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memora

by agentic-box

Pending

Give your AI agents persistent memory — MCP server for semantic storage, knowledge graphs, and cross-session context

321stars
33forks
Python
Added 3/17/2026
View on GitHubDownload ZIP
AI Agentsai-agentclaudeknowledge-graphllmsmcpmcp-servermemoryragsemantic-searchsemantic-search-algorithm
Installation
# Add to your Claude Code skills
git clone https://github.com/agentic-box/memora
README.md
<h1 align="center"><img src="media/memora_new.gif" width="60" alt="Memora Logo" align="absmiddle"> Memora</h1> <p align="center"><sub><sub><i>"You never truly know the value of a moment until it becomes a memory."</i></sub></sub></p> <p align="center"> <b>Give your AI agents persistent memory</b><br> A lightweight MCP server for semantic memory storage, knowledge graphs, conversational recall, and cross-session context. </p> <p align="center"> <a href="https://github.com/agentic-box/memora/releases"><img src="https://img.shields.io/github/v/tag/agentic-box/memora?label=version&color=blue" alt="Version"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-MIT-green" alt="License"></a> <a href="https://github.com/thedotmack/awesome-claude-code"><img src="https://awesome.re/mentioned-badge.svg" alt="Mentioned in Awesome Claude Code"></a> </p> <p align="center"> <img src="media/demo.gif" alt="Memora Demo" width="400"> <img src="media/demo2.gif" alt="Memora Demo" width="400"> </p> <p align="center"> <b><a href="#features">Features</a></b> · <b><a href="#install">Install</a></b> · <b><a href="#usage">Usage</a></b> · <b><a href="#configuration">Config</a></b> · <b><a href="#live-graph-server">Live Graph</a></b> · <b><a href="#cloud-graph">Cloud Graph</a></b> · <b><a href="#chat-with-memories">Chat</a></b> · <b><a href="#semantic-search--embeddings">Semantic Search</a></b> · <b><a href="#llm-deduplication">LLM Dedup</a></b> · <b><a href="#memory-linking">Linking</a></b> · <b><a href="#neovim-integration">Neovim</a></b> </p>

Features

Core Storage

  • 💾 Persistent Storage - SQLite with optional cloud sync (S3, R2, D1)
  • 📂 Hierarchical Organization - Section/subsection structure with auto-hierarchy assignment
  • 📦 Export/Import - Backup and restore with merge strategies

Search & Intelligence

  • 🔍 Semantic Search - Vector embeddings (TF-IDF, sentence-transformers, OpenAI)
  • 🎯 Advanced Queries - Full-text, date ranges, tag filters (AND/OR/NOT), hybrid search
  • 🔀 Cross-references - Auto-linked related memories based on similarity
  • 🤖 LLM Deduplication - Find and merge duplicates with AI-powered comparison
  • 🔗 Memory Linking - Typed edges, importance boosting, and cluster detection

Tools & Visualization

  • ⚡ Memory Automation - Structured tools for TODOs, issues, and sections
  • 🕸️ Knowledge Graph - Interactive visualization with Mermaid rendering and cluster overlays
  • 🌐 Live Graph Server - Built-in HTTP server with cloud-hosted option (D1/Pages)
  • 💬 Chat with Memories - RAG-powered chat panel that searches relevant memories and streams LLM responses
  • 📡 Event Notifications - Poll-based system for inter-agent communication
  • 📊 Statistics & Analytics - Tag usage, trends, and connection insights
  • 🧠 Memory Insights - Activity summary, stale detection, consolidation suggestions, and LLM-powered pattern analysis
  • 📜 Action History - Track all memory op...
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