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To embed Sage code in html files using a sagecell server is the first choice. For instructions and examples see:

http://sagecell.sagemath.org/static/about.html?v=076b8b4093fa6a45a81e291c7e2b8fb7#embedding

I am afraid, you have to do some work manually. A lot of copy and paste. Likely you will get some deprecation warnings.