Knowledge Library — Pilot
Open-license sources only

Open African knowledge, curated for AI

A small, fully-attributed pilot library of African knowledge across proverbs, tourism, agriculture, business, government services, education and skills. Every item links back to its source. The library is completely separate from the AfricanGPT language dataset.

62 items
·
8 topics
·
9 languages
·
12 countries / regions

Agriculture

7
Cash crops
Ghana

Cocoa farming in Ghana: an overview

English · CC BY-SA 4.0

Ghana is the world's second-largest cocoa producer. Cocoa was introduced in 1879 by Tetteh Quarshie and is now regulated by COCOBOD.

Staple crops
Pan-African

Smallholder maize production: planting and basic best practices

English · CC BY-NC-SA 3.0 IGO

FAO sustainable production guidance for smallholder maize: planting, fertiliser splits, weed control, IPM and safe drying.

Staple crops
Africa

Cassava production and processing

English · CC BY-SA 4.0

Drought-tolerant starchy root crop and staple food for ~500 million people in Sub-Saharan Africa; processed into gari, fufu, kokonte, attieke and tapioca.

Cereals
Africa

Rice production in Africa

English · CC BY-SA 4.0

Rice production in Africa has grown rapidly but still trails demand; key research centre AfricaRice develops NERICA varieties tailored to African upland farming.

Fruit / Staple crops
Africa

Plantain cultivation

English · CC BY-SA 4.0

Cooking banana that is a staple in West and Central Africa, used in fufu, kelewele and red-red; susceptible to Black Sigatoka and weevil damage.

Tree crops / Cosmetics
Africa

Shea butter

English · CC BY-SA 4.0

Fat extracted from shea nuts, harvested across the West African savannah; major source of income for rural women in northern Ghana, Burkina Faso, Mali and Nigeria.

Livestock / Poultry
Global / Africa

Poultry farming basics

English · CC BY-SA 4.0

Production of chickens, ducks and turkeys for meat or eggs. Critical inputs: day-old chicks, formulated feed, vaccines, biosecurity.

Business

6
Digital finance
Pan-African

Mobile money for small businesses in West Africa: basic concepts

English · CC BY-SA 4.0

Mobile money overview for SMEs in West Africa: providers, regulation in Ghana, merchant use cases, and common fraud risks.

SME accounting
Global / Africa

Bookkeeping basics for small businesses

English · CC BY-SA 4.0

Recording of financial transactions. Single-entry vs double-entry; minimum records: cash book, sales journal, purchases journal, debtors/creditors ledger.

SME accounting
Global / Africa

Invoicing essentials

English · CC BY-SA 4.0

Commercial document recording a sale. A valid invoice contains a number, date, parties, descriptions, taxes, total and payment terms.

Entrepreneurship
Global / Africa

Writing a business plan

English · CC BY-SA 4.0

Formal document describing goals, methods and timeframe of a business. Typical sections: executive summary, market analysis, products, marketing, operations, finance.

Cooperatives
Global / Africa

Cooperative societies

English · CC BY-SA 4.0

Member-owned association meeting common needs through joint enterprise. Guided by seven principles including democratic one-member-one-vote control.

Digital economy
Africa

E-commerce in Africa

English · CC BY-SA 4.0

Online commerce on the African continent, enabled by mobile money (M-Pesa, MoMo, Airtel) and platforms like Jumia. AfCFTA digital-trade protocol aims to ease cross-border barriers.

Civic education

5

Ghana's voting process: EC, eligibility, biometric verification, polling-station voting and on-site counting with party agents present.

Legislature
Ghana

Parliament of Ghana

English · CC BY-SA 4.0

Unicameral legislature of Ghana with 275 MPs elected from single-member constituencies; established under Chapter Ten of the 1992 Constitution.

Constitutional law
Ghana

1992 Constitution of Ghana (overview)

English · CC BY-SA 4.0

Supreme law of Ghana since 7 January 1993. Establishes a unitary democratic republic with separation of powers; entrenched amendments need both Parliament and a referendum.

Local government
Ghana

Local government in Ghana

English · CC BY-SA 4.0

Structured under the Local Governance Act 2016. 16 regions, divided into Metropolitan, Municipal and District Assemblies headed by an MCE/MMCE/DCE.

Human rights
Ghana

Human rights in Ghana

English · CC BY-SA 4.0

Constitutional human-rights protection under Chapter 5 of the 1992 Constitution; CHRAJ established in 1993 to investigate violations and administrative injustice.

Culture

19
Proverbs
Ghana

Naɣ'so ŋun ka zuli (Dagbani Proverb)

Dagbani; English · CC BY-SA 3.0

This Dagbani proverb teaches that even when you feel hopeless, faith in God will help you overcome problems. It encourages perseverance and trust.

Proverbs
Ghana

Dabiɛm kani kabo n zibiyuŋ (Dagbani Proverb)

Dagbani; English · CC BY-SA 3.0

A Dagbani proverb implying that fear often arises from ignorance rather than real danger.

