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April 23, 2025
·
London
Token-efficient MCP servers
This talk covers building token-efficient MCP servers to allow LLMs to access large web APIs without exceeding context limits, featuring technical details and live demos.
Overview
I’m building an open standard for converting any web API into an MCP server: https://www.open-mcp.org/
Some web APIs have hundreds of endpoints with large request bodies, adding up to millions of tokens. I’m exploring ways to deal with this so we can give LLMs access to large APIs without eating up all the context.
Links
OpenMCP standardizes token-efficient conversion of web APIs to MCP servers.
OpenMCP converts web APIs to token-efficient MCP servers for LLM access.
Tech stack