# Give agents persistent semantic memory with Memora

> Use Memora to give MCP-compatible agents persistent semantic memory, document recall, and knowledge-graph context across sessions.

- Skill: `agentskillexchange/give-agents-persistent-semantic-memory-with-memora` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/give-agents-persistent-semantic-memory-with-memora`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/give-agents-persistent-semantic-memory-with-memora/raw
- Safety review: pending (external: skill-scanner PASS, skillspector CAUTION)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/give-agents-persistent-semantic-memory-with-memora

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# Give agents persistent semantic memory with Memora

Use Memora to give MCP-compatible agents persistent semantic memory, document recall, and knowledge-graph context across sessions.

## Prerequisites

Python package installed from the Memora GitHub repository; MCP-compatible client such as Claude Code, Codex, Cursor, or another MCP host; optional SQLite, S3/R2, or Cloudflare D1 storage

## Installation

Use the upstream install or setup path that matches your environment:
- pip install git+https://github.com/agentic-box/memora.git
- pip install "memora[local]" @ git+https://github.com/agentic-box/memora.git
- npx wrangler d1 create memora-graph
- npx wrangler d1 execute memora-graph --file=memora-graph/schema.sql

Requirements and caveats from upstream:
- ### Node Colors
- Node size reflects connection count.

Basic usage or getting-started notes:
- <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> · <...
- 📊 **Statistics & Analytics** - Tag usage, trends, and connection insights
- bash

- Source: https://github.com/agentic-box/memora
- Extracted from upstream docs: https://raw.githubusercontent.com/agentic-box/memora/HEAD/README.md

## Documentation

- https://github.com/agentic-box/memora

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/give-agents-persistent-semantic-memory-with-memora/)