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gabrielmahia/civic-decoder

Domain:

natural language processingsocioeconomic

Record type:

tools
Creator:
gab
Host:
CivicDecoder β€” Translates Kenya government documents into plain language. Bills, regulations, and public notices EN/SW. # πŸ›οΈ Macho ya Wananchi β€” Civic Decoder Kenya Kenya legislative and civic intelligence β€” MP voting records, CDF spending, bill tracking for the 13th Parliament (2022–2027). > **Macho ya Wananchi** /mɑːtΚƒΙ” jɑː wɑːnɑːntΚƒi/ β€” *Kiswahili*: "Eyes of the Citizens". ## What it does | Tool | Description | |------|-------------| | πŸ‘€ MP Tracker | Attendance %, bills sponsored, questions asked, CDF absorption per MP | | πŸ“œ Bill Tracker | Bill status, votes, plain-language summaries | | πŸ’° CDF Watchdog | Constituency fund utilisation ranked β€” which MPs are spending and who isn't | ## Data sources All data is public domain from official government sources: - parliament.go.ke β€” MP records, Hansard, bills - NG-CDF Annual Reports β€” fund utilisation - Kenya Gazette β€” enacted legislation Seed dataset: 15 MPs, 10 bills, 14 CDF records. Community contributions expand coverage. ## IP & Collaboration Β© 2026 Gabriel Mahia Β· CC BY-NC-ND 4.0 Β· Non-commercial, no derivatives. Collaboration via Issues only. See IP_POLICY.md. ## Security Report vulnerabilities to contact@aikungfu.dev β€” do not open public issues. --- ## Portfolio Part of a suite of civic and community tools built by Gabriel Mahia: | App | What it does | |-----|-------------| | 🌊 Mafuriko | Flood risk & policy enforcement tracker β€” Kenya | | πŸ’§ WapiMaji | Water stress & drought intelligence β€” 47 counties | | πŸ›οΈ Macho ya Wananchi | MP voting records, CDF spending, bill tracker | | 🌾 JuaMazao | Live food price intelligence for smallholders | | 🏦 ChaguaSacco | Compare Kenya SACCOs on dividends & loan rates | | πŸ›‘οΈ Hesabu | County budget absorption tracker | | πŸ—ΊοΈ Hifadhi | Riparian encroachment & Water Act compliance map | | πŸ’° Hela | Chama management for the 21st century | | πŸ’Έ Peleka | True cost remittance comparison β€” diaspora to Kenya | | πŸ“Š Msimamo | Macro risk & trade intelligence terminal | | 🦁 Dagoretti | Alumni atlas & community hub for Dagoretti High | | β›ͺ Jumuia | Catholic parish tools β€” church finder, pastoral …