Chapel Hill Sgt. Melvin Smith led the meeting, which took place at Hargraves Recreational Center.
Smith told a crowd of 20 about the program, coined the We Care Youth Program, which seeks to identify kids in need and help them find jobs, finish their education or even find a trade.
"We want to help bridge the gap where kids usually fall through the cracks," Smith said.
The program will involve sports events, peer and adult mentoring, arts projects and other events that will encourage kids to get off the streets.
"We need to take the toughest problems, the ones who feel the most alienated, and get them back engaged," said Al McSurely, a Chapel Hill attorney who attended the meeting.
The group will be focusing on at-risk kids from all age groups, starting with children as young as 8 years old. "We want to work with some 8- to 10-year-olds because they will be the ones in five years that we may be seeing in the station," Smith said.
Although local schools already have enacted numerous outreach programs to help at-risk kids, the We Care Youth Program plans to help kids during school vacations, such as Thanksgiving, spring and summer breaks.
"We're not trying to take the place of schools," Smith said. "We are simply trying to help kids stay off the streets when there is simply nothing else to do."
Police Chief Gregg Jarvies said the Chapel Hill police already have provided some funding, but the program is relying on private and business donations to donate money.