Model Context Protocol: Adding Memory to Any Agent in 5 Minutes

Integration is the enemy of developer velocity. To make Spector instantly usable, we packaged it with built-in Model Context Protocol (MCP) support.

MCP is a standard that allows agents to interact with tools directly.


The Exposed Toolset

Spector's MCP server exposes 17 cognitive tools, including:

  • remember: Write memories to specific tiers.
  • recall: Query memory using cognitive profiles.
  • reinforce: Apply dopamine reward feedback.
  • suppress: Temporarily inhibit specific nodes.

Any MCP-compliant agent (like Claude Desktop or custom LangChain setups) can connect to the port and gain cognitive memory immediately.