feat: Add Memory system with Weaviate integration and MCP tools
MEMORY SYSTEM ARCHITECTURE: - Weaviate-based memory storage (Thought, Message, Conversation collections) - GPU embeddings with BAAI/bge-m3 (1024-dim, RTX 4070) - 9 MCP tools for Claude Desktop integration CORE MODULES (memory/): - core/embedding_service.py: GPU embedder singleton with PyTorch - schemas/memory_schemas.py: Weaviate schema definitions - mcp/thought_tools.py: add_thought, search_thoughts, get_thought - mcp/message_tools.py: add_message, get_messages, search_messages - mcp/conversation_tools.py: get_conversation, search_conversations, list_conversations FLASK TEMPLATES: - conversation_view.html: Display single conversation with messages - conversations.html: List all conversations with search - memories.html: Browse and search thoughts FEATURES: - Semantic search across thoughts, messages, conversations - Privacy levels (private, shared, public) - Thought types (reflection, question, intuition, observation) - Conversation categories with filtering - Message ordering and role-based display DATA (as of 2026-01-08): - 102 Thoughts - 377 Messages - 12 Conversations DOCUMENTATION: - memory/README_MCP_TOOLS.md: Complete API reference and usage examples All MCP tools tested and validated (see test_memory_mcp_tools.py in archive). Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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memory/mcp/__init__.py
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memory/mcp/__init__.py
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"""
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Memory MCP Tools Package.
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Provides MCP tools for Memory system (Thoughts, Messages, Conversations).
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"""
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from memory.mcp.thought_tools import (
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AddThoughtInput,
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SearchThoughtsInput,
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add_thought_handler,
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search_thoughts_handler,
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get_thought_handler,
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)
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from memory.mcp.message_tools import (
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AddMessageInput,
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GetMessagesInput,
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SearchMessagesInput,
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add_message_handler,
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get_messages_handler,
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search_messages_handler,
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)
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from memory.mcp.conversation_tools import (
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GetConversationInput,
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SearchConversationsInput,
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ListConversationsInput,
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get_conversation_handler,
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search_conversations_handler,
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list_conversations_handler,
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)
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__all__ = [
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# Thought tools
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"AddThoughtInput",
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"SearchThoughtsInput",
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"add_thought_handler",
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"search_thoughts_handler",
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"get_thought_handler",
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# Message tools
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"AddMessageInput",
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"GetMessagesInput",
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"SearchMessagesInput",
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"add_message_handler",
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"get_messages_handler",
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"search_messages_handler",
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# Conversation tools
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"GetConversationInput",
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"SearchConversationsInput",
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"ListConversationsInput",
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"get_conversation_handler",
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"search_conversations_handler",
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"list_conversations_handler",
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]
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