AI-ready

Connect any AI assistant to your time series data

The Timeseries Refinery includes a built-in MCP (Model Context Protocol) server. Connect any MCP-compatible AI assistant directly to your time series catalog — and let it explore, compute and analyse your data in natural language, with full traceability and governed access.


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MCP server — AI assistant querying time series data

What your AI assistant can do


Explore the catalog


Search for series by name, metadata or custom queries. The AI navigates your full time series catalog and finds exactly what you need — without knowing the exact series names in advance.


Query & analyse data


Retrieve time series with flexible time windows, automatic resampling and statistics. Ask business questions like "compare forecast vs. actual production over the past week" and get an immediate analysis.


Detect anomalies & regimes


Automatically detect change points, characterise regimes (ascending, oscillating, chaotic, mean-reverting…) and flag spikes. The AI explains what it finds in plain language.


Build traceable formulas


The AI can write, test and register new formulas in the Refinery's formula engine — not as one-off Python scripts, but as versioned, auditable, reusable calculations that any team member can inspect.


Create dashboards & figures


Instruct your AI assistant to build or update operational dashboards and figures directly in the Refinery — from data to visualisation in a single conversation.


Governed access


The MCP server enforces the Refinery's role-based access rights. Your AI assistant only sees and modifies what you are authorised to access — no data leaks, no bypassing governance.



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The Timeseries Refinery is an open-source platform for storing, computing and visualising time series data — built for data-driven teams in energy, trading and industry. It provides a traceable formula engine, real-time dashboarding, an Excel client, and full Python and REST APIs. Learn more