io.github.Abhigyan-Shekhar/Waggle-mcp MCP Server

Name: io.github.Abhigyan-Shekhar/Waggle-mcp MCP Server
Author: io.github.Abhigyan-Shekhar

io.github.Abhigyan-Shekhar/Waggle-mcp

Repository Registry

What is the io.github.Abhigyan-Shekhar/Waggle-mcp MCP server?

Persistent graph-backed conversational memory for AI agents.

How to install io.github.Abhigyan-Shekhar/Waggle-mcp

Copy-paste configuration for popular MCP clients.

transport: stdio

Config generated by PluginBench — verify against the source before use.

Environment / auth

WAGGLE_TRANSPORT
Transport mode for the MCP server.
WAGGLE_BACKEND
Backend database type: sqlite for local use or neo4j for service deployments.
WAGGLE_DB_PATH
Path to the SQLite memory database when WAGGLE_BACKEND is sqlite.
WAGGLE_DEFAULT_TENANT_ID
Default tenant ID for local or shared memory isolation.
WAGGLE_MODEL
Sentence-transformers model used for local embeddings.

Claude Desktop

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

{
  "mcpServers": {
    "Waggle-mcp": {
      "command": "uvx",
      "args": [
        "waggle-mcp"
      ],
      "env": {
        "WAGGLE_TRANSPORT": "<YOUR_WAGGLE_TRANSPORT>",
        "WAGGLE_BACKEND": "<YOUR_WAGGLE_BACKEND>",
        "WAGGLE_DB_PATH": "<YOUR_WAGGLE_DB_PATH>",
        "WAGGLE_DEFAULT_TENANT_ID": "<YOUR_WAGGLE_DEFAULT_TENANT_ID>",
        "WAGGLE_MODEL": "<YOUR_WAGGLE_MODEL>"
      }
    }
  }
}

Cursor

~/.cursor/mcp.json

{
  "mcpServers": {
    "Waggle-mcp": {
      "command": "uvx",
      "args": [
        "waggle-mcp"
      ],
      "env": {
        "WAGGLE_TRANSPORT": "<YOUR_WAGGLE_TRANSPORT>",
        "WAGGLE_BACKEND": "<YOUR_WAGGLE_BACKEND>",
        "WAGGLE_DB_PATH": "<YOUR_WAGGLE_DB_PATH>",
        "WAGGLE_DEFAULT_TENANT_ID": "<YOUR_WAGGLE_DEFAULT_TENANT_ID>",
        "WAGGLE_MODEL": "<YOUR_WAGGLE_MODEL>"
      }
    }
  }
}

Windsurf

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "Waggle-mcp": {
      "command": "uvx",
      "args": [
        "waggle-mcp"
      ],
      "env": {
        "WAGGLE_TRANSPORT": "<YOUR_WAGGLE_TRANSPORT>",
        "WAGGLE_BACKEND": "<YOUR_WAGGLE_BACKEND>",
        "WAGGLE_DB_PATH": "<YOUR_WAGGLE_DB_PATH>",
        "WAGGLE_DEFAULT_TENANT_ID": "<YOUR_WAGGLE_DEFAULT_TENANT_ID>",
        "WAGGLE_MODEL": "<YOUR_WAGGLE_MODEL>"
      }
    }
  }
}

VS Code

.vscode/mcp.json

{
  "servers": {
    "Waggle-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "waggle-mcp"
      ],
      "env": {
        "WAGGLE_TRANSPORT": "<YOUR_WAGGLE_TRANSPORT>",
        "WAGGLE_BACKEND": "<YOUR_WAGGLE_BACKEND>",
        "WAGGLE_DB_PATH": "<YOUR_WAGGLE_DB_PATH>",
        "WAGGLE_DEFAULT_TENANT_ID": "<YOUR_WAGGLE_DEFAULT_TENANT_ID>",
        "WAGGLE_MODEL": "<YOUR_WAGGLE_MODEL>"
      }
    }
  }
}

Claude Code

claude mcp add Waggle-mcp --env WAGGLE_TRANSPORT=<YOUR_WAGGLE_TRANSPORT> --env WAGGLE_BACKEND=<YOUR_WAGGLE_BACKEND> --env WAGGLE_DB_PATH=<YOUR_WAGGLE_DB_PATH> --env WAGGLE_DEFAULT_TENANT_ID=<YOUR_WAGGLE_DEFAULT_TENANT_ID> --env WAGGLE_MODEL=<YOUR_WAGGLE_MODEL> -- uvx waggle-mcp