# MARM-Systems

> 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. Bui

- **URL**: https://www.freshcrate.ai/projects/MARM-Systems
- **Author**: Lyellr88
- **Category**: MCP Servers
- **Latest version**: `v2.9.0` (2026-06-03)
- **License**: MIT
- **Source**: https://github.com/Lyellr88/MARM-Systems
- **Language**: Python
- **GitHub**: 258 stars, 43 forks
- **Registry**: github
- **Tags**: `claude`, `claude-code`, `developer-tools`, `docker-image`, `embeddings`, `fastapi`, `gemini-cli`, `knowledge-based-systems`, `python`

## Description

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.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v2.9.0` | 2026-06-03 | High | MARM v2.9.0 is the memory cleanup and swarm-readiness release.  This release adds the new consolidation and compaction system while keeping the public MCP surface lean at 9 tools. The main user-facing addition is `marm_compaction`, a single tool that lets agents review, stage, apply, or discard compaction candidates without exposing a pile of low-level helper tools.  ## Highlights  - Added write-time memory consolidation for exact and near-duplicate memories. - Added the compaction worker pipeli |
| `mcp-server` | 2025-09-15 | Low | # MARM Universal MCP Server v2.1.0 - GitHub Release  ## 🧠 Universal Memory Intelligence for AI Agents  Transform any AI conversation into a lasting memory experience. MARM provides intelligent semantic search, contextual logging, and seamless workflow management across all major AI platforms.  ### ⚡ Key Features  **19 Production-Ready MCP Tools** - **Smart Memory**: Semantic search with AI embeddings finds exactly what you need - **Session Management**: Start, refresh, and bridge conv |
| `v2.0` | 2025-08-18 | Low | <div align="center">  # 🚀 <img width="1366" height="645" alt="chatbot-dark" src="https://github.com/user-attachments/assets/e8034a79-2003-49b0-ab63-07bda5c14597" />  **Memory Accurate Response Mode has evolved from experimental protocol to production-ready AI framework.**  **The AI That Remembers Your Conversations** </div>    ---  ## What's New in v2.0  ### 🧠 **Enhanced AI Provider & Performance**  - **Complete migration** from Google Gemini to **Llama 4 Maverick** (400B parame |

## Dependency audit

- **Score**: 100/100
- **Total deps**: 0
- **Resolved**: 0
- **Unresolved**: 0
- **License conflicts**: 0
- **Warnings**: 0
- **Scanned**: 2026-05-04

## Citation

- HTML: https://www.freshcrate.ai/projects/MARM-Systems
- Markdown: https://www.freshcrate.ai/projects/MARM-Systems.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/MARM-Systems/deps

_Generated by freshcrate.ai. Indexes github releases for AI-agent ecosystem packages._