{"repo":"Abhigyan-Shekhar/Waggle-mcp","free":true,"listed":false,"github":"https://github.com/Abhigyan-Shekhar/Waggle-mcp","clone":"git clone https://github.com/Abhigyan-Shekhar/Waggle-mcp.git","description":"MCP server for external memory layer for AI agents + more . Download from pypi , and get started","language":"Python","stars":35,"topics":["agent-memory","ai-agents","graph-memory","knowledge-graph","llm-memory","mcp","mcp-server","python"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"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. Tech Stack - Python 3.11+ package built with pyproject.toml - MCP server exposed through waggle-mcp - SQLite graph storage by default, with an optional Neo4j backend - Local sentence-transformers embeddings with a deterministic offline fallback - Ruff, mypy, and pytest for linting, type checks, formatting, and tests - GitHub Actions for pull request CI/CD checks - Vite/React assets for the bundled Graph Studio UI under apps/mcp/graph-ui/ --- Quick Start (No pipx ? Run brew install pipx && pipx ensurepath first.) setup --yes detects Claude Code, Codex, Cursor, Gemini CLI, and Antigravity, writes the MCP config, and installs automatic memory hooks where supported. Restart your client and you're live. Windows users: Run all commands with python -X utf8 or set PYTHONUTF8=1 to avoid UnicodeEncodeError from emoji in log output. Local Development Setup These steps are intended to work on a clean macOS, Linux, or Windows checkout with Python 3.11+ a","default_branch":null,"files":null,"tree":[],"storefront":"/r/Abhigyan-Shekhar","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Abhigyan-Shekhar/Waggle-mcp/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}