Mcp Memory Server

Name: Mcp Memory Server
Author: PiGrieco

by PiGrieco

13 GitHub

No known CVEs

No license

Stale

Last commit 234d ago

Works with most clients

Transport: stdio, http

0 tools

Grade F

Edit this pageView history

AI / ML

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "mcp-memory-sam": {
      "env": {
        "LOG_LEVEL": "INFO",
        "CURSOR_MODE": "true",
        "ENVIRONMENT": "development",
        "MONGODB_URI": "mongodb://localhost:27017",
        "SERVER_MODE": "universal",
        "ML_MODEL_TYPE": "huggingface",
        "EMBEDDING_MODEL": "all-MiniLM-L6-v2",
        "ML_TRIGGER_MODE": "hybrid",
        "MEMORY_THRESHOLD": "0.7",
        "MONGODB_DATABASE": "mcp_memory_dev",
        "PRELOAD_ML_MODEL": "true",
        "TRIGGER_THRESHOLD": "0.15",
        "EMBEDDING_PROVIDER": "sentence_transformers",
        "SEMANTIC_THRESHOLD": "0.8",
        "ML_RETRAIN_INTERVAL": "50",
        "ML_TRAINING_ENABLED": "true",
        "AUTO_TRIGGER_ENABLED": "true",
        "SIMILARITY_THRESHOLD": "0.3",
        "BEHAVIOR_HISTORY_LIMIT": "1000",
        "HUGGINGFACE_MODEL_NAME": "PiGrieco/mcp-memory-auto-trigger-model",
        "USER_BEHAVIOR_TRACKING": "true",
        "ML_CONFIDENCE_THRESHOLD": "0.7",
        "MAX_CONVERSATION_HISTORY": "10",
        "FEATURE_EXTRACTION_TIMEOUT": "5.0"
      },
      "args": [
        "/path/to/mcp-memory-server/main.py"
      ],
      "command": "/path/to/mcp-memory-server/venv/bin/python"
    }
  }
}

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Read me

What Mcp Memory Server does

Intelligent AI Memory Management with ML Auto-Triggers

Test This Server

No automated test available for this server. Check the GitHub README for setup instructions.

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29/100across 5 weighted dimensions

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Security

OSV.dev

No known CVEs.

No package registry to scan.

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How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is Mcp Memory Server safe to use?: Mcp Memory Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.
How do I install Mcp Memory Server?: Mcp Memory Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What AI clients work with Mcp Memory Server?: Mcp Memory Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is Mcp Memory Server actively maintained?: Mcp Memory Server is less actively maintained — last commit was 234 days ago. It has 13 GitHub stars.

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Has anyone used this with Cursor?How do you handle auth?Any alternatives?

{ "mcpServers": { "mcp-memory-sam": { "env": { "LOG_LEVEL": "INFO", "CURSOR_MODE": "true", "ENVIRONMENT": "development", "MONGODB_URI": "mongodb://localhost:27017", "SERVER_MODE": "universal", "ML_MODEL_TYPE": "huggingface", "EMBEDDING_MODEL": "all-MiniLM-L6-v2", "ML_TRIGGER_MODE": "hybrid", "MEMORY_THRESHOLD": "0.7", "MONGODB_DATABASE": "mcp_memory_dev", "PRELOAD_ML_MODEL": "true", "TRIGGER_THRESHOLD": "0.15", "EMBEDDING_PROVIDER": "sentence_transformers", "SEMANTIC_THRESHOLD": "0.8", "ML_RETRAIN_INTERVAL": "50", "ML_TRAINING_ENABLED": "true", "AUTO_TRIGGER_ENABLED": "true", "SIMILARITY_THRESHOLD": "0.3", "BEHAVIOR_HISTORY_LIMIT": "1000", "HUGGINGFACE_MODEL_NAME": "PiGrieco/mcp-memory-auto-trigger-model", "USER_BEHAVIOR_TRACKING": "true", "ML_CONFIDENCE_THRESHOLD": "0.7", "MAX_CONVERSATION_HISTORY": "10", "FEATURE_EXTRACTION_TIMEOUT": "5.0" }, "args": [ "/path/to/mcp-memory-server/main.py" ], "command": "/path/to/mcp-memory-server/venv/bin/python" } } }

🎯 What is SAM?

