prism-mcp: Prism MCP is a persistent memory server for AI agents, solving the problem of agents forgetting everything between sessions. It offers zero-config setup, time travel for memory versions, behavioral learning, multi-agent hivemind, and a visual dashboard — all with no cloud dependencies.; ncp: NCP (Natural Context Provider) is an MCP aggregator that consolidates 50+ disparate MCP servers into a single unified interface for AI agents. Instead of loading every tool definition upfront and burning tokens, agents use three simple tools — find, code, and run — to discover and invoke any capability on demand. Code mode lets the agent write TypeScript workflows combining multiple tools in one step. NCP reports 97% fewer tokens consumed and 5x faster tool selection compared to loading individual MCP servers.
Long-running feature work: save end-of-day state, restore full context next morning
Reducing token costs when an AI agent needs access to many tools