The Madiro Labs Implementer Platform

From requirement to deployed system, guided by AI.

It reuses the implementation knowledge you already have, captures what every project teaches, and completes the work itself, from configuration management to deployment. Working from the Jira and GitHub Issues you already track, it puts years of collective implementation experience inside your favorite AI client.

Users Madiro ImplementerWeb UI Madiro ImplementerMCP for Desktop and IDE IMPLEMENTATION REQUIREMENTS MADIRO LABS IMPLEMENTER PLATFORM TRACKED IN Jira GitHub Continuous Learning & Optimization Loop TASKS KNOWLEDGE ACTIONS Users FacilityDetails Reports Registration Forms Concepts Organizationknowledge Medicalknowledge Implementationknowledge Systemknowledge Tasksmemory Analyze Configure Integrate Pull request Validate Deploy Memorizeand Evaluate

The platform end to end, from access through the continuous learning loop.

Already in use at

Why it matters

Keep your knowledge. Keep your independence.

In 2025, international setbacks cost many programs their implementing partners, their experts, and years of hard won knowledge. The platform turns that experience into a living memory, personal, organizational, and governmental, so it is never lost again.

Your requirements and your code stay in your own systems, which keeps you sovereign over your stack. A person always gives the final sign off before anything deploys.

Grounded in open source and open standards, the knowledge and configurations you build can be shared back with the community, so the whole ecosystem grows stronger, not just your own stack.

~5x
less effort to prepare and maintain an implementation, measured with manual vs. AI evaluations

What it does

Reuse what you know, capture what you learn, and get it done.

More than a knowledge base, and more than an assistant. It puts your implementation knowledge to work, grows it with every project, and completes the work itself.

Reuse what you know

It brings your existing organizational, medical, and system knowledge, working from the tasks you already track in Jira and GitHub Issues. No implementation starts from a blank page.

Capture what you learn

Every project adds to a living memory. New decisions, configurations, and lessons are recorded and ready to reuse, so your team and new joiners build on each other instead of starting over.

Complete the work

It does the implementation itself, from configuration management to validation and deployment. Run it automatically, on a schedule, or on demand, reviewed by an LLM judge and confirmed by a person before anything ships.

Two ways in

Work the way you already work.

Madiro Implementer Web UI

A guided workspace in the browser for planning, reviewing, and tracking implementation work from one place.

Madiro Implementer MCP

For Desktop App and IDE. Bring the platform into the tools your engineers already live in, no context switching.

Connected to your stack

It plugs into the tools you already run.

It works with the systems you already run, and the forms, mappings, and configurations it produces can go back to the community. Onboard a new system or a new medical program whenever your work expands.

OpenMRS

Open medical record system

Open Concept Lab

Shared clinical concepts

OpenFn

Data integration workflows

Superset

Analytics and dashboards

Continuous learning

It gets sharper with every deployment.

The loop does not stop at deploy. The platform memorizes and evaluates each outcome and feeds it back into task memory, so results get sharper over time and the AI cost of each run keeps falling.

Trust and control

Governance and observability, built in.

Everything the platform does is visible, auditable, and under your control.

User and knowledge governance
Full observability
Audit trails
Built-in evaluations

Plans

Built for who you are.

Whether you contribute to open source, deliver implementations as a service, run your own systems, or operate at national scale, there is a fit. Full pricing lands in September, and early access shapes it.

Contributor Free

Individuals and open-source communities.

  • Web UI and MCP access
  • Open community knowledge
  • Public contributor page
  • No LLM as a judge review
Get early access →

Contractor

Service providers delivering for clients.

  • Private knowledge and multi-client workspaces
  • Reusable configurations across clients
  • Observability and evaluations
Get early access →

Organization

Organizations running systems.

  • Organizational memory and governance
  • LLM as a judge review
  • Deploy, with audit trails
  • Onboard new systems and programs
  • Priority support
Get early access →

Public Institution

Ministries and national programs.

  • Governmental memory
  • Sovereign deployment on your infrastructure
  • Full governance, audit, and SLAs
Get early access →
Limited early access

Onboard before pricing lands in September.

We are onboarding a limited first cohort of open-source communities, service providers, organizations, and institutions. Get in before pricing lands in September, and help shape the platform while you are early.

If the form does not load, reach us through labs.madiro.org.