Tokenization

tiktoken for tokenmaxxing

You cannot manage what you do not count. Token counting is the basic meter that makes practical spend estimates possible.

19K starsopenai/tiktoken
1.6K forksGitHub metadata checked 2026-08-17
MITDirect tokenmaxxing fit

What it does

A fast BPE tokenizer for OpenAI models, useful for counting and estimating token usage before requests go out.

Why it belongs here

You cannot manage what you do not count. Token counting is the basic meter that makes practical spend estimates possible.

Best use case

Preflight token counting, budget estimates, prompt-size checks, and developer tools that need fast tokenizer behavior.

How to use it

Count prompt and context size before requests, set warnings near limits, and record token estimates next to actual provider billing data.

Limits

Tokenizer estimates depend on model family and provider behavior. Treat counts as a planning input, not a complete billing system.

Tags

token-countingbudgetingopenai
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Source notes connected to this use case

NVIDIA Technical Blog source artwork
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Route AI agents across models with NVIDIA NeMo Switchyard

NVIDIA shipped NeMo Switchyard, a provider-agnostic SDK that escalates agent steps from cheap models to frontier ones only when a task demands it. LangChain benchmarked it over 145 multi-turn agentic tasks.

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XDA source artwork
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Dropping Claude Code from High to Medium effort cut output tokens 45%

XDA's Mahnoor Faisal ran five coding jobs on Sonnet 5 twice from an identical starting codebase, changing only the effort level. High spent about 26,000 output tokens; Medium finished the same work on roughly 14,300.

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theclimatebrink.com source artwork
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The real energy use of agentic AI

Climate scientist Zeke Hausfather metered his own Claude Code habit: 1,138 typed prompts fanned out to more than 14,000 model calls and 3.2 billion tokens in eight weeks, drawing roughly 170 kWh of data-center electricity.

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TechNode source artwork
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DeepSeek V4 Flash tops OpenRouter weekly ranking with 7.22 trillion tokens · TechNode

DeepSeek V4 Flash led OpenRouter's July 27 to Aug. 2 usage ranking with 7.22 trillion tokens. Chinese models held all four leading slots, and V4 Flash 0731 plus V4 Pro landed inside the top six.

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