Coder DB - AI Memory Enhancement System

An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.

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Overview

Coder DB is an AI memory enhancement system designed to improve programming workflows by leveraging vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities.

To use Coder DB, you can store code snippets, patterns, and solutions in the Qdrant vector database, maintain a structured catalog of algorithms in SQLite, and represent relationships between coding concepts using a knowledge graph.

Semantic search and retrieval of code patterns using Qdrant. - Structured algorithm storage and versioning with SQLite. - Knowledge graph integration for representing relationships between coding concepts. - Enhanced metadata storage for code patterns including quality metrics and user feedback.

Enhancing problem-solving workflows by querying for similar solutions.
Storing and retrieving reusable code patterns and best practices.
Maintaining a structured catalog of algorithms with performance metrics.
Analyzing relationships between coding concepts to discover trends.

Add to your AI client

Use these steps to connect Coder DB - AI Memory Enhancement System in Cursor, Claude, VS Code, and other MCP-compatible apps. The same JSON appears in the Use with menu above for one-click copy.

Cursor

Add this to your .cursor/mcp.json file in your project root, then restart Cursor.

.cursor/mcp.json

{
  "mcpServers": {
    "coder-db-angrysky56": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

Claude Desktop

Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

{
  "mcpServers": {
    "coder-db-angrysky56": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

Claude Code

Add this to your project's .mcp.json file. Claude Code will detect it automatically.

.mcp.json (project root)

{
  "mcpServers": {
    "coder-db-angrysky56": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

VS Code (Copilot)

Add this to your .vscode/mcp.json file. Requires the GitHub Copilot extension with MCP support enabled.

.vscode/mcp.json

{
  "servers": {
    "coder-db-angrysky56": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

Windsurf

Add this to your Windsurf MCP config file, then restart Windsurf.

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "coder-db-angrysky56": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

Cline

Open Cline settings, navigate to MCP Servers, and add this server configuration.

Cline MCP Settings (via UI)

{
  "mcpServers": {
    "coder-db-angrysky56": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-coder-db-angrysky56"
      ]
    }
  }
}

FAQ

Can Coder DB help with all programming languages?

Yes! Coder DB supports multiple programming languages and frameworks.

Is Coder DB free to use?

Yes! Coder DB is open-source and free to use for everyone.

How does Coder DB ensure data integrity?

Coder DB implements role-based access controls, regular backups, and sanitization of sensitive information.

Research and data

Coder DB - AI Memory Enhancement System MCP Server — MCP Registry