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Searchable catalog of Model Context Protocol servers. Find tools that connect your AI assistant to the services and data you use.

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  1. Servers
  2. /Knowledge & Memory
  3. /vishalbanwari26/mnemos
Knowledge & MemoryCommunityPython
V

vishalbanwari26/mnemos

Persistent memory with three swappable storage backends (Postgres/pgvector, Qdrant, Neo4j) behind one interface, benchmarked head-to-head for latency, not just claimed interchangeable. Retrieval weighting adapts per user via epsilon-greedy over real outcome feedback instead of a fixed formula. Reflection merges near-duplicate facts and decays/archives stale ones, audit-logged, never hard-deleted. Real before/after MCP eval: +60% answer accuracy with memory vs. without. git clone + uv sync (not yet on PyPI).

0 starsUpdated Sep 16, 2026
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Overview

A persistent memory framework for LLM agents.

Tags

  • ai
  • local
  • python
  • awesome-list

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