The platform

How Recommengine works.

Agents do the reasoning. Workflows sequence them. Engines package the whole thing into something you can converse with and reuse. Every layer is composable, policy-gated and traceable — here's each one.

How it works

From scattered context to a confident decision.

1
Compose

Assemble AI agents and workflows into a reusable engine — set its goals, constraints and tools.

2
Converse

Talk to your engine through Rico. It fuses context across chat, calendar, maps and files as you go.

3
Decide & learn

Get a traceable recommendation you can act on — every decision is explainable, auditable and reusable.

What you get

Everything you need for trustworthy AI decisions.

Composable agents & workflows

Build engines from agents, workflows and policy-gated tools — no engineering backlog.

Traceable by default

Every recommendation shows its execution path and context provenance. Explainable, auditable, yours.

Open & portable

Connect any MCP tool, drive it from chat or the CLI, and run it where you want — cloud, hybrid or on-prem.

Use cases

One engine pattern, every decision you make.

Personal ops
Decide what deserves your attention

Fuse calendar, chat, location and files into one engine that surfaces what's urgent now, what can wait, and why — as ranked, explainable proposals instead of another inbox.

Engineering
An agent on call for your codebase

Stream CLI activity into Recommengine, run plan-first workflows behind human approval gates, and delegate bounded repo work to cloud agents — every step traceable and policy-gated.

Research & analysis
Conclusions with receipts

Compose agents that gather context through MCP tools — web lookup, files, databases — and return recommendations with full provenance, so you can show exactly how each conclusion was reached.

Operations
Turn signals into decisions

Route events and sources through workflows that don't just alert — they recommend the next action, with an audit trail and ownership-safe isolation across your whole team.

The library

Snap in production-ready components.

Give your engines real-world context. Fuse chat, calendar, maps and files — then extend with MCP tools and wire them together your way.

Essentials
Chat
Real-time messaging & threads.
Calendar
Scheduling & reminders.
Camera
Capture, upload & media.
Maps
Location, routing & geofencing.
Optional
Online Lookup
Fetch & read any public web page.
Local Files
Sandboxed file read & write.
Telegram
Relay messages to a paired chat.
Coming soon
Payments
Checkout, billing & invoices.
Auth
Login, roles & permissions.
Notifications
Push, email & in-app alerts.
Storage
Files, search & data sync.

Ready to build your decision engine?

Compose agents, converse with Rico, and decide with confidence — traceable and ownership-safe. Start in minutes.