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Mostly Fiction: Recommended Science Fiction
http://mostlyfiction.com/scifi.htm
A list of recommended science fiction novels categorized by author and containing bibliographies and links to similar lists in other genres.
NESFA Hugo Recommended Reading
http://www.nesfa.org/hugorec.html
Annual reading lists from the New England Science Fiction Association.
Pegasus Nest: Recommended Books
http://yhl.freeservers.com/bookrecs.html
Reviews of recommended fantasy and sf, covering both books and short fiction.
Recommended SF
http://www.klio.org/sf/
A non-definitive guide to good SF and fantasy.
Suggested Reading
http://www.sfwa.org/reading/
Reading list from the Science Fiction and Fantasy Writers of America.
Tiger Heron Science Fiction and Fantasy Books
http://www.sff.tigerheron.com/
A monthly selection of science fiction and fantasy books prepared by a long-time SF&F fan.
Weber's SF Web
http://esp.jct.ac.il/~weber/
List of speculative fiction authors.