I am using TweeboParse from CMU for pos tagging and dependency parser. The parser return word and pos but I am unable to find any normal means to find Noun Phrase from the data
You can use this libraries and tools for NLP analysis of any kind:
Stanford's Core NLP. Includes tools for part of speech tagging, grammar parsing, named entity recognition, and more.
http://stanfordnlp.github.io/CoreNLP/
Apache OpenNLP. Using a different underlying approach than Stanford's library, the OpenNLP project is an Apache-licensed suite of tools to do tasks like tokenization, part of speech tagging, parsing, and named entity recognition.
http://opennlp.apache.org/
GATE. GATE can be used for all types of computational tasks involving human language.