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Kevin-Liu-01
Kevin-Liu-01COMMUNITY
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exemplar-audit

Clone reference implementations and compare them against internal code to generate gap reports.

16|3|Updated May 5, 2026
Search Tags:#audit#comparison#benchmark#edge-cases#software-engineering#exemplar#reference-implementations
One-click install
npx skills add https://github.com/Kevin-Liu-01/Agent-Machines --skill exemplar-audit
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: exemplar-audit
Source: https://github.com/Kevin-Liu-01/Agent-Machines/tree/main/knowledge/skills/exemplar-audit
Command: npx skills add https://github.com/Kevin-Liu-01/Agent-Machines --skill exemplar-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Identify gaps between our implementations and exemplar references to reduce bugs and misalignment in system design and coding practice.

Core Features & Use Cases

  • Compare internal implementations against canonical exemplars to surface edge cases and invariants.
  • Clone reference implementations into a sandbox, run deterministic checks, and generate a gap report.
  • Use during development, refactors, or design reviews to improve robustness and conformance.

Quick Start

Run exemplar-audit on a target subsystem to identify missing edge cases against internal and external exemplars.

Frequently Asked Questions about exemplar-audit

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I benchmark my codebase against reference implementations to find edge cases?▼

Benchmark implementations against canonical exemplars by cloning references into /tmp and performing side-by-side comparisons. This identifies gaps, surfacing missing edge cases and invariants.

What is the best way to audit a subsystem for missing invariants during a refactor?▼

Audit a subsystem for missing invariants by running a side-by-side comparison against canonical exemplars. The process clones reference implementations into a sandbox, runs deterministic checks, and generates a structured gap report to improve conformance and robustness.

Can I use this approach for security and robustness reviews across libraries and protocols?▼

Yes, this approach applies to security and robustness reviews across codebases, libraries, and protocols. It enforces steps for exemplar selection, cloning, and comparison to generate fix recommendations.

How do I generate a gap report comparing my internal code to canonical exemplars?▼

Generate a gap report by cloning reference implementations into a sandbox and running deterministic side-by-side checks. The process enforces structured outputs for gap reporting and repeatable fix recommendations to close implementation gaps.

Do I need to manually select reference implementations before comparing codebases?▼

Manual selection is part of the enforced process. The workflow includes explicit steps for exemplar selection, cloning into /tmp, comparison, and gap reporting to ensure structured and repeatable audits across your subsystem.

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