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lunr.js looks pretty nice, seems very useful for tiny browser based stuff. For something a bit more heavyweight, I've used natural node[1] which is quite good - though not available in browser. https://github.com/NaturalNode/natural
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Oh neat, what'd you do at Thomson Reuters? I notice your blog is filled with NLP related goodies. I've been meaning to screw around with Stanford NER lib, to see if i can train up some custom recognizers for particular document domains of any utility.
I worked on a bunch of products, but the longest term one was the a side-product to WestLaw, Firm360, which was a market research tool for law firms that came from an acquisition (FindLaw). I worked on some of the data-warehousing stuff, and got to talk to a lot of people who worked on the content side. There were some teams near me that did similar things (People Map / KeyCite).
Uses some sorts of social Open Calais-type activities