Can I use this for automated pipeline reporting?

Yes, the skill is designed to emit specific pipeline markers and a standardized summary, making it easy for AI agents or CI systems to parse the results.

What languages does this skill support?

It is language-agnostic and uses auto-detected rubrics to apply relevant rules to any programming environment, from Python and JavaScript to Go and Rust.

How does it handle domain-specific logic?

It automatically detects signals in your files—such as HTTP servers or CLI tools—to load specialized rubrics that raise the standards beyond generic checklists.

Does Lens Code Scan modify my files?

No, it is a strictly read-only tool that analyzes your code and generates a report without making any changes to your source files.

What is the CODE_SCAN_INDEX?

It is a deterministic score from 0 to 130 representing the overall health of your code across 13 dimensions; a lower score indicates higher quality and fewer issues.

Lens Code Quality Scanner

Name: Lens Code Quality Scanner
Author: Objective-Arts

byObjective-Arts

0•

Security & Testing

Performs a comprehensive 13-dimension quality and security analysis of your codebase without making changes.

Lens Code Scan is a sophisticated, read-only analysis tool designed to evaluate code across 13 distinct dimensions including security, structure, and AI-generated smells. By automatically detecting domain-specific rubrics and calculating a deterministic CODE_SCAN_INDEX, it provides a rigorous, objective health check for developers and teams. It is particularly useful for pre-commit reviews, identifying technical debt, and ensuring architectural consistency across large or legacy projects without the risk of automated edits.

Key Features

01Automatic domain-specific rubric detection via AUTO-DETECT.md

02Read-only operation ensuring zero accidental modifications to source code

0313-dimension deep analysis covering security, structure, and logic

04Deterministic CODE_SCAN_INDEX scoring for objective quality tracking

050 GitHub stars

06Detailed heatmap reports with specific file and line citations

Use Cases

01Performing a pre-review health check to identify 'AI smells' or inconsistent patterns

02Quantifying code quality improvements during migrations or framework conversions

03Auditing a codebase for security vulnerabilities and architectural technical debt

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add objective-arts/lens code-scan

For use in Claude.ai and ChatGPT

Download Skill