For what it's worth, I ended starting the web server via http.server, like 
this:

class Handler(MetricsHandler):
    def do_GET(self):
        if self.path.endswith('/metrics'):
            return super().do_GET()
        self.send_response(200)
        self.send_header('Content-type', 'text/plain')
        self.end_headers()
        self.wfile.write(b'OK')

REGISTRY.register(Collector())

http.server.HTTPServer(('', 8080), Handler).serve_forever()

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