This proverb suggests that absent people can’t defend themselves and are easily blamed.

Emphasizes that courageous people face danger once while the fearful suffer repeatedly in anticipation.

Highlights that social connections and community support are more valuable than wealth.

Proverbs
Ghana

The man is the woman’s honour (Ghanaian Proverb)

English · CC BY-SA 3.0

This proverb reflects traditional views about gender roles, suggesting a woman’s reputation is tied to her partner.

Textiles
Ghana

Kente cloth: Ghanaian textile and cultural symbol

English · CC BY-SA 4.0

Kente cloth is a hand‑woven silk and cotton textile from Ghana. Originating in Bonwire, it was traditionally worn by the Asante, Akan and Ewe peoples. Today it is widely used to mark special occasions and has inspired mass‑produced prints across Africa.

Names and meanings
Ghana

Akan day names and their meanings

Twi; English · CC BY-SA 4.0

Akan day-names (kradin) assign a child a name based on the day of the week of birth. Each day has a distinct male and female form (e.g., Kofi/Afua for Friday).

Proverbs
Ghana; Togo

Tsi nye agbe (Ewe proverb on perseverance)

Ewe; English · CC BY-SA 4.0

Common Ewe proverb 'Tsi nye agbe' (Water is life), used to teach gratitude for essential resources.

Proverbs
Ghana

Tro ne kasa (Akan proverb on listening)

Twi; English · CC BY-SA 4.0

Akan proverb encouraging careful listening before speaking: 'Tie na woate' (Listen and you will understand).

Festivals
Ghana

Homowo Festival

English; Ga · CC BY-SA 4.0

Annual Ga harvest festival in Greater Accra. The name means "hooting at hunger"; key food is kpokpoi served with palm-nut soup.

Festivals
Ghana

Aboakyer Festival

English; Fante · CC BY-SA 4.0

Annual deer-hunting festival of the Effutu people of Winneba, in which two Asafo companies compete to catch a live bushbuck for the chief.

Festivals
Ghana

Damba Festival

English; Dagbani · CC BY-SA 4.0

Festival of the Mole-Dagbani peoples of northern Ghana, celebrating chieftaincy and identity in the Islamic month of Rabi al-awwal.

Proverbs
Nigeria; Benin; Togo

Yoruba proverb: A kii fi owo otun juwe ile baba eni

Yoruba; English · CC BY-SA 4.0

Yoruba proverb warning against treating ones own heritage carelessly. Literal: One does not point at ones fathers house with the right hand.

Proverbs
Nigeria; Niger; Ghana

Hausa proverb: Komai nisan jifa, kasa zai fado

Hausa; English · CC BY-SA 4.0

Hausa proverb about the inevitability of truth and consequence. Literal: No matter how far a stone is thrown, it will eventually fall to the ground.

Symbols and design
Ghana; Ivory Coast

Adinkra symbols

English; Akan · CC BY-SA 4.0

Visual symbols of the Akan people of Ghana and Gyaman of Ivory Coast that represent concepts and aphorisms. Notable: Sankofa, Gye Nyame, Akoma.

History
Ghana

Ashanti Empire

English · CC BY-SA 4.0

Pre-colonial Akan empire (1701-1957) in modern-day Ghana, founded by Osei Tutu. The Golden Stool symbolises the nations soul. Wars with Britain in the 19th century preceded incorporation into the Gold Coast.

Symbols and philosophy
Ghana; African diaspora

Sankofa

English; Akan · CC BY-SA 4.0

Twi word and Adinkra symbol meaning return and get it; widely used as a philosophical motif for learning from the past to build the future.

Names and identity
Nigeria; Benin; Togo

Yoruba names: structure and meaning

English; Yoruba · CC BY-SA 4.0

Yoruba personal names carry meaning tied to birth circumstances, lineage or hopes. Common prefixes include Olu-, Ade-, Oluwa-. Naming ceremonies take place on the seventh day.

Education

8
Education system
Ghana

Education system in Ghana: structure and stages

English · CC BY-SA 4.0

Ghana's 6-3-3-4 education structure: FCUBE, Free SHS, BECE and WASSCE examinations.

Skills training
Ghana

Technical and Vocational Education and Training (TVET) in Ghana

English · CC BY-SA 4.0

TVET overview in Ghana: institutions, qualifications framework (NTVETQF) and recent reforms including free public TVET.

Higher education
Ghana

University of Ghana (Legon)

English · CC BY-SA 4.0

Ghanas oldest public university, founded 1948 at Legon. Around 38,000 students across four colleges; motto Integri Procedamus.

Higher education
Ghana

Kwame Nkrumah University of Science and Technology (KNUST)

English · CC BY-SA 4.0

Public STEM-focused university in Kumasi, founded 1952 and renamed in 1961 after Ghanas first president.

