velvetmonkey/flywheel-memory — MCP server giving AI a knowledge graph over Obsidian vaults.

Description and use

VelvetMonkey’s **flywheel‑memory** is an open‑source MCP (Minecraft‑compatible) server that builds a dynamic knowledge graph from your Obsidian vaults, enabling AI agents to query and reason over your personal notes in real time. It employs a novel 13‑layer scoring system that continuously learns and refines relevance, while remaining fully local‑first with no cloud dependencies. Ideal for developers seeking a privacy‑preserving, backend‑focused AI/ML solution for personal knowledge management.

Problem

velvetmonkey/flywheel-memory helps connect AI assistants to real tools and data through a standard protocol.

Outcome

Early or unclear: treat as research material until maintenance, releases, docs, and issue activity are verified.

Workflow

• connect AI agents to tools
• ship Model Context Protocol servers
• standardize integrations

Evidence

MCP server giving AI a knowledge graph over Obsidian vaults. 13-layer scoring that learns. Local-first, zero cloud.

Source