawhalechina__hello-agents.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.738.5 hours (30.8 days)23.94324 April to 21 October 2026primaryraw/pr_window/datawhalechina__hello-agents.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.Not shown: Third-party data unavailable
Monthly DownloadsDownloads from the package registry in a month.Not shown: Third-party data unavailable
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.459145.9——proxy:no_dependents_signalraw/github_meta/datawhalechina__hello-agents.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0565—primaryraw/commits_365d/datawhalechina__hello-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/datawhalechina__hello-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/datawhalechina__hello-agents.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/datawhalechina__hello-agents.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.4040.058—proxy:review_ciraw/pr_window/datawhalechina__hello-agents.json
Substantive Review RateShare of decided pull requests that received a substantive review.35.3%44.216724 April to 21 October 2026primaryraw/pr_window/datawhalechina__hello-agents.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.4040.0——proxy:setup_signals_onlyraw/actions_runs/datawhalechina__hello-agents.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.55.6%100.018—primaryraw/author_history/datawhalechina__hello-agents.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/datawhalechina__hello-agents.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.10.0%20.010—primaryraw/author_history/datawhalechina__hello-agents.json

Persona view

PersonaRankScoreTierStatus
Balanced3,533 of 4,04442.32CRated
First-timerThis repository does not show a low enough barrier for a first-time contributor.
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-assisted3,636 of 4,00241.96CRated

Integrity

Snapshot
2026-11-05
Raw hash
5b73538f800af0dc8ae8a3419599a048383d70440ba602de4a252a14e86af662

closed_unread

The full record is in data/2026-11-05/repos/2c.json, under the key datawhalechina/hello-agents.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). datawhalechina/hello-agents. Snapshot 2026-11-05. https://porchlamp.org/projects/datawhalechina/hello-agents/. CC BY 4.0.

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