Higher education
Ghana

University of Cape Coast

English · CC BY-SA 4.0

Coastal public university in the Central Region of Ghana, founded 1962 to train teachers; now organised into five colleges.

TVET / Apprenticeship
Global; commonly applied in Ghana, Nigeria, Kenya

Apprenticeship as a vocational pathway

English · CC BY-SA 4.0

Overview of apprenticeships, the dominant route by which young Africans enter trades; complemented by formal TVET frameworks like CTVET in Ghana.

TVET / Trades
Global / Africa

Tailoring as a trade

English · CC BY-SA 4.0

Tailoring is among the most common apprenticed trades in West Africa, combined with kente, batik and wax-print fabric work; CTVET certification is available.

TVET / Trades
Global / Africa

Hairdressing as a trade

English · CC BY-SA 4.0

Hairdressing is among the largest female-led trades in West Africa, with 2-3 year apprenticeships; CTVET certification is available.

Government services

6

Overview of Ghana's NHIS: legal basis, membership categories, registration process and coverage scope.

National identity
Ghana

Ghana Card: national identity card overview

English · CC BY-SA 4.0

Overview of the Ghana Card (national ID) issued by the NIA, its uses (KYC, tax, travel) and registration process.

Passports
Ghana

Ghanaian passport overview

English · CC BY-SA 4.0

Biometric travel document issued by Ghanas Ministry of Foreign Affairs and Regional Integration to Ghanaian citizens for international travel.

Transport / Licensing
Ghana

Driver's licence in Ghana

English · CC BY-SA 4.0

DVLA issues Ghanaian drivers licences after a learner permit, accredited training, theory test and practical test. Classes range from motorcycles to heavy commercial.

Civil registration
Ghana / Global

Birth registration in Ghana

English · CC BY-SA 4.0

Official recording of a childs birth, producing a birth certificate. In Ghana, register with the Births and Deaths Registry within 21 days.

Justice / Courts
Ghana

Judiciary of Ghana

English · CC BY-SA 4.0

Judicial branch under the 1992 Constitution, headed by the Chief Justice. Superior Courts: Supreme Court, Court of Appeal, High Court; Lower Courts: Circuit, District and Juvenile.

Health

4
Non-communicable diseases
Global / Africa

Hypertension (high blood pressure) overview

English · CC BY-SA 4.0

Persistently raised arterial blood pressure (systolic 140 or diastolic 90 mm Hg), often symptomless. A major risk factor for stroke and heart disease.

Non-communicable diseases
Global / Africa

Diabetes mellitus overview

English · CC BY-SA 4.0

Group of metabolic disorders with prolonged high blood sugar. Types: type 1, type 2 and gestational. Long-term risks: cardiovascular, kidney, nerve and eye damage.

Emergency response
Global

First aid basics

English · CC BY-SA 4.0

Immediate care for injured or unwell people. Standard priorities follow DRABC: Danger, Response, Airway, Breathing, Circulation. Get formal training.

Mental health
Global / Africa

Mental health basics

English · CC BY-SA 4.0

State of psychological well-being beyond the absence of mental illness. Common disorders include depression, anxiety, bipolar disorder, PTSD and schizophrenia.

Tourism

7
Heritage sites
Ghana

Cape Coast Castle: UNESCO World Heritage Site

English · CC BY-SA 4.0

Cape Coast Castle is a UNESCO World Heritage site in Ghana and a major memorial of the transatlantic slave trade.

National parks and wildlife
Ghana

Mole National Park: Ghana's largest wildlife refuge

English · CC BY-SA 4.0

Mole National Park is Ghana's largest wildlife park, known for elephants and walking safaris.

Gardens and parks
Ghana

Aburi Botanical Gardens

English · CC BY-SA 4.0

Public botanical gardens established in 1890 in the Akwapim Hills, around 30 km north of Accra, popular as a cool-climate day trip.

Natural attractions
Ghana

Wli Waterfalls

English; Ewe · CC BY-SA 4.0

Two-tiered waterfall in the Volta Region of Ghana inside the Agumatsa Wildlife Sanctuary, reached by guided hike from Wli village.

Geography
Ghana

Lake Volta

English · CC BY-SA 4.0

Artificial reservoir formed by the Akosombo Dam (completed 1965); one of the worlds largest reservoirs by area and a major source of Ghanas hydroelectric power.

National parks
Ghana

Kakum National Park

English · CC BY-SA 4.0

Tropical rainforest national park north of Cape Coast, famous for its 30 m canopy walkway and home to forest elephants and over 250 bird species.

Historic religious sites
Ghana

Larabanga Mosque

English · CC BY-SA 4.0

One of West Africas oldest mosques, built in Sudano-Sahelian mud-and-stick style in Larabanga, Savannah Region of Ghana.

About this pilot: The Knowledge Library is independent from the AfricanGPT language dataset, translation system and voice engines. New items are added only after manual review of source licence, accuracy and cultural appropriateness.
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