Context
Support(2)
stack-profile
Identifies languages, frameworks, and build tools in the repo
pattern-fingerprint
Extracts recurring code patterns and architectural conventions
Static(4)
dep-cve
Scans dependencies for known vulnerabilities via OSV.dev
secret-detection
Finds hardcoded secrets, API keys, and credentials
sast
Static application security testing for common vulnerability patterns
iac
Scans infrastructure-as-code for misconfigurations
Deep(7)
hallucinated-abstractions
Detects AI-generated abstractions that serve no real purpose
over-engineering
Flags unnecessarily complex solutions for simple problems
pattern-drift
Detects deviations from established codebase conventions
semantic-duplication
Finds logically equivalent code blocks with different syntax
reinvented-utilities
Identifies hand-rolled code that duplicates existing libraries
architectural-complexity
Measures module coupling, circular dependencies, and layering violations
dependency-health
Assesses dependency maintenance status, license risk, and update lag
Judge(1)
judge
Synthesizes all detector findings into a cohesive narrative
node-api-demoNode.js / Express
12 planted issuesa3f7c91
react-dashboardReact / TypeScript
10 planted issuese52b814
python-ml-servicePython / ML Pipeline
8 planted issuesc84d2f6
science
Benchmark 14 detectors across 3 golden repos
Pre-computed results • ~30s animated walkthrough