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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 Ceccaroni

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

Slobodan Simović

Radnicki 1923

98.2%

Liam Henderson

Falkirk

97.4%

Miloš Čupić

Legia Warszawa

96.6%

Clément Akpa

Auxerre

96.2%

Valon Zumberi

Vitesse

96.1%

Jacob Harry Maguire

Manchester United

96.0%

Gabriele Guarino

Empoli

95.3%

Milan Rundić

Slovácko

94.6%