Is the fix process fully automated?

Yes, it follows a structured loop where it validates the code, triages errors, applies suggested fixes, and revalidates up to three times to ensure all violations are cleared.

Does this replace traditional linters like ESLint?

No, it complements them. Camouf catches high-level architectural and contract violations that traditional linters often miss because they don't always check against cross-file canonical definitions.

What is signature drift in AI-generated code?

Signature drift occurs when an AI suggests a function name, parameter order, or data structure that closely resembles but does not exactly match the actual definition in your codebase, leading to runtime failures.

How does Camouf resolve phantom imports?

The skill identifies imports that do not exist, searches the repository for the correct module and function names, and automatically updates the import path and bindings in the source file.

Camouf AI Mismatch Fixer

Name: Camouf AI Mismatch Fixer
Author: TheEmilz

byTheEmilz

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Developer Tools

Corrects architectural drift and contract violations in AI-generated code by aligning it with canonical type definitions and function signatures.

The Camouf Fix Mismatches skill is designed to bridge the gap between AI-generated code and your project's source of truth. While AI coding assistants often 'hallucinate' function names or parameter lists, this skill uses the Camouf framework to detect signature drift, phantom imports, and field mismatches that standard linters miss. By following an automated Validate-Fix-Revalidate loop, it provides precise instructions to rename drifted functions, resolve import errors, and update object properties, ensuring that generated code is not just syntactically correct but architecturally sound and ready for production.

Key Features

011 GitHub stars

02Aligns AI-generated properties with shared type definitions

03Resolves phantom imports by locating actual module definitions

04Automated Validate-Fix-Revalidate workflow for reliable code repair

05Fixes function signature drift and missing parameter errors

06Context-aware remediation that uses surrounding code for data inference

Use Cases

01Repairing broken imports and function calls immediately after AI code generation

02Automating the remediation of architectural violations during the development cycle

03Ensuring new AI-generated modules comply with existing project-wide contracts

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add theemilz/camouf fix-mismatches

For use in Claude.ai and ChatGPT