# Välihuudot

> Interjections, laughter and other reactions recorded in Finnish Parliament plenary minutes, from Parliament's
> open data (coverage: https://mcp.valihuudot.com/api/status). Read-only. Not an official Parliament service.

## MCP (recommended for AI agents)
- Endpoint: https://mcp.valihuudot.com/mcp (Streamable HTTP, no authentication). Add it as a custom connector in Claude, ChatGPT,
  Mistral or any MCP client; setup per client: https://isosavi.com/valihuudot/#/ai
- Start with the tool get_data_status; parties are group codes (KOK01, SD01, PS01 …) or names.

## REST
- OpenAPI: https://mcp.valihuudot.com/openapi.json, interactive docs: https://mcp.valihuudot.com/docs
- https://mcp.valihuudot.com/api/status, https://mcp.valihuudot.com/api/reactions?q=…&types=laughter, https://mcp.valihuudot.com/api/rankings?metric=received&types=laughter

## Attribution
Data: Eduskunta (Parliament of Finland) open data; for 1907–1999 the ParliamentSampo Knowledge Graph
(Sinikallio et al., doi:10.5281/zenodo.21821256, CC BY 4.0). Reactions extracted from the published minutes.