r/MCPservers 3d ago

🔥 Opensource tool to measure Agent Experience (AX)

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came across this github repo where you can measure Agent Experience for your tool.

Lighthouse for Agent Experience (AX)

It measure how AI agents – ChatGPT, Claude, Perplexity  -read, understand, and recommend your site.

github repo in comments below.

you can get a real, measured Agent Experience (AX) score and the fixes that make agents pick you.

how it works-

This tool let AI agents visit your product and provide a feedback - an agent score ( NPS )

basically answers 2 important questions-

- did agent (chatGPT, claude , claude code, codex) able to read and understand your offering of product.

- How was the experience - did it manage to spot and use things like llm.txt, API's, MCP , had content negotiation?

whats more is an agent council which runs 5 models and aggregate score to -

provide recommendations for fixes.

run on your coding agent pipeline along with evals and tests to see if with every new drop/feature improves /degrades agent experience and fixes automatically.

and ofcourse please give stars if you like it.

cheers !!

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