EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·26d ago·5 min read
Show HN: Friday – Self-hosted persistent memory for AI coding agents (MCP)
TL;DR
A new open-source tool called MCP provides a self-hosted persistent cognitive memory layer for AI coding agents, enhancing their ability to retain and utilize information. This innovation aims to improve the interaction between developers and AI by creating a more coherent memory structure.
✦ Why It Matters
Start using MCP today to enhance your AI coding agent's memory capabilities and improve your development workflow.
Key Takeaways
- Integrate Friday with your existing AI tools for persistent memory.
- Reduce context rebuilding time by up to 40% with Friday.
- Utilize the visual knowledge graph to explore project architecture.
- Ensure data privacy by self-hosting Friday on your infrastructure.
How It Works
Friday operates as a cognitive memory layer that connects to AI coding tools via the Model Context Protocol (MCP). It retains information across sessions, allowing AI agents to access previously stored memories and facts.
This is achieved through a combination of semantic memory, vector search, and a knowledge graph, which automatically organizes and links information without manual input. When an AI agent needs context, it queries Friday, which retrieves only the most relevant memories, significantly reducing the amount of data processed and improving efficiency.