Count and visualize tokens across models with Kolosal’s Token Counter. Test inputs, compare usage, and explore how tokenization impacts costs before you deploy.

• Model Selector
• Real-time Token Count
• Color-coded Highlights
• Random Input Generator
• Clear & Reset

Enter model parameters and instantly see memory requirements for attention heads, KV cache, hidden layers, and more.

• Paste & Calculate
• Accurate Memory Estimation
• GGUF Format Support
• Transparent Breakdown