I have a Github repo and pushed tags on it.
This is my gradle file of my main project.
apply plugin: 'com.android.application'
android {
    compileSdkVersion 23
    buildToolsVersion "23.0.0"
    defaultConfig {
        applicationId "dropbox.ric.es.myapplication"
        minSdkVersion 16
        targetSdkVersion 23
        versionCode 1
        versionName "1.0"
    }
    buildTypes {
        release {
            minifyEnabled false
            proguardFiles getDefaultProguardFile('proguard-android.txt'), 'proguard-rules.pro'
        }
    }
}
repositories {
    //mavenCentral()
    //jcenter()
    maven { url "https://jitpack.io" }
}
dependencies {
    compile fileTree(dir: 'libs', include: ['*.jar'])
    compile 'com.android.support:appcompat-v7:23.0.1'
    compile 'com.github.rchampa:DropboxHttpConector:1.0.1'
}
But when I sync gradle I have the following error Failed to resolve com.github.rchampa:DropboxHttpConector:1.0.1
Another attempt:
allprojects {
    repositories {
        jcenter()
        maven { url "https://jitpack.io" }
    }
}
dependencies {
    compile fileTree(dir: 'libs', include: ['*.jar'])
    compile 'com.android.support:appcompat-v7:23.0.1'
    compile 'com.github.rchampa:DropboxHttpConector:1.0.1'
}
Still failing.
For anyone else that made the simple mistake I made:
Ensure you add the maven { url "https://jitpack.io" } under allprojects instead of buildscript.
Project build.gradle file:
buildscript {
    repositories {
        jcenter()
        // DO NOT ADD IT HERE!!!
    }
    ...
}
allprojects {
    repositories {
        mavenLocal()
        jcenter()
        // ADD IT HERE
        maven { url "https://jitpack.io" }
    }
}
Thanks to Alexander Pacha for pointing that out in a comment above.
After a few attempts and thanks to jitpack support now I can import my library hosted in Github as a Android Gradle dependency.
I will provide a a few very useful links:
How setup your java library
https://jitpack.io/docs/BUILDING/#gradle-projects
How check logs of your dependency in jitpack
https://jitpack.io/com/github/USER/REPO/TAG/build.log
In my case
https://jitpack.io/com/github/rchampa/DropboxHttpConector/1.0.3/build.log
                        Newer versions of Android Studio don't use allprojects anymore.
Open the file settings.gradle and add the repository as shown below:
dependencyResolutionManagement {
    repositoriesMode.set(RepositoriesMode.FAIL_ON_PROJECT_REPOS)
    repositories {
        google()
        mavenCentral()
        maven { url 'https://jitpack.io' } // <- here we go
        jcenter()
    }
}
Also remove the code below from the file project's build.gradle, if it is still there:
allprojects {
repositories {
    jcenter()
    maven { url "https://jitpack.io" }
}}
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