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marm-memory MCP Server

Lyellr88/marm-memory

Score: 85.4 → 0% Rank #821 overall #122 of 6,030 in Agent Framework Agent Framework
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Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, privacy-first context & instant recall, supports multi-agent swarms.

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Overview

Lyellr88/marm-memory is a Python MCP server licensed under Apache-2.0. Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, privacy-first context & instant recall, supports multi-agent swarms. Topics: mcp, agent-memory, ai-agents, ai-memory, claude-code, codex-cli, knowledge-graph, llm, local-first, long-term-memory, mcp-servers, model-context-protocol, persistent-memory, rag, self-hosted, sematic-search, sqlite, indexing-engine, developer-tools, embeddings.

Ranked #821 out of 81417 indexed tools.

In the top 2% of all indexed tools.

Has 19 contributors.

Actively maintained with commits in the last week.

Ecosystem

Python Apache-2.0
mcpagent-memoryai-agentsai-memoryclaude-codecodex-cliknowledge-graphllmlocal-firstlong-term-memorymcp-serversmodel-context-protocolpersistent-memoryragself-hostedsematic-searchsqliteindexing-enginedeveloper-toolsembeddings

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 416

416 stars → growing community

Freshness 25% 1d ago

Last commit 1d ago → actively maintained

Issue Health 25% 60%

31/52 issues closed → decent issue management

Contributors 10% 19

19 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 90
Description Detailed
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

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Matched Queries

"mcp server""mcp-server"topic:mcptopic:model-context-protocol

From the README

<div align="center">
<picture>

</picture>
<h1 align="center">marm-memory v2.59.1 - Give your AI Agents a permanent memory in 60 seconds</h1>

> Contributions welcome! Browse [open issues](https://github.com/Lyellr88/marm-memory/issues) to contribute, or join the [MARM Discord](https://discord.gg/nhyJWPz2cf) to share workflows, get setup help, and connect with other builders.

</div>

## Table of Contents

- [Quick Start](#quick-start)
- [Why MARM Memory](#why-marm-memory)
- [MARM Console](#marm-console-your-local-control-plane)
- [Performance & Scaling Benchmarks](#performance--scaling-benchmarks)
- [MCP Client Setup](#mcp-client-setup-for-http--stdio)
- [Runtime CLI Commands](#runtime-cli-commands)
- [Complete MCP Tool Suite](#complete-mcp-tool-suite-16-tools)
- [Using MARM: Talk, Don't Call Tools](#using-marm-talk-dont-call-tools)
- [Understanding MARM Memory](#understanding-marm-memory)
- [Knowledge Graphs: Code & Concepts](#knowledge-graphs-code--concepts)
- [Architecture & Intern
Read full README on GitHub →

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