Chainguard FAQs

Question 1

What programming languages and analysis features are supported?

Accepted Answer

Chainguard provides multi-language syntax validation for PHP, JavaScript, JSON, Python, TypeScript, with hallucination prevention extending to C#, Go, and Rust. It integrates PHPStan for static analysis, offers deep logic summaries, and performs architecture analysis (MVC, Laravel, Django, etc.).

Question 2

What is Chainguard and how does it enhance Claude Code?

Accepted Answer

Chainguard is an MCP server designed to significantly upgrade Claude Code's capabilities. It provides advanced task management, multi-language syntax validation, static analysis, intelligent long-term memory, and robust hallucination prevention, all to boost coding efficiency and accuracy.

Question 3

How does Chainguard prevent AI hallucinations in coding?

Accepted Answer

Chainguard prevents hallucinations by validating function/method calls against your codebase, checking against a comprehensive PHP builtins database, detecting typosquatted package names (slopsquatting), and validating imports against project dependencies across 7 programming languages.

Question 4

Can Chainguard help with task management and context for large projects?

Accepted Answer

Yes, Chainguard offers comprehensive task scope management, allowing you to define boundaries and track progress. It also uses Smart Context Tracking with Token-Optimized Object Notation (TOON) to efficiently manage context, saving tokens and ensuring Claude never loses crucial instructions or project details.

Question 5

What benefits does Chainguard's long-term memory offer?

Accepted Answer

Its long-term memory system, powered by local ChromaDB, enables semantic code search with natural language queries, automatic indexing of code structure, functions, and database schemas. This ensures Claude always has relevant context, even across long sessions, and works 100% offline.

Chainguard

Chainguard

Key Features

Use Cases

Key Features

Use Cases