If you're OK not using Pandoc, mkdocs would seem to fit your needs.
If you definitely want to use Pandoc-flavoured Markdown, you could check out pdsite. I wrote it as a way to get mkdocs-style site generation with more input formats (like emacs org-mode) and without the Python dependencies - you pass in a folder of Markdown files and get out an HTML site (including automatically-generated multi-level navigation links). It's similar to Serge Stroobandt's approach in that it's just a shell script (it does require you to have tree
installed however). Unfortunately it doesn't have a search function yet, although that wouldn't be too hard to add...