MyStaartUp/kekeli-AI

African intelligence AI # Kekeli — African Data Intelligence Agent 🌍 > **Anti-hallucination AI agent for African official data** > Built for the Google Cloud Rapid Agent Hackathon — **Fivetran Track** ## What is Kekeli? Kekeli is an AI agent that answers questions about African countries using **only real, verified data** — never hallucinated statistics. It queries 73,940 rows of official data synchronized by Fivetran from 80+ African sources into BigQuery. Every answer cites the source and year: `[Source: IMF, imf_economic_stats, 2023]` ## Architecture ``` User Question │ ▼ Google ADK Agent (Gemini 3.1 Flash Lite) │ ├── BigQuery Tool ──► titan-ia-497117.titan_african_data (73K rows) │ IMF · WHO · FAO · World Bank · UNICEF · UNHCR │ CKAN · NADA · NASA Climate · GeoData │ └── Fivetran Tools ──► Pipeline monitoring & sync control 80+ African official sources Connector: varieties_rigged → BigQuery ``` ## Data Sources (via Fivetran pipeline) | Table | Source | Content | |-------|--------|---------| | `imf_economic_stats` | IMF | GDP, inflation, debt — 54 African countries 2000-2024 | | `who_health_stats` | WHO | Life expectancy, mortality, vaccination | | `world_bank_indicators` | World Bank | 50+ macro indicators | | `fao_agriculture` | FAO | Agricultural production, food security | | `unicef_indicators` | UNICEF | Education, child health, nutrition | | `unhcr_displacement` | UNHCR | Refugees, forced displacement | | `ckan_datasets` | HUMDATA + openAFRICA | 3,215 open data catalogs | | `nada_microdata` | NBS·KNBS·GSS·ANSD·DataFirst | 1,054 microdata archives | | `geodata_layers` | GeoData Togo | 736 geospatial layers | | `nasa_climate` | NASA GISTEMP | Temperature anomalies | | `african_countries` | — | Reference: 54 countries, ISO codes, regions | ## Tools ### BigQuery Tools - `query_bigquery(sql)` — Execute SQL on `titan_african_data` - `list_available_tables()` — Catalog of all 15 tables ### Fivetran Tools (REST API) - `check_pipeline_st …