One shared memory for every agent in a project, over MCP:

A developer released agent-memory, an open-source project that provides a shared memory layer for AI coding agents over the Model Context Protocol (MCP). The tool is fully local, using Ollama, Qdrant, and Mem0, requires no API keys, and auto-generates configurations for five agents, including OpenCode, Claude Code, Cursor, and Kilo Code. The project is licensed under Apache 2.0.

GitHub - sanprat/agent-memory: Universal MCP memory layer for AI coding agents OpenCode, Claude Code, Cursor, Kilo Code . Self-hosted with Mem0 + Qdrant. Seed rules once, all agents remember. · GitHub Universal MCP memory layer for AI coding agents OpenCode, Claude Code, Cursor, Kilo Code . Self-hosted with Mem0 + Qdrant. Seed rules once, all agents remember. - sanprat/agent-memory github.com