Vector Memory Mcp Server

Created By

Xsavena month ago

Vector Memory MCP Server A secure, vector-based memory server for Claude Desktop using sqlite-vec and sentence-transformers. This MCP server provides persistent semantic memory capabilities that enhance AI coding assistants by remembering and retrieving relevant coding experiences, solutions, and knowledge. ✨ Features 🔍 Semantic Search: Vector-based similarity search using 384-dimensional embeddings 💾 Persistent Storage: SQLite database with vector indexing via sqlite-vec 🏷️ Smart Organization: Categories and tags for better memory organization 🔒 Security First: Input validation, path sanitization, and resource limits ⚡ High Performance: Fast embedding generation with sentence-transformers 🧹 Auto-Cleanup: Intelligent memory management and cleanup tools 📊 Rich Statistics: Comprehensive memory database analytics 🔄 Automatic Deduplication: SHA-256 content hashing prevents storing duplicate memories 📈 Access Tracking: Monitors memory usage with access counts and timestamps for optimization 🧠 Smart Cleanup Algorithm: Prioritizes memory retention based on recency, access patterns, and importance

# vector

# memory

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Server Config

{
  "mcpServers": {
    "vector-memory": {
      "command": "uvx",
      "args": [
        "vector-memory-mcp",
        "--working-dir",
        "/absolute/path/to/your/project"
      ]
    }
  }
}

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