Maybe use current directory as a taskwarrior project filter

gistfile1.sh

function t() {
    project=$(basename `pwd`);
    tp=( $(task _projects | grep $project) );

    if [[ -n $tp ]]; then
        task "$@" project:$project;
    else
        task "$@"
    fi
}