SERVER

Waggle-mcp

Rank #3,669

io.github.Abhigyan-Shekhar/Waggle-mcp

Persistent graph-backed conversational memory for AI agents.

1 version

42 GitHub stars

by Abhigyan-Shekhar (1 servers)View repository ↗Claim this server

First listed

Apr 12, 2026

Last publish date

Apr 21, 2026

OVERVIEW

Waggle-mcp is a Model Context Protocol (MCP) server published by Abhigyan-Shekhar. It ranks #3,669 of 132,046 servers tracked on MCP Toplist, and its repository has 42 GitHub stars. Waggle-mcp is listed across 3 registries — Official MCP, Glama and mcp.so, with 1 tracked version. It was first listed on Apr 12, 2026 and most recently updated on Apr 21, 2026.

STANDING

#3,669of 132,046 tracked serversTop 5%

Ranks ahead of 128,377 of 132,046 servers on MCP Toplist.

Recent momentum

+40GitHub stars since May 18 (+2000%)

CONNECT

Use Waggle-mcp

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Python package (PyPI)

claude mcp add waggle-mcp -e "WAGGLE_TRANSPORT=<your WAGGLE_TRANSPORT>" -e "WAGGLE_BACKEND=<your WAGGLE_BACKEND>" -e "WAGGLE_DB_PATH=<your WAGGLE_DB_PATH>" -e "WAGGLE_DEFAULT_TENANT_ID=<your WAGGLE_DEFAULT_TENANT_ID>" -e "WAGGLE_MODEL=<your WAGGLE_MODEL>" -- uvx waggle-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.waggle-mcp]
command = "uvx"
args = ["waggle-mcp"]

[mcp_servers.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>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "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>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "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>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "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>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "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>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "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>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

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Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.Abhigyan-Shekhar%2FWaggle-mcp.svg)](https://mcptoplist.com/server/io.github.Abhigyan-Shekhar%2FWaggle-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.Abhigyan-Shekhar%2FWaggle-mcp"><img src="https://mcptoplist.com/badge/io.github.Abhigyan-Shekhar%2FWaggle-mcp.svg" alt="MCP Toplist: Top 5% of 132,046" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 3 registries

Official MCP

Glama

mcp.so

ORGANIZATION

Abhigyan-Shekhar

Organization

Abhigyan-Shekhar

Servers in org

Versions across org

VERSIONS

Available versions (1)

Version	Published
0.1.8	Apr 21, 2026

FAQ

Frequently asked questions

Who maintains Waggle-mcp?: Waggle-mcp is maintained by Abhigyan-Shekhar, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
Is Waggle-mcp listed on the Official MCP Registry?: Yes — Waggle-mcp is listed on the Official MCP Registry, alongside Glama and mcp.so.
How many versions does Waggle-mcp have?: MCP Toplist tracks 1 version of Waggle-mcp, most recently published on Apr 21, 2026.
Where can I find the source code for Waggle-mcp?: The source code for Waggle-mcp is hosted at github.com/Abhigyan-Shekhar/Waggle-mcp.

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