What Municiprompt is

The short version

Municiprompt is a library of 1,900 writing agents built for city work, covering 20 departments. A member of staff picks the agent for the job in front of them, adds a few details, and gets a complete draft to review — an incident report, a grant application, a council memo, a public notice.

It is not a general-purpose chatbot. Every agent was written for one specific municipal task, so staff do not have to know how to talk to an AI to get something useful out of it. There is nothing to learn beyond choosing from a list.

The problem it solves

Most cities already know they should be using AI and do not know where to begin. The tools available are built for marketing teams and software companies, they assume the user knows how to write an agent, and they give no thought to public records, retention, or what happens to the material afterwards.

Staff fill that gap themselves, usually with a personal account on a consumer tool, which is where the real risk sits: city material on an individual's login, outside any policy the city controls.

What a city gets

• Every agent in all 20 departments, for every member of staff
• Usage pooled across the city rather than metered per person
• One administrator with control over departments, permissions and reporting
• Drafts that stay the city's property and are never used to train an AI model
• An agent written for you if the job your staff repeat most is not in the library

What it is not

• It does not send anything on your behalf — every draft is reviewed by a person before it goes anywhere
• It does not make decisions, and it does not replace professional judgment
• It does not change your obligations under your state's public records law