Encyclopedia Autonomica

Encyclopedia Autonomica

Discovering APIs with Knowledge Graphs

How semantic graphs help agents pick the right finance data API

Jan Daniel Semrau (MFin, CAIO)'s avatar
Jan Daniel Semrau (MFin, CAIO)
Dec 01, 2025
∙ Paid

A key challenge when equipping agents with a large number of tools is that the agent often cannot reliably determine which tool to choose, especially when the tool set is large. Protocol‑based layers such as Model Context Protocol (MCP) attempt to standardize tool access, but even for them, there is a natural limit. It’s less than 50.

In enterprise setti…

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