Major Mike Lee with the Harris County Sheriff's Office posted a picture of the guns on Twitter.
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Major Lee said that neighbors in the Langham Creek area called officials to report gunfire.
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When deputies arrived, they found 19 firearms and a half pound of marijuana at the home.
The suspect fled the scene before deputies arrived.