Use Link Diagnosis. It requires a Firefox plug-in and provides an amazing amount of detail including kw link text and whether the link is no-follow. However, it is buggy and it takes several attempts to get it to generate a report.
I've downloaded this free tool a couple of days ago and it works (and has a PRs column in the results too)...unfortunately the free version has several limitations - you can't save nothing for example