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Lyellr88/MARM-Systems

Score: 50.9 Rank #242

Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.

Overview

Lyellr88/MARM-Systems is a Python MCP server licensed under MIT. Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work. Topics: claude-code, developer-tools, docker-image, embeddings, fastapi, gemini-cli, knowledge-based-systems, mcp-server, memory-management, semantic-search, marm, mcp, openai, opensource, claude.

Ranked #242 out of 25632 indexed tools.

In the top 1% of all indexed tools.

Ecosystem

Python MIT 88 weekly downloads 18 tool calls
claude-codedeveloper-toolsdocker-imageembeddingsfastapigemini-cliknowledge-based-systemsmcp-servermemory-managementsemantic-searchmarmmcpopenaiopensourceclaude

Signal Breakdown

Stars 251
Freshness 1mo ago
Issue Health 100%
Contributors 3
Dependents 0
Forks 42
Description Detailed
License MIT

How to Improve

Freshness high impact

Last commit was 50 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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Matched Queries

"mcp server""mcp-server"

From the README

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<h1 align="center">MARM: The AI That Remembers Your Conversations</h1>

Memory Accurate Response Mode v2.2.6 - The intelligent persistent memory system for AI agents (supports HTTP and STDIO), stop fighting your memory and control it. Experience long-term recall, session continuity, and reliable conversation history, so your LLMs never lose track of what matters.

**Note:** This is the *official* MARM repository. All official versions and releases are managed here.

Forks may experiment, but official updates will always come from this repo.  

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## 📢 Project Update (December 2025)

I've been focused on developing a new build powered by MARM Systems as its memory layer, a real-world application of the technology I've been creating. This deep dive into production memory systems has given me valuable insights into how MARM performs under real workflows. 

I'm returning focus to MARM-MCP in **Q1-2 2026** with lessons learned and new im
Read full README on GitHub →
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