How MCP is Changing AI Agent Memory (And Why It Matters)

Model Context Protocol is transforming how AI agents store and retrieve memory. Here is why it matters.

What is MCP?

Model Context Protocol is a standard for connecting AI agents to external tools and data sources. It replaces custom integrations with a universal interface.

Squish MCP Tools

Squish exposes 7 MCP tools: remember, recall, forget, link, context, stats, and inspect. Each handles a specific memory operation.

Performance

39 ops/sec throughput, 6.6ms embedding, 6.1ms search. All running locally with zero external dependencies.

Squish documentation