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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.

Lluís López Mármol

Albacete

99.6%

Cédric Kipré

Ipswich

99.6%

Lukáš Hůlka

Bohemians 1905

99.5%

Federico Gatti

Juventus

99.3%

Rayane Hamidou

Al-Ahli Jeddah

99.2%

Mohamed Simakan

Al-Nassr

99.2%

Gleison Bremer Silva Nascimento

Juventus

98.8%

Konstantinos Koulierakis

VfL Wolfsburg

98.7%