Pioneer Muni High Income Trust. Replay the stock market charts of MHI day by day back to 2003. Open long and short positions without spending any money. Pioneer Municipal High Income Trust is a diversified, closed-end management investment company. Its investment objective is to seek a high level of current income exempt from regular federal income tax and capital appreciation.