Add 5 Production Features: Multi-DB, Tools, Memory, Management & TOON #74
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…apabilities
Feature 1: TOON Integration
- Token optimization using TOON (Tree Object Notation) format
- 30-60% token savings compared to JSON/text
- Real-time token counting with tiktoken
- Token savings display in UI
Feature 2: Database Migration
- Multi-database storage backend (JSON, PostgreSQL, MySQL)
- Unified storage API - same code works with all backends
- Automatic database initialization
- SQLAlchemy models for relational databases
- Environment variable configuration (DATABASE_TYPE)
Feature 3: Follow-up Questions with Context
- Conversation memory with last 6 messages (3 exchanges)
- Context passed to all council members
- Natural multi-turn conversations
- Seamless conversation continuity
Feature 4: Advanced AI Capabilities
- LangChain tool integration (Calculator, Wikipedia, ArXiv, DuckDuckGo, Yahoo Finance)
- Memory system with ChromaDB and vector embeddings
- Free local embeddings (HuggingFace) with optional OpenAI embeddings
- Optional Tavily search integration
- LangGraph support for complex workflows
- Flag-based configuration for paid vs free features
Feature 5: Conversation Management
- Delete conversations with confirmation dialog
- Edit conversation titles with inline editing
- Temporary chat mode (no storage persistence)
- Professional 3-dot menu UI (⋮) for actions
- Keyboard shortcuts (Enter/Escape)
Documentation:
- Added comprehensive FEATURES.md covering all 5 features
- Added RUN.md with complete setup and run instructions
- Added .env.example with all configuration flags
- Updated .gitignore to exclude scripts directory
Backend improvements:
- New files: tools.py, memory.py, database.py, models.py
- New endpoints: DELETE /api/conversations/{id}, PATCH /api/conversations/{id}/title
- Temporary mode support in message endpoints
- Unified storage API for all operations
- Database models for PostgreSQL/MySQL support
Frontend improvements:
- 3-dot menu with dropdown for conversation actions
- Inline title editing with keyboard shortcuts
- Delete confirmation dialog
- Updated API client with new methods
- Token savings display
- Real-time streaming updates
[email protected]
Update README and config with premium models - Add all 5 features section to README - Update council models to premium set (GPT-5.1, Gemini-3-Pro, Claude-4.5, Grok-4) - Add documentation links (FEATURES.md, RUN.md, contributions/) - Update tech stack section with all new technologies
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Could you add image and pdf attachment functions as well? @Reeteshrajesh |
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Overview
This PR extends the original LLM Council with 5 production-ready features while maintaining the core vision of collaborative LLM decision-making.
Features Added
🎯 Feature 1: TOON Integration
💾 Feature 2: Multi-Database Support
💬 Feature 3: Context & Follow-up Questions
🛠️ Feature 4: Advanced AI Capabilities
⚙️ Feature 5: Conversation Management
Technical Improvements
Documentation
Backwards Compatibility
✅ Fully backwards compatible - all original functionality preserved
✅ Zero breaking changes
✅ Optional features can be disabled via flags
Testing
Files Changed
Let me know if you'd like any changes or have questions about the implementation!