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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.

Connor Allan

Falkirk

99.2%

Tochukwu Nnadi

Zulte Waregem

98.7%

Tyler Shaan Adams

Bournemouth

97.8%

Mahamadou Susoho Sissoho

Livingston

97.7%

Philipp Sander

Borussia Mönchengladbach

97.2%

Janko Tumbasević

Mladost Lucani

96.8%

Jesús Álvarez Aguado

Huesca

96.5%

Ethan Kwame Colm Raymond Ampadu

Leeds

96.5%