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

Tencent/AI-Infra-Guard

Python

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

Outside pull requests to Tencent/AI-Infra-Guard got a first human reply in a median of 21.9 hours (52 pull requests, 19 April to 16 October 2026); 0% got none within 14 days. It ranks 885 of 3,219 overall. For first-time contributors it ranks 377 of 1,525 (the top 25%).

Key facts
Rank885 of 3,219
Score56.27
TierB
Median first reply21.9 hours
14-day no-reply share0%
First-timer rank377 of 1,525
EcosystemPython
Window19 April to 16 October 2026

Composite

Rank
885 of 3,219
Score
56.27
Tier
B
Coverage
94% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 42.3 (coverage 100%), friction 29.1 (coverage 88%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness76.575%
Criticality30.7100%
Governance68.0100%
Rigor44.7100%
Accessibility61.2100%

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.0.0%100.04120 April to 17 October 2026primaryraw/pr_window/Tencent__AI-Infra-Guard.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.70.0%87.510—primaryraw/author_history/Tencent__AI-Infra-Guard.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.21.9 hours (0.9 days)78.35219 April to 16 October 2026primaryraw/pr_window/Tencent__AI-Infra-Guard.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.945.6 hours (39.4 days)13.45119 April to 16 October 2026primaryraw/pr_window/Tencent__AI-Infra-Guard.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/Tencent__AI-Infra-Guard.json
Monthly DownloadsDownloads from the package registry in a month.64,285 downloads a month41.4——primaryraw/downloads/pypi__AI-Infra-Guard.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.398439.8——primaryraw/github_meta/Tencent__AI-Infra-Guard.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.375.0883—primaryraw/commits_365d/Tencent__AI-Infra-Guard.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/Tencent__AI-Infra-Guard.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/Tencent__AI-Infra-Guard.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/Tencent__AI-Infra-Guard.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.35.386735.4250—proxy:review_ciraw/pr_window/Tencent__AI-Infra-Guard.json
Substantive Review RateShare of decided pull requests that received a substantive review.5.5%6.85519 April to 16 October 2026primaryraw/pr_window/Tencent__AI-Infra-Guard.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.030—primaryraw/actions_runs/Tencent__AI-Infra-Guard.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.69.2%100.013—primaryraw/author_history/Tencent__AI-Infra-Guard.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.110.0——primaryraw/gfi/Tencent__AI-Infra-Guard.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.33.3%66.79—primaryraw/author_history/Tencent__AI-Infra-Guard.json

Persona view

PersonaRankScoreTierStatus
Balanced885 of 3,21956.27BRated
First-timer377 of 1,52562.87BRated
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systems773 of 1,27651.20CRated
AI-assisted1,392 of 3,69653.40CRated

Integrity

Snapshot
2026-10-17
Raw hash
b2e9adcd9174505e52b17152075400bf8d4e10fc485fe53d27f441907ea80279

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/14.json, under the key Tencent/AI-Infra-Guard.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). Tencent/AI-Infra-Guard. Snapshot 2026-10-17. https://porchlamp.org/projects/tencent/ai-infra-guard/. CC BY 4.0.

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