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

AI4Finance-Foundation/FinRobot

Python

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

For AI4Finance-Foundation/FinRobot, the reply time and the share with no reply within 14 days both have too small a sample to measure (0 and 5 pull requests counted; 10 needed). It ranks 3,185 of 3,219 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
Rank3,185 of 3,219
Score25.81
TierD
Median first reply—
14-day no-reply share—
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window—

Composite

Rank
3,185 of 3,219
Score
25.81
Tier
D
Coverage
65% · Ceiling B
Quadrant
Graveyard

Coordinates: leverage 27.6 (coverage 79%), friction 74.2 (coverage 54%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness20.820%
Criticality16.0100%
Governance38.0100%
Rigor40.030%
Accessibility20.070%

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.16.7%20.86—primaryraw/author_history/AI4Finance-Foundation__FinRobot.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.Not shown: Insufficient sample size
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.015.9——primaryraw/dependents/AI4Finance-Foundation__FinRobot.json
Monthly DownloadsDownloads from the package registry in a month.492 downloads a month8.1——primaryraw/downloads/pypi__FinRobot.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.217921.8——primaryraw/github_meta/AI4Finance-Foundation__FinRobot.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.075—primaryraw/commits_365d/AI4Finance-Foundation__FinRobot.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Foundation CLA75.0——primaryraw/governance/AI4Finance-Foundation__FinRobot.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.Merged pull requests all came from one organisation10.0——primaryraw/governance/AI4Finance-Foundation__FinRobot.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/AI4Finance-Foundation__FinRobot.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.Not shown: Insufficient sample size
Substantive Review RateShare of decided pull requests that received a substantive review.Not shown: Insufficient sample size

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.Not shown: Insufficient sample size
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.20.0%40.05—primaryraw/author_history/AI4Finance-Foundation__FinRobot.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/AI4Finance-Foundation__FinRobot.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
Balanced3,185 of 3,21925.81DRated
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-assistedNot enough evidence to show under this lens.

Integrity

Snapshot
2026-10-17
Raw hash
b41287870909b801e2f9e5ce250883bb5926b05ba45be0b8d90df6bfc25ff1f6

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/14.json, under the key AI4Finance-Foundation/FinRobot.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). AI4Finance-Foundation/FinRobot. Snapshot 2026-10-17. https://porchlamp.org/projects/ai4finance-foundation/finrobot/. CC BY 4.0.

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