Reproducibility Quick Check

Expert-level codebase exploration

Reads and reasons about your code the way a senior reviewer would — catches unclear docs, misleading comments, and subtle quality issues no static check can see

Context-aware, adaptive analysis

Every audit is custom-tailored — adapts its investigation based on what it finds, focusing on the files and patterns that matter for your specific project

Concrete fix suggestions for every issue

Provides specific, actionable recommendations for each finding so you know exactly what to change and why

Paper vs. code comparison

Verifies that your code implements what the manuscript claims

Clone-to-results walkthrough

Traces the full path from git clone to reproduced results

Hidden non-determinism detection

Surfaces subtle sources like set ordering, race conditions, and implicit sorts

Seed propagation tracing

Verifies all randomness sources are properly seeded, not just the obvious ones

External data link verification

Confirms that Zenodo, Figshare, and HuggingFace URLs actually resolve

Known vulnerability scan

Flags dependencies with published security advisories

Code complexity, dead code, and duplication detection

Identifies unmaintainable hotspots, unused code paths, and duplicated logic

Secrets and credentials scan

Catches leaked API keys, tokens, and hardcoded passwords

And more — with new checks shipping regularly

We're continuously adding new analyses based on the latest reproducibility research and user feedback