LLM token counter — tools.voiddo/tokcount vs OpenAI Tokenizer

Both tools count LLM tokens. tokcount goes further: 60+ models, cost estimates, and a CLI that works in pipelines. The OpenAI Tokenizer is browser-only and covers one model family.

tools.voiddo/tokcount

  • 60+ models: GPT-5, Claude Opus 4.7, Gemini 2.5, Grok 4, Llama 4, Mistral, DeepSeek, Qwen…
  • Shows input cost, estimated output cost, and total
  • CLI-first — pipe text in, use in scripts and CI
  • No API key, no account, works fully offline
  • MIT licensed and open source
  • Multi-model cost comparison in one command

OpenAI Tokenizer

  • Covers GPT-3 (p50k) and GPT-4 (cl100k) tokenizers only
  • Shows token count and character count — no cost estimate
  • Browser-only — no CLI, no scriptability
  • Cannot compare across Claude, Gemini, or other providers
  • Official and authoritative for OpenAI tokenizer byte offsets
  • Requires browser; cannot be piped or automated
use tools.voiddo/tokcount →

Feature comparison

Feature tools.voiddo/tokcount OpenAI Tokenizer
Model coverage60+ models, all major providersGPT-3 & GPT-4 tokenizers only
Claude / Anthropic models✓ Opus 4.7, Sonnet 4.6, Haiku 4.5
Gemini / Google models✓ 2.5 Pro, Flash, Flash Lite
Token count
Input cost estimate
Output cost estimate✓ (configurable multiplier)
Multi-model comparison✓ side-by-side cost table
CLI / terminal usage✓ pipe-friendly, script-safe✗ browser only
Works offline✓ fully local tokenizerrequires browser + network
No API key required
Open source✓ MIT licensedclosed source
GPT-4 byte-level token offsetscount only✓ visual offset highlight
CI / Makefile integration
Ad-free

Comparison based on publicly observable behavior as of 2026-05. For visual token-by-token offset highlighting of GPT-4 inputs, the OpenAI Tokenizer remains the reference tool. For multi-model cost estimation and CLI scripting, tokcount is the better fit.

FAQ

Can tokcount estimate cost, not just count tokens?
Yes. tokcount shows input token cost, estimated output cost (at a configurable output multiplier), and the total for the selected model. Pricing is a 2026 snapshot across 60+ models. The OpenAI Tokenizer shows only the count — no cost breakdown.
Does tokcount work from a terminal or CI pipeline?
Yes. tokcount is CLI-first — pipe text in, pass file paths as arguments, or embed it in scripts, Makefiles, and GitHub Actions. cat prompt.md | tokcount --model gpt-4o returns a one-line result. The OpenAI Tokenizer is browser-only with no scripting interface.
Which models does tokcount support?
60+ models across all major providers: OpenAI (GPT-5, GPT-4o, o3, o4-mini), Anthropic (Claude Opus 4.7, Sonnet 4.6, Haiku 4.5), Google (Gemini 2.5 Pro, Flash, Flash Lite), xAI (Grok 4.1, Grok 3), Meta (Llama 4 Scout, Maverick), Mistral, DeepSeek, Alibaba Qwen, and more.
Does tokcount require an API key or account?
No. tokcount tokenizes locally using each model's tokenizer specification — no API call, no key, nothing billed. It works fully offline once installed.
How do I compare cost across Claude, GPT-4o, and Gemini in one run?
Use tokcount prompt.md --compare or pass multiple --model flags. tokcount outputs a cost table showing all selected models side by side. The OpenAI Tokenizer does not support cross-provider comparison.
When would I still use the OpenAI Tokenizer instead?
If you need to see GPT-4 token boundaries highlighted visually in the input text — useful for understanding tokenization of specific strings — the OpenAI Tokenizer's visual offset display is unique. For everything else (multi-model, cost, CLI, offline, non-OpenAI models), tokcount is more capable.

Try tools.voiddo/tokcount

Count tokens and estimate API cost across 60+ models — from the browser or CLI. No account. No API key. Works offline.

open tokcount →

Competitor names and trademarks belong to their respective owners. This comparison reflects publicly observable tool behavior.