MCP Servers · Memory

Abhigyan-Shekhar/Waggle-mcp

Name: Abhigyan-Shekhar/Waggle-mcp
Author: Various

MCP server for external memory layer for AI agents + more .

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Our verdict

Not reviewed yet

We have not reviewed Abhigyan-Shekhar/Waggle-mcp yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About Abhigyan-Shekhar/Waggle-mcp

Waggle-mcp is an MCP server that provides an external memory layer for AI agents. It is installed via PyPI and allows agents to persist and retrieve information across sessions.

Best for

Developers experimenting with persistent memory for AI agents in Python

Use cases

Give AI agents long-term memory for ongoing conversations
Store and recall context across different agent sessions
Build persistent knowledge bases for agent workflows

Notes

12 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Pros

Simple installation via pip
Enables persistent memory for stateless agents
Open-source and extensible

Cons

Very early stage with only 12 GitHub stars
Limited documentation and community support
Unclear performance and reliability at scale

Key facts

What we have checked

Days since the last commit: 2; Checked 26 Oct 2026GitHub
GitHub forks: 138; Checked 26 Oct 2026GitHub
GitHub stars: 44; Checked 26 Oct 2026GitHub
Days to a first reply on issues: 2.3; Checked 26 Oct 2026GitHub
Open issues: 171; Checked 26 Oct 2026GitHub
Releases in the last 90 days: 7; Checked 26 Oct 2026GitHub

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

How to use

How to set it up

As the listing publishes it. We have not run this install.

Install

pip install -e ".[dev]"

Tools exposed

get_project_brief
recall_memory
propose_memory_change
apply_approved_memory_change
load_abhi_for_session

Clients the listing names (not checked here)

Claude Desktop, Claude Code, Cursor, Continue, VS Code, ChatGPT

Install

Add Abhigyan-Shekhar/Waggle-mcp to your client

Not verified yet

Our lab has not run this server yet. "Config checked" on a client means the recipe matches that client's documented config format; it does not mean we ran it.

Claude Code

Config checked

Run in your terminal (runs on your computer)

claude mcp add --transport stdio abhigyan-shekhar-waggle-mcp -- uvx waggle-mcp@0.1.8

Version 0.1.8 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Claude Code's config docs

Claude Desktop

Config checked

Add to claude_desktop_config.json (runs on your computer)

{
  "mcpServers": {
    "abhigyan-shekhar-waggle-mcp": {
      "command": "uvx",
      "args": [
        "waggle-mcp@0.1.8"
      ]
    }
  }
}

Version 0.1.8 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Claude Desktop's config docs

Cursor

Config checked

Add to .cursor/mcp.json (runs on your computer)

{
  "mcpServers": {
    "abhigyan-shekhar-waggle-mcp": {
      "command": "uvx",
      "args": [
        "waggle-mcp@0.1.8"
      ]
    }
  }
}

Version 0.1.8 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Cursor's config docs

VS Code

Config checked

Add to .vscode/mcp.json (runs on your computer)

{
  "servers": {
    "abhigyan-shekhar-waggle-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "waggle-mcp@0.1.8"
      ]
    }
  }
}

Version 0.1.8 · From the Official MCP registry, read 24 Oct 2026 · Format checked against VS Code's config docs

Codex

Config checked

Add to ~/.codex/config.toml (runs on your computer)

[mcp_servers.abhigyan-shekhar-waggle-mcp]
command = "uvx"
args = ["waggle-mcp@0.1.8"]

Version 0.1.8 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Codex's config docs

ChatGPT: ChatGPT connects only to remote servers that need no API key.

Recipes come from the server's entry in the official MCP registry. Check the package name before you run it, and keep keys out of shared files.

Works with

What Abhigyan-Shekhar/Waggle-mcp connects to

5 clients, each with how we know and when we checked.

Works with	Type	How we know	Checked
Claude Code	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.8Config checked	24 Oct 2026Claude Code docs
Claude Desktop	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.8Config checked	24 Oct 2026Claude Desktop docs
Cursor	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.8Config checked	24 Oct 2026Cursor docs
VS Code	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.8Config checked	24 Oct 2026VS Code docs
Codex	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.8Config checked	24 Oct 2026Codex docs

Health and security

Is Abhigyan-Shekhar/Waggle-mcp looked after, and what do its setup files show

Health score

65 out of 100

Does someone look after this repository? It does not say the code is good or safe. Worked out from GitHub signals checked 26 Oct 2026. How it is worked out

Part	Points	What we saw
Recent activity	30 of 30	Last push 2 days ago
Releases	15 of 15	7 releases in 90 days
Issue replies	20 of 20	First reply in 2.3 days (median)
Maintainer	0 of 15	Owned by a single user
Official source	0 of 20	Community server

Alternatives

Alternatives to Abhigyan-Shekhar/Waggle-mcp

Record	Type	How we know	Checked
topoteretes/cogneeThis is an alternative to it	MCP server	Named in the listing	Not dated
vectorize-io/hindsightThis is an alternative to it	MCP server	Named in the listing	Not dated

Compare

Compare Abhigyan-Shekhar/Waggle-mcp side by side

Sources

Where this comes from

GitHubRegistry
Checked 26 Oct 2026 · Days since the last commit, GitHub forks, GitHub stars, Days to a first reply on issues, Open issues, Releases in the last 90 days

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog