# ReviewLlama Technical Roadmap ## Stage 1: Project Setup & CLI Framework - [x] Initialize project structure with proper package management - [x] Implement argument parsing for directory, model, and Ollama server parameters - [x] Create basic CLI interface with help documentation - [ ] Set up logging and error handling framework ## Stage 2: Git Integration - [ ] Implement git repository detection and validation - [ ] Build diff extraction functionality between current branch and origin - [ ] Parse git diff output into structured format (files, hunks, additions/deletions) - [ ] Handle edge cases (new files, deletions, binary files, merge conflicts) ## Stage 3: Ollama Client Integration - [ ] Create HTTP client for Ollama API communication - [ ] Implement model availability checking and validation - [ ] Build request/response handling with proper error management - [ ] Add connection testing and retry logic ## Stage 4: Code Context Analysis & RAG Preparation - [ ] Implement file parsing and syntax tree generation for major languages - [ ] Build code context extraction (function signatures, class definitions, imports) - [ ] Create code chunking strategy for large files - [ ] Develop dependency graph analysis for related code understanding ## Stage 5: RAG Implementation - [ ] Design vector embedding strategy for code snippets - [ ] Implement local vector storage (SQLite + embeddings or similar) - [ ] Build context retrieval system based on code similarity - [ ] Create context ranking and selection algorithms ## Stage 6: Review Generation Engine - [ ] Design prompt templates for different review types (security, performance, style, logic) - [ ] Implement review request formatting with context injection - [ ] Build response parsing and suggestion extraction - [ ] Create confidence scoring for suggestions ## Stage 7: Interactive Review Interface - [ ] Implement terminal UI for displaying suggestions - [ ] Build yes/no selection system with keyboard navigation - [ ] Create suggestion categorization and filtering - [ ] Add batch accept/reject functionality ## Stage 8: Review Application System - [ ] Implement automatic code modification for accepted suggestions - [ ] Create backup and rollback mechanisms - [ ] Build conflict resolution for overlapping changes - [ ] Add preview mode for showing proposed changes ## Stage 9: Configuration & Persistence - [ ] Create configuration file system for user preferences - [ ] Implement review history and suggestion tracking - [ ] Build ignore patterns and custom rule systems - [ ] Add project-specific configuration support ## Stage 10: Testing & Polish - [ ] Comprehensive unit and integration testing - [ ] Performance optimization for large repositories - [ ] Error handling refinement and user experience improvements - [ ] Documentation and installation packaging