"NumPy" matching MCP servers:

Enables agents to perform local Houston retail site-selection analysis by calling ArcPy/numpy tools over stdio for geocoding, hex profiling, overlay suitability, embedding similarity, hot-spot detection, and validation, with sources, checks, and caveats included.

Provides a token-efficient exact math engine for AI agents, enabling computation of derivatives, integrals, equations, and optimized Python/NumPy code via a single MCP tool.

Memory for facts that change. A retrieved record is marked SUPERSEDED, with when a later record replaced it, so an assistant does not answer with a value that is no longer true. Single file, numpy the only dependency, runs with a local embedding model or none at all.