by Abhigyan-Shekhar · MCP Server · ★ 25
waggle-mcp Persistent memory that remembers decisions, reasons, and contradictions across sessions. Your AI forgets everything when the context window closes. Waggle gives it a graph-backed brain that persists. Not a code indexer. A conversational memory engine — it stores what you decided, why you decided it, and what changed, so the next session picks up where the last one left off. Core This repository is the public Waggle product repo: Apache-2.0 licensed, available on GitHub and PyPI, and focused on the local-first memory engine.
| Stars | 25 |
| Forks | 109 |
| Language | Python |
| Category | MCP Server |
| License | Apache-2.0 |
| Quality Score | 74.1266447576148/100 |
| Open Issues | 155 |
| Last Updated | 2026-07-08 |
| Created | 2026-04-12 |
| Platforms | mcp, python |
| Est. Tokens | ~21k |
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Waggle-mcp is MCP server for external memory layer for AI agents + more . Download from pypi , and get started. It is categorized as a MCP Server with 25 GitHub stars.
Waggle-mcp is primarily written in Python. It covers topics such as agent-memory, ai-agents, graph-memory.
You can find installation instructions and usage details in the Waggle-mcp GitHub repository at github.com/Abhigyan-Shekhar/Waggle-mcp. The project has 25 stars and 109 forks, indicating an active community.
Waggle-mcp is released under the Apache-2.0 license, making it free to use and modify according to the license terms.