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Auto Link Obsidian: Development Roadmap

This document outlines the planned development roadmap for the Auto Link Obsidian project. It provides a high-level overview of upcoming features, improvements, and changes.

Current Focus: Embedding Quality and Performance

  • ✅ OpenAI Embeddings Integration: Replace TF-IDF with OpenAI embeddings for improved semantic understanding
  • ✅ Caching System: Implement embedding cache to avoid reprocessing unchanged notes
  • Batch Processing Optimization: Fine-tune batch sizes and parallelization for optimal performance

Near-Term Goals (Next 3 Months)

Enhanced Metadata Integration

  • ✅ Extract and parse YAML frontmatter metadata
  • ✅ Consider metadata fields in similarity calculations
  • ✅ Display shared metadata in link suggestions

AI Note Summaries

  • Create automatic summarization of note content
  • Add option to include summaries in link sections
  • Implement incremental summarization for changed notes

Performance Optimizations

  • Implement multithreading for non-API operations
  • Add progress bars for all long-running operations
  • Optimize memory usage for large vaults (1000+ notes)
  • Add option to store embeddings in SQLite database

Mid-Term Goals (3-6 Months)

Relationship Visualization

  • Export relationship data in formats compatible with visualization tools
  • Create simple built-in visualization using matplotlib or plotly
  • Add option to generate standalone HTML graph visualization

Custom Link Templates

  • Create a template system for different types of links
  • Allow users to define custom templates in configuration
  • Support markdown formatting in templates

Advanced Tag Clustering

  • Implement hierarchical clustering of related tags
  • Use AI to suggest tag organization
  • Create visualization of tag relationships

Long-Term Goals (6+ Months)

Bulk Operations Interface

  • Create a CLI interface for bulk operations
  • Add the ability to target specific notes or folders
  • Implement a simple TUI (Text User Interface) for interactive use

Obsidian Plugin Integration

  • Research requirements for official Obsidian plugins
  • Convert core functionality to JavaScript/TypeScript
  • Design user-friendly settings page
  • Submit to Obsidian community plugins

Natural Language Search

  • Implement embeddings-based semantic search
  • Add natural language query parsing
  • Create search results visualization

Continuous Improvements

Code Quality

  • ✅ Implement comprehensive test suite
  • Add type hints throughout the codebase
  • ✅ Improve error handling and recovery
  • Enhance logging system

Documentation

  • Create detailed API documentation
  • Add more examples and tutorials
  • Improve installation and setup instructions
  • Add troubleshooting guide

User Experience

  • Improve console output formatting
  • Add color coding for different message types
  • Create a simple dashboard for monitoring processing status
  • Implement a configuration wizard for first-time setup

Community Features

Contribution Workflow

  • Create detailed contribution guidelines
  • Set up templates for issues and pull requests
  • Establish style guide and code standards

Extension Points

  • Design plugin architecture for custom processors
  • Create hooks for pre/post processing
  • Document extension API

This roadmap is subject to change based on user feedback, priorities, and technical considerations. Items are not necessarily in strict order of implementation.