Github user chanlee514 commented on the issue:
    @pferrel: I agree, and that would be possible with a general metadata 
registry server which would be the next step. The reason I started by removing 
manifest.json is because the previous database-dependent build was a roadblock 
for PredictionIO in PaaS platforms such as Heroku. 
    Information in engine.json is written during `pio train` as engineInstance.

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