Grounded review · no snippet storage

Security-aware code review that shows its sources

AI Insight Engine reviews Python against the OWASP Top 10 and clean-code practice, then cites the knowledge-base excerpts behind every finding. Deterministic pattern scans run first, so the model reasons over evidence instead of guessing.

How a review works

1

Paste a snippet

Drop in a Python function or module. Nothing is written to disk — the snippet lives in memory for the length of the request.

2

Grounded retrieval

Relevant excerpts from a security and software-engineering knowledge base are pulled in so the review argues from sources, not vibes.

3

Scored review

You get security, maintainability and readability scores, OWASP-mapped violations, a concrete fix, and the citations behind them.

Built to be checkable

OWASP Top 10Findings map to identifiers like A01, A02 and A03.
Cited sourcesEvery review lists the excerpts it reasoned from.
No storageSnippets are redacted server-side and never persisted.

Knowledge base

Review your first snippet

No account, no setup. Paste code and read the findings.

Open the analyzer