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[ARTICLE · art-115578] src=dev.to ↗ pub= topic=ai-agents verified=true sentiment=· neutral

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.

read1 min views3 publishedAug 30, 2026

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
source & further reading
dev.to — original article The Hidden Security Blind Spots in Local AI Workflows Prompt Engineering Is Dead. Long Live Harness Engineering. I Replaced grep-Based Code Review with a Knowledge Graph + MCP. Here Are 3 Bugs Vector Search Missed.
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