The visitors took the lead through midfielder Andreas Lasnik in the 12th minute but former Germany international striker Carsten Jancker levelled just before half-time.
The point lifts Vienna a point clear of Sturm Graz on 37 points while Mattersburg remain in sixth place with 32 points.
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