Next-generationAIarchitecture
Beyond syntax translation. Our platform grasps the meaning of code and produces output an expert dev would write natively.
Multi-Model AI Architecture
Four specialized AI models working together for unmatched accuracy.
Agent 1 — Comprehension
Deep semantic analysis and understanding of business logic embedded in source code. Parses intent, not just syntax.
Agent 2 — Idiomatic Writing
Generates idiomatic code optimized for target language conventions. Output reads as if written natively by an expert.
Custom Embeddings
Intelligent pattern matching between equivalent constructs across different programming languages.
Fine-tuned Models
Specialized for specific frameworks and handling complex edge cases with dedicated, task-specific models.
6-Phase Conversion Pipeline
Six orchestrated phases per conversion. Maximum precision, production-ready quality.
AST Parsing
Abstract Syntax Tree generation with language-specific parsers including Tree-sitter, Babel, and TypeScript Compiler API.
We parse your source code into a rich AST that captures not just the syntax but the structural relationships between components.
Semantic Analysis
Deep understanding of patterns, dependencies, and application logic through advanced LLM analysis.
Our AI comprehends what the code does, not just how it's written. It identifies design patterns, business rules, and data flows.
Pattern Mapping
Intelligent mapping to idiomatic equivalents in the target language using our custom embedding models.
Each construct is mapped to its most natural equivalent, considering the target language's conventions and ecosystem.
Code Generation
High-quality code generation with automatic import resolution and dependency management.
Generated code includes all necessary imports, proper module structure, and follows the target ecosystem's package conventions.
Optimization
Automated application of best practices, formatting, and linting (Prettier, ESLint, Black, etc.).
Code is automatically formatted and optimized according to the target language's style guide and community standards.
Validation
Comprehensive syntax checking, type checking, logic verification, and edge case detection.
Multiple validation passes ensure the output compiles, passes type checks, and handles edge cases correctly.
Enterprise-grade features
Multi-file projects, CI/CD integration, and everything enterprise teams need.
Multi-file Projects
Convert entire codebases with cross-file dependency resolution
Framework Awareness
Understands React, Spring Boot, Django, Rails, and 20+ frameworks
API Preservation
Maintains API contracts and interface compatibility
Test Generation
Automatically generates tests for converted code
Incremental Migration
Convert module by module for gradual adoption
CI/CD Integration
Seamless integration with your existing pipeline
Custom Rules
Define custom conversion rules for your specific needs
Batch Processing
Process thousands of files in parallel with enterprise throughput
How it all fits together
Source code is ingested through language-specific parsers
Multi-agent AI system analyzes semantics and business logic
Custom embeddings map patterns to target language idioms
Fine-tuned models handle framework-specific edge cases
Generated code is validated, optimized, and formatted
Output is production-ready with full dependency resolution
Experience the platform firsthand
See Scriba AI transform your actual codebase. Bring your own code.