code-accuracy

Validate code symbols, imports, and library APIs across languages.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/Jimmy-Jung/claude_symbiote --skill code-accuracy
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: code-accuracy
Source: https://github.com/Jimmy-Jung/claude_symbiote/tree/main/.claude/skills/code-accuracy
Command: npx skills add https://github.com/Jimmy-Jung/claude_symbiote --skill code-accuracy

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Ensures generated or modified code references only existing project symbols, validates imports against declared dependencies, and verifies library API availability to prevent hallucinations and non-compilable output.

Core Features & Use Cases

  • Symbol verification: check that types, functions, and classes exist before usage.
  • Import and dependency validation: ensure modules are declared and resolvable by the project's package manager.
  • Library API validation: confirm API presence and version compatibility before usage.
  • Real-world use: when editing a function, confirm symbol availability and propose correct replacements.

Quick Start

Validate a target symbol against the current codebase and adjust imports to ensure compilable output.

Frequently Asked Questions about code-accuracy

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

FAQPage Schema
How do I prevent AI from hallucinating code symbols that don't exist in my project?

You validate code symbols against the current codebase to ensure types, functions, and classes exist before usage. This prevents hallucinated code by confirming symbol availability and proposing correct replacements before integration.

How do I check if imports are declared in my project dependencies before usage?

You check imports against project dependency declarations to ensure modules are resolvable by the package manager. This validates that all dependencies are properly declared before usage, preventing missing module errors during compilation.

Can I verify library API availability and version compatibility across different languages?

Yes, you can verify library API availability across languages by confirming API presence and version compatibility before usage. This checks that the specific library functions and methods exist in the targeted version to prevent incompatible calls.

What is code symbol validation and how does it work?

Code symbol validation is a static analysis process that checks types, functions, and classes exist in the current codebase before usage. It cross-references generated symbols against existing project definitions to identify hallucinated references.

How do I fix missing symbols and incorrect imports in generated code?

You fix missing symbols and incorrect imports by following concrete guidance that proposes correct replacements. The validation process identifies incorrect imports and incompatible APIs, then provides specific fixes to ensure compilable output.

Does static analysis for code accuracy work without external dependencies?

Yes, static analysis for code accuracy works without external dependencies because it validates symbols against the current codebase and checks imports against existing project dependency declarations directly, requiring no additional installation.