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Give Agents Persistent Semantic Memory With Memora
ASecurityUse Memora to give MCP-compatible agents persistent semantic memory, document recall, and knowledge-graph context across sessions.
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- Added June 8, 2026
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[](https://www.skillsdirectory.com/skills/agentskillexchange-give-agents-persistent-semantic-memory-with-memora)---
name: "Give agents persistent semantic memory with Memora"
slug: "give-agents-persistent-semantic-memory-with-memora"
description: "Use Memora to give MCP-compatible agents persistent semantic memory, document recall, and knowledge-graph context across sessions."
github_stars: 406
verification: "security_reviewed"
source: "https://github.com/agentic-box/memora"
author: "agentic-box"
publisher_type: "open_source"
category: "Integrations & Connectors"
framework: "MCP"
tool_ecosystem:
github_repo: "agentic-box/memora"
github_stars: 406
---
# 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/)
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