MCP Labs
Documentation & live demos
Docs and demos for the Open Knowledge Foundation's work connecting AI assistants to official open datasets through the Model Context Protocol (MCP), built around two goals: accuracy - answers computed from the data, not recalled from training - and traceability - every answer links back to its source.
The Field Guide Coming soon
A practical guide to connecting AI to public information: lessons from our Brazil and Uruguay pilots on how governments and developers can increase accuracy and trust in AI responses.
Documentation
Architecture, guides and code patterns to run the MCP server, connect a chat and build plugins for your own country's data.
Read the docs →Chat with IATI data Demo
Ask questions about international aid activities published under the IATI standard. Every reply is grounded in a tool call over the official data - never invented by the model.
Open the chat →Chat with CAF's IATI data Demo
The same IATI tools over the activity file published by CAF, the Development Bank of Latin America and the Caribbean, as listed in the IATI Dashboard. Ask about its projects by country, sector or amount.
Open the chat →Chat with Uruguay data Pilot
Ask questions about Uruguay's national energy balance, straight from the open data portal catalogodatos.gub.uy. In Spanish.
Open the chat →