SAM (Smart Access Memory) is an intelligent memory system for AI platforms that automatically knows when to save and retrieve information. Using machine learning model created for it with 99.56% accuracy, SAM analyzes conversations in real-time and intelligently manages memory without user intervention.

✨ Key Benefits:

🧠 Automatic Memory Management: No manual commands - SAM decides when to save/search

🎯 Context-Aware: Understands conversation flow and retrieves relevant information

⚡ Universal: Works with major AI platforms (Cursor, Claude, Windsurf)

🚀 One-Command Install: Simple prompt-based installation for any platform

NEXT: Lovable and Replit version!

🏗️ Architecture Overview

graph TB subgraph "AI Platforms" A[Cursor IDE] --> MCP[MCP Protocol] B[Claude Desktop] --> MCP C[GPT/OpenAI] --> MCP D[Windsurf IDE] --> MCP E[Lovable] --> MCP F[Replit] --> MCP end subgraph "MCP Memory Server" MCP --> G[Auto-Trigger System] G --> H[ML Model 99.56%] G --> I[Deterministic Rules] G --> J[Hybrid Engine] J --> K[Memory Service] K --> L[Semantic Search] K --> M[Embedding Service] K --> N[Database Service] end subgraph "Storage" N --> O[MongoDB Atlas] M --> P[Vector Embeddings] L --> Q[Similarity Search] end style H fill:#ff9999 style J fill ... [View full README on GitHub](https://github.com/PiGrieco/mcp-memory-server#readme)

Frequently Asked Questions

Is Mcp Memory Server safe to use?

Mcp Memory Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.

How do I install Mcp Memory Server?

Mcp Memory Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What AI clients work with Mcp Memory Server?

Mcp Memory Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.

Is Mcp Memory Server actively maintained?

Mcp Memory Server is less actively maintained — last commit was 234 days ago. It has 13 GitHub stars.

🧠 SAM - Smart Access Memory

Intelligent AI Memory Management with ML Auto-Triggers

📋 Table of Contents

🎯 What is SAM?
🏗️ Architecture Overview
🚀 Installation
🚀 Server Modes & Operation
⚙️ How SAM Works
🤖 Auto-Trigger System
🔧 Configuration Example
- 📁 ~/.cursor/mcp_settings.json
- 📚 Parameter Explanation
📊 Model Information
🔧 Technical Documentation
📝 License

🎯 What is SAM?

✨ Key Benefits:

🧠 Automatic Memory Management: No manual commands - SAM decides when to save/search
🎯 Context-Aware: Understands conversation flow and retrieves relevant information
⚡ Universal: Works with major AI platforms (Cursor, Claude, Windsurf)
🚀 One-Command Install: Simple prompt-based installation for any platform
NEXT: Lovable and Replit version!

🏗️ Architecture Overview

graph TB
    subgraph "AI Platforms"
        A[Cursor IDE] --> MCP[MCP Protocol]
        B[Claude Desktop] --> MCP
        C[GPT/OpenAI] --> MCP
        D[Windsurf IDE] --> MCP
        E[Lovable] --> MCP
        F[Replit] --> MCP
    end
    
    subgraph "MCP Memory Server"
        MCP --> G[Auto-Trigger System]
        G --> H[ML Model 99.56%]
        G --> I[Deterministic Rules]
        G --> J[Hybrid Engine]
        
        J --> K[Memory Service]
        K --> L[Semantic Search]
        K --> M[Embedding Service]
        K --> N[Database Service]
    end
    
    subgraph "Storage"
        N --> O[MongoDB Atlas]
        M --> P[Vector Embeddings]
        L --> Q[Similarity Search]
    end
    
    style H fill:#ff9999
    style J fill

... [View full README on GitHub](https://github.com/PiGrieco/mcp-memory-server#readme)