The MCP server: your portfolio, for any assistant.
The same foundation Ray runs on, available to Claude, Copilot or an agent you build yourself, under your existing AMMP permissions.
The same foundation, open to your own assistant
Ray runs on the AMMP MCP server, which speaks the open Model Context Protocol. Claude, Cursor, Copilot or an agent you build yourself can query your live portfolio the same way: the model decides which tools to call, runs the queries and answers in natural language.
Assets and metadata
Sites, devices, capacities and the context that makes a reading mean something.
Computed KPIs
Production, performance ratio, availability and yield, at your dashboard's definitions.
Alerts, active and historical
Today's alerts and the full history, so a cause can be traced back weeks.
Raw time-series
Telemetry at native resolution, so answers can be checked against the measurements.
Permissions and scope follow your existing AMMP access controls. An assistant can only see what the connected user can already see.
How this can fit into your stack
Use Ray, bring your own assistant, or both.
Provided by AMMP
Ray, your AI coworker
In Slack, Teams and AMMP OS
- Remembers your context and learns from feedback
- Combines data sources into one answer
- Builds reports, exports and interactive charts
- Live dashboards and on-the-fly troubleshooting
Your AI assistant
Claude, Codex, Copilot
- Native chat interface
- Direct portfolio access
- Full MCP tool support
Other software tools
Optional integration
- CRM, CMMS, ERP systems
- Connect via the MCP server
- Or via your AI assistant