Established in Algeciras in 2023 by Dris Mohamed, the party is inspired by the Andalusian nationalism of Blas Infante and defines its ideology as "Islamic humanism".

The Andalusi Party was launched in March 2023 in Algeciras, Province of Cádiz, by Dris Mohamed, president of the Spanish Federation of Islamic Religious Entities (FEERI) in the Campo de Gibraltar.

[1] Mohamed had previously led the Renaissance and Union of Europe Party (PRUNE), also of Islamic influence; in the 2019 local elections it gained 115 votes in Algeciras, far short of the estimated 2,200 for a seat on the council.

Its programme included protecting rights of minorities, combatting hate speech, constructing an Islamic cemetery, aid for unplanned pregnancies, countering radicalisation, and ensuring that public works be done by local companies and workers.

[4] El Confidencial noted the growing number of Muslims as candidates in Spanish elections, but the failure of Islamic parties.