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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·74 total competitions·Hybrid editorial + research desk

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Similar players for Williams Ntambue Kayumba Giron

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

Ozan Muhammed Kabak

1899 Hoffenheim

98.8%

Yarek Gasiorowski Hernandis

PSV Eindhoven

97.7%

David Miguel Madeira Moreira

Sporting CP B

97.5%

Sergio Barcia Laranxeira

Las Palmas

97.0%

Diogo Alberto Soares Tomas

ADO Den Haag

97.0%

Sohaib Nair

Guingamp

96.8%

Anthony Briançon

PAU

96.7%

Nathaniel Harry Phillips

West Brom

96.5%