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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 Mandouki

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

Sami Lahssaini

RAAL La Louvière

96.6%

Benson Sakala

Bohemians 1905

96.0%

Ousmane Diakité

West Brom

95.9%

Matteo Francesconi

Cesena

95.9%

Connor Allan

Falkirk

95.7%

Birger Danny Verstraete

OH Leuven

95.5%

Aurélien Nguiamba

Arka Gdynia

95.5%

Zisis Karachalios

OFI

94.8%