← All articles
Engineering

Finding Bugs a Grep Never Could: Graph-Powered Code Search

The limits of grep

Grep is brilliant at finding a string and useless at finding a pattern. It can't tell you which functions write a table without an auth check, which screens expose a PII column, or which queries join two tables in an inconsistent way. Those are relationship questions.

Search the graph

Because CodeIQ Pro models the system as a graph, you can ask relationship questions directly: writers of a table, callers of a function, screens rendering a class, columns flagged as personal data and where they flow.

Bugs that hide between files

Many real bugs aren't in one file — they're in the relationship between files: a mutation missing a guard, a data path that skips validation, a consistency rule enforced in one place and forgotten in another. Graph search surfaces exactly these.

Semantic, and grounded

On top of structural traversal, CodeIQ Pro adds grounded semantic search — natural-language queries resolved back to real nodes, so a plain-English hunch becomes a precise list of real code to inspect.

See CodeIQ Pro on your codebase

Bring a real legacy module — we'll map it live.

Talk to sales