Marvin The operating system for your AI software team.
Give your AI software team an operating system, not another enormous prompt. Marvin plans, briefs specialised agents, sequences their work and verifies it. He never bulk-implements.
Free for non-commercial use. Commercial use requires a licence from Emprove.
No “done” without evidence
- 01Plan: scope and Definition of Done
- 02Build to the Definition of Done
- 03Completion validator tries to falsify it
- 04Security validator
- 05Handbooks amended
- 06Closed with commits and cost
Validators are always fresh agents, never the builder marking its own homework. A falsified statement sends the task back to build.
Small tasks, small models. Hard tasks, big models.
Marvin sizes every task, and the size decides which AI model does the work. A renamed setting does not need the most expensive model. If a model fails twice, the task moves up to the strongest one.
Agent work you can audit
Guardrails
Every prohibition resolves to one of four actions. No agent treats silence as approval.
Labels as infrastructure
Type, area, severity, origin and size on every item an agent touches. That is what makes statistics possible.
Collect once, report three ways
One stats snapshot per run. Three renders on top of it, none of which re-query the tracker.
Three living handbooks
Each page names the code it documents, so the documenter amends pages instead of duplicating them.
Security discipline
Secrets are never committed or pasted into the tracker. Dependencies are vetted and pinned.
Cost down to the issue
With the telemetry companion, every closed issue carries its cost, per milestone and per tier.
A brain the size of a planet
Named for the Hitchhiker’s android: the brain is canon, the depression is not. Smart, thorough and snappy. He questions everything that does not add up.
Installs into any repository
It reads the repository’s own facts, merges with what already exists and builds a labelled intake structure in the tracker you choose.
Four levels, native.
Three levels plus virtual milestones.
Four levels, native.
A markdown tracker inside the repository.
Emprove Gaia
Marvin works on any software project, and knows the Gaia foundation best: its data structures, templates and rules. That is how a Gaia system grows quickly without losing its shape.
See Emprove GaiaPut Marvin at the helm
We install Marvin into your repository and run the first milestone together.
Free for non-commercial use. Commercial use requires a licence from Emprove.