Memory Bank File Updating With Content Replacement

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

Unique: Distinguishes update from create operations at the Domain layer, enforcing existence checks before modification and using the same path validation infrastructure, providing semantic clarity that update is not idempotent with create

vs others: Clearer semantics than generic write operations because it explicitly validates file existence and signals intent, whereas simple overwrite APIs don't distinguish between creation and modification

via “memory-update-with-versioning”

** a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

Unique: Implements immutable version history within Qdrant by storing each update as a new vector with incremented version metadata, enabling full audit trails without requiring separate versioning infrastructure

vs others: Simpler than database-backed versioning systems (PostgreSQL with temporal tables) by leveraging Qdrant's metadata storage, avoiding schema complexity while maintaining semantic search across all versions

via “memory update and consolidation with conflict resolution”

This package contains the code for training a memory-augmented GPT model on patient data. Please note that this is not the 'letta' company project with thehttps://github.com/letta-ai/letta; for use of their package, plsuse 'pymemgpt' instead.

Unique: Implements intelligent memory consolidation with conflict detection rather than naive append-only logging; uses embedding similarity and optional learned policies to decide memory updates, enabling the system to maintain consistency over long conversations

vs others: More sophisticated than simple memory logging; actively manages memory quality and consistency unlike systems that just accumulate all information