Learn by Example

Generate interactive visualizations of your codebase's structure, dependencies, and relationships.

Create high-quality training data for LLM pre-training similar to word2vec or node2vec

Remove unused imports, functions, and variables with confidence.

Update API calls, handle breaking changes, and manage bulk updates across your codebase.

Update SQLAlchemy code to use the new 2.0-style query interface and patterns.

Convert Flask applications to FastAPI, updating routes and dependencies.

Migrate Python 2 code to Python 3, updating syntax and modernizing APIs.

Restructure files, enforce naming conventions, and improve project layout.

Split large files, extract shared logic, and manage dependencies.

Organize and optimize TypeScript module exports.

Convert between default and named exports in TypeScript/JavaScript.

Convert unittest test suites to pytest's modern testing style.

Add TypeScript types, infer types from usage, and improve type safety.

Generate JSDoc comments, README files, and API documentation.

Generate system prompts, create hierarchical documentation, and optimize for AI assistance.