Open-source tools that turn complex parliamentary proceedings into clear, usable information.

bunge-bits

Concise AI summaries of National Assembly and Senate sittings. Transforms lengthy archived live streams into digestible insights using a LLM based transcription and summarization pipeline.

odnelazm

Scraper + parser for recent and historical hansards from mzalendo.com - turning years of records into structured, searchable parliamentary data and enables interaction with LLMs via MCP.