memora MCP Server
agentic-box/memora
[](https://agentrank-ai.com/tool/agentic-box--memora/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
agentic-box/memora is a Python tool licensed under MIT. Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP. Topics: ai-agent, claude, knowledge-graph, llms, mcp, mcp-server, memory, rag, semantic-search, semantic-search-algorithm, agent-memory, claude-code, cloudflare-d1, codex, model-context-protocol, sqlite.
Ranked #579 out of 81417 indexed tools.
In the top 1% of all indexed tools.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
730 stars → growing community
Last commit 7d ago → actively maintained
10/12 issues closed → responsive maintainer
5 contributors → small team
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
Badge all embed codes →
[](https://agentrank-ai.com/tool/agentic-box--memora/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) <a href="https://agentrank-ai.com/tool/agentic-box--memora/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/agentic-box--memora" alt="AgentRank"></a> Matched Queries
From the README
<h1 align="center"> 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 collective memory</b><br> An MCP memory layer for agents: structured storage, semantic retrieval, graph relations, and source-backed cross-session context. </p> <p align="center"> <a href="https://github.com/agentic-box/memora/releases"></a> <a href="LICENSE"></a> <a href="https://github.com/thedotmack/awesome-claude-code"></a> </p> <p align="center"> </p> <p align="center"> <b>Absorb agent work into durable graph memory, then use <code>memory_digest(topic)</code> to retrieve relevant memories, TODOs/issues, related edges, and source IDs.</b> </p> <p align="center"> <b><a href="#features">Features</a></b> · <b><a href="#preview">Preview</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 hreRead full README on GitHub →
Get the weekly AgentRank digest
Top movers, new tools, ecosystem insights — straight to your inbox.