Free context window visualizer — see how much fits in GPT, Claude, Gemini, and Llama context windows.
Context window visualizer
Budget rule
Keep 15-25% headroom in context windows. Retrieval chunks, tool schemas, and output reserve can crowd the prompt faster than expected — especially on 8k and 32k models.Was Context Window Visualizer useful?
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The QuickToolz Context Window Visualizer shows how much text (books, transcripts, code) fits inside each model’s context window. Drop in a sample doc and see whether it fits in GPT-4o (128k), Claude 3.5 Sonnet (200k), Gemini 1.5 Pro (2M), or Llama 3.1 (128k).
Everything you need, nothing you don’t. Built for speed and simplicity.
Instantly see how much window your prompt eats.
GPT-4o, GPT-5, Claude 3.5, Gemini 1.5/2, Llama 3.1, Mistral Large.
Highlighted when your input exceeds the chosen window.
Everything you need, nothing you don’t. Built for speed and simplicity.
Drop in a document, transcript, or codebase sample.
Got questions? We’ve got answers. Common questions about Context Window Visualizer.
Compare context windows across providers.
Visual bar shows tokens used vs. capacity.