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Free football scouting tools and evidence-led guides for analysts, scouts, creators, and serious fans who want better shortlist decisions.

51 domestic leagues·79 total competitions·Hybrid editorial + research desk

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Similar players for Konsa Ngoyo

Similarity is computed from normalized role vectors and season-scoped production.

Sven Adriaan Botman

Newcastle

92.4%

Pau Francisco Torres

Aston Villa

92.2%

Gabriel dos Santos Magalhães

Arsenal

89.7%

Rúben dos Santos Gato Alves Dias

Manchester City

88.7%

Rafael Marín Zamora

Villarreal

88.0%

Lisandro Martínez

Manchester United

86.2%

Pascal Augustus Struijk

Leeds

85.7%

Micky van de Ven

Tottenham

85.2%