Does this skill check for performance issues?

Yes, it specifically audits for 'Lazy Imports' to ensure heavy dependencies like Matplotlib or Pandas are only loaded when needed, preventing slow package initialization.

What is the primary purpose of the CE Plugin Audit skill?

It is designed to verify that plugins for the Calibrated Explanations framework follow official architectural contracts, ensuring they are reliable and compatible with the core library.

Why is ADR-013 compliance important in this audit?

ADR-013 defines the interval calibrator protocol; compliance ensures that probability estimates and calibration guarantees are mathematically preserved during plugin execution.

How does it handle core boundary violations?

It identifies imports from internal core modules that should remain private (ADR-001), preventing plugins from relying on unstable implementation details that could break during updates.

Calibrated Explanations Plugin Audit

Name: Calibrated Explanations Plugin Audit
Author: Moffran

byMoffran

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데이터 과학 및 ML

Audits Calibrated Explanations (CE) plugin implementations to ensure compliance with architectural contracts and registry trust rules.

The CE Plugin Audit skill provides a specialized framework for verifying that plugins within the Calibrated Explanations ecosystem adhere to strict architectural decision records (ADRs). It automates the inspection of plugin metadata, capability tags, and interval calibrator protocols, ensuring that custom explanation methods remain mathematically sound and properly integrated. By enforcing boundaries between core logic and plugin extensions, this skill helps developers maintain the reliability of calibration guarantees, such as Venn-Abers logic, while ensuring optimal performance through lazy loading and proper logging practices.

주요 기능

01Audits for lazy imports and mandatory fallback visibility

0275 GitHub stars

03Enforces ADR-013 interval calibrator protocol compliance

04Detects architectural boundary violations between core and plugin modules

05Verifies capability tags alignment with implemented plugin types

06Validates plugin metadata against ADR-006 schema requirements

사용 사례

01Verifying that new explanation plugins correctly implement ADR-033 modality contracts

02Debugging non-conformant probability math in custom interval calibrators

03Ensuring third-party plugins meet requirements for inclusion in the CE registry

주요 기능

01Audits for lazy imports and mandatory fallback visibility

0275 GitHub stars

03Enforces ADR-013 interval calibrator protocol compliance

04Detects architectural boundary violations between core and plugin modules

05Verifies capability tags alignment with implemented plugin types

06Validates plugin metadata against ADR-006 schema requirements

사용 사례

01Verifying that new explanation plugins correctly implement ADR-033 modality contracts

02Debugging non-conformant probability math in custom interval calibrators

03Ensuring third-party plugins meet requirements for inclusion in the CE registry