Make complex systems comprehensible
Architecture maps, dependency analysis, technical assessments, and developer onboarding — automated reports that turn weeks of discovery into hours.
Five report types. One complete picture.
Every report is generated from deep analysis of your actual codebase — not templates, not guesses. Evidence-backed intelligence with traceability to source.
System Overview
A comprehensive architectural map of your codebase that reveals how all components connect and interact.
What's included
- Architecture Diagram — visual representation of major components
- Module Inventory — complete listing of packages and responsibilities
- Dependency Map — internal and external dependency analysis
- Data Flow Overview — how data moves through the system
- Integration Points — external APIs, databases, third-party services
- Technology Stack Summary — languages, frameworks, infrastructure
“The OrderService module has 47 inbound dependencies, making it a critical path component that requires careful change management.”
Technical Assessment
A health check of your codebase that identifies technical debt, security vulnerabilities, and quality issues with prioritized remediation paths.
What's included
- Code Quality Score — health rating by module and metric
- Technical Debt Inventory — issues ranked by severity and effort
- Security Vulnerability Scan — CVEs, insecure patterns, exposed secrets
- Dependency Health — outdated packages, license risks
- Performance Hotspots — complexity and efficiency concerns
- Remediation Roadmap — prioritized action plan with effort estimates
“Technical debt is concentrated in 3 modules that account for 67% of all bug fixes over the past year.”
User Journeys
Map critical user flows to their underlying code paths — connecting product experiences to technical implementation.
What's included
- Journey Catalog — identified user flows with descriptions
- Flow Visualizations — steps from user action to system response
- Code Path Mapping — files, functions, and services each journey touches
- Critical Path Analysis — single points of failure
- Error Scenarios — what can go wrong and how the system handles it
“The checkout flow touches 14 services and 3 external APIs; failure in the InventoryService causes silent cart abandonment.”
Developer Onboarding
A structured learning path that transforms new hires into productive contributors by guiding them through the codebase systematically.
What's included
- Getting Started Guide — environment setup and first build
- Codebase Tour — guided walkthrough of key directories
- Core Concepts Glossary — domain terms and naming conventions
- Key Workflows — step-by-step common development tasks
- Architecture Primer — simplified system overview for newcomers
- Starter Tasks — guided walkthrough of initial tickets
“The src/core/ directory contains the domain logic — start here to understand business rules before exploring API layers.”
Best Practices
Analysis of your codebase against industry standards and internal conventions — highlighting where practices excel and where they diverge.
What's included
- Pattern Inventory — recurring patterns across the codebase
- Consistency Analysis — where multiple approaches solve the same problem
- Framework Usage Review — alignment with recommended practices
- Anti-Pattern Detection — common mistakes and problematic patterns
- Recommended Standards — suggested conventions based on analysis
- Refactoring Opportunities — where standardization helps most
“Error handling uses 4 different patterns — try-catch (42%), Result types (31%), callbacks (18%), silent failures (9%). Recommend consolidating on Result types.”
See what Code Lexica reveals about your codebase
Automated intelligence reports that would take weeks to produce manually.