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---
title: Mnemo - AI Agent Memory System
emoji: 🧠
colorFrom: purple
colorTo: blue
sdk: gradio
python_version: "3.11"
pinned: false
license: mit
tags:
  - mcp-server
  - memory
  - agent-memory
  - semantic-search
  - neural-links
  - mcp
short_description: AI agent memory with neural links and smart injection
---

# Mnemo v5.0 - AI Agent Memory System

MCP-enabled memory server for AI agents with real semantic embeddings, bidirectional neural links, smart injection, and automatic decay/pruning.

## v5 Changes

- Shared Core - single mnemo_core.py powers both spaces
- Optional FAISS - O(log n) nearest neighbor search
- Link Decay - links lose strength over time
- Smart Injection v2 - cosine confidence replaces keyword-only heuristic
- Tier Management - auto-promote to WORKING / demote to ARCHIVE
- Embedding Persistence - base64 embeddings skip re-encoding on restart
- Configurable - all weights via MnemoConfig dataclass

[MCP Server](https://huggingface.co/spaces/AthelaPerk/mnemo-mcp) | MIT License