Jumbo.Cli

Jumbo.Cli is a local-first CLI tool that gives your AI coding agents persistent memory and structured project context. It addresses common frustrations with coding agents such as agent amnesia, slop, vendor lock-in, and lack of portability. By automatically saving project details, decisions, and constraints, Jumbo ensures agents always have the correct context, enabling them to write shippable code on the first attempt. The tool is designed for developers who use AI coding agents extensively and want to improve consistency and quality of agent-generated code. It hooks into agent sessions, injects relevant project context, and curates a context packet when the agent begins a goal. New insights are captured as you work, growing project memory over time. Jumbo supports running multiple agents in parallel and manages context windows for longer sessions. Jumbo’s key differentiator is its interoperability: it is harness- and model-agnostic, working with any agent harness that supports AGENTS.md or the open agent skill standard. Your context stays with you even if you switch models or tools. All data remains local with no network calls, ensuring privacy and speed. Jumbo also provides CLI commands for managing memories directly. Jumbo is open-source (source available on GitHub) and is built on the principle that your agent's memory should be yours to control and move. It solves core problems of context rot and agent coordination, making coding with agents more productive. Unlike integrated solutions that lock memory to a vendor, Jumbo gives you portability and full control.