AcademyMCP serversProductivity

Waggle MCP Server

Project managers and teams who want decisions, requirements and open questions kept between conversations and reviewed in one place.

  • Recommendedour rating
  • 44gitHub stars
  • Apache-2.0licence
  • todaylast update
claude mcp add waggle -- waggle-mcp serve --transport stdio
README.md

Loading the file...

What it does

A local-first memory layer for AI agents. It extracts facts from conversations into typed nodes, stores them with local embeddings, answers time-based queries and flags conflicting facts. Teams can inspect and edit the memory graph in Graph Studio. It requires Python 3.11 or newer.

Use cases

  1. 01Keep a record of project decisions and their reasons
  2. 02Find what a requirement said on an earlier date
  3. 03Spot when two recorded facts contradict each other

Questions about
Waggle MCP Server.

What is Waggle MCP Server used for?

Project managers and teams who want decisions, requirements and open questions kept between conversations and reviewed in one place. A local-first memory layer for AI agents. It extracts facts from conversations into typed nodes, stores them with local embeddings, answers time-based queries and flags conflicting facts. Teams can inspect and edit the memory graph in Graph Studio. It requires Python 3.11 or newer.

How do I install Waggle MCP Server?

Run this in your terminal: claude mcp add waggle -- waggle-mcp serve --transport stdio

Is Waggle MCP Server open source?

Yes. The code is on GitHub (Abhigyan-Shekhar/Waggle-mcp) under the Apache-2.0 licence.

Is Waggle MCP Server safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.