componentDidUpdate() {
    let hash = this.props.location.hash.replace('#', '');
    if (hash) {
        let node = ReactDOM.findDOMNode(this.refs[hash]);
        if (node) {
            node.scrollIntoView();
        }
    }
}

Then set a ref like this:

<h3 ref='scroll_here'>Scroll to here</h3>

Then you can just add #scroll_here to the end of your URL.

Found it on Reddit and so far this is the best solution yet