I craft unique cereal names, stories, and ridiculously cute Cereal Baby images.

MCP-Memory
MCP-Speicherserver mit PostgreSQL und PGVector für Langzeitspeicherfunktionen
1
Github Watches
1
Github Forks
6
Github Stars
MCP Memory Server
This server implements long-term memory capabilities for AI assistants using mem0 principles, powered by PostgreSQL with pgvector for efficient vector similarity search.
Features
- PostgreSQL with pgvector for vector similarity search
- Automatic embedding generation using BERT
- RESTful API for memory operations
- Semantic search capabilities
- Support for different types of memories (learnings, experiences, etc.)
- Tag-based memory retrieval
- Confidence scoring for memories
- Server-Sent Events (SSE) for real-time updates
- Cursor MCP protocol compatible
Prerequisites
- PostgreSQL 14+ with pgvector extension installed:
# In your PostgreSQL instance:
CREATE EXTENSION vector;
- Node.js 16+
Setup
- Install dependencies:
npm install
- Configure environment variables:
Copy
.env.sample
to.env
and adjust the values:
cp .env.sample .env
Example .env
configurations:
# With username/password
DATABASE_URL="postgresql://username:password@localhost:5432/mcp_memory"
PORT=3333
# Local development with peer authentication
DATABASE_URL="postgresql:///mcp_memory"
PORT=3333
- Initialize the database:
npm run prisma:migrate
- Start the server:
npm start
For development with auto-reload:
npm run dev
Using with Cursor
Adding the MCP Server in Cursor
To add the memory server to Cursor, you need to modify your MCP configuration file located at ~/.cursor/mcp.json
. Add the following configuration to the mcpServers
object:
{
"mcpServers": {
"memory": {
"command": "node",
"args": [
"/path/to/your/memory/src/server.js"
]
}
}
}
Replace /path/to/your/memory
with the actual path to your memory server installation.
For example, if you cloned the repository to /Users/username/workspace/memory
, your configuration would look like:
{
"mcpServers": {
"memory": {
"command": "node",
"args": [
"/Users/username/workspace/memory/src/server.js"
]
}
}
}
The server will be automatically started by Cursor when needed. You can verify it's working by:
- Opening Cursor
- The memory server will be started automatically when Cursor launches
- You can check the server status by visiting
http://localhost:3333/mcp/v1/health
Available MCP Endpoints
SSE Connection
-
Endpoint:
GET /mcp/v1/sse
-
Query Parameters:
-
subscribe
: Comma-separated list of events to subscribe to (optional)
-
-
Events:
-
connected
: Sent on initial connection -
memory.created
: Sent when new memories are created -
memory.updated
: Sent when existing memories are updated
-
Memory Operations
- Create Memory
POST /mcp/v1/memory
Content-Type: application/json
{
"type": "learning",
"content": {
"topic": "Express.js",
"details": "Express.js is a web application framework for Node.js"
},
"source": "documentation",
"tags": ["nodejs", "web-framework"],
"confidence": 0.95
}
- Search Memories
GET /mcp/v1/memory/search?query=web+frameworks&type=learning&tags=nodejs
- List Memories
GET /mcp/v1/memory?type=learning&tags=nodejs,web-framework
Health Check
GET /mcp/v1/health
Response Format
All API responses follow the standard MCP format:
{
"status": "success",
"data": {
// Response data
}
}
Or for errors:
{
"status": "error",
"error": "Error message"
}
Memory Schema
- id: Unique identifier
- type: Type of memory (learning, experience, etc.)
- content: Actual memory content (JSON)
- source: Where the memory came from
- embedding: Vector representation of the content (384 dimensions)
- tags: Array of relevant tags
- confidence: Confidence score (0-1)
- createdAt: When the memory was created
- updatedAt: When the memory was last updated
相关推荐
Evaluator for marketplace product descriptions, checks for relevancy and keyword stuffing.
I find academic articles and books for research and literature reviews.
Confidential guide on numerology and astrology, based of GG33 Public information
Converts Figma frames into front-end code for various mobile frameworks.
Advanced software engineer GPT that excels through nailing the basics.
Take an adjectivised noun, and create images making it progressively more adjective!
Entdecken Sie die umfassendste und aktuellste Sammlung von MCP-Servern auf dem Markt. Dieses Repository dient als zentraler Hub und bietet einen umfangreichen Katalog von Open-Source- und Proprietary MCP-Servern mit Funktionen, Dokumentationslinks und Mitwirkenden.
Ein einheitliches API-Gateway zur Integration mehrerer Ethercan-ähnlicher Blockchain-Explorer-APIs mit Modellkontextprotokoll (MCP) für AI-Assistenten.
Die All-in-One-Desktop & Docker-AI-Anwendung mit integriertem Lappen, AI-Agenten, No-Code-Agent Builder, MCP-Kompatibilität und vielem mehr.
Reviews

user_0MCw9VEZ
Ashra MCP is an outstanding application that has vastly improved my server management experience. Its user-friendly interface and powerful features make it a go-to tool for any administrator. The application, developed by getrupt, offers excellent functionality and reliability. I highly recommend Ashra MCP for anyone looking for efficient server management solutions. You can check it out at https://mcp.so/server/ashra-mcp/getrupt.