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Count tokens for files across LLM providers from the command line

Project description

toks

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Count tokens for files and directories across LLM providers. See how much of a model's context window your content will consume before you spend the tokens.

Installation

pip install toks

Or with uv:

uv tool install toks

The ct shorthand alias is also available — ct src/ is equivalent to toks src/.

Quick Start

1. Configure your providers

toks setup

The interactive wizard walks you through selecting providers, entering API keys, and choosing models.

2. Count tokens

# Single file
toks src/main.py --for claude

# Entire directory with glob filter
toks src/ --for gemini --glob "*.py"

# Quiet mode (just the number)
toks README.md --for openai -q

# Pipe from stdin
cat file.py | toks - --for claude

Output

Provider: gemini (gemini-2.5-flash)

File                    Tokens   Agent     Web     API
src/                   [4,812]    2.4%    2.4%    0.5%
├── main.py              1,203    0.6%    0.6%    0.1%
├── config.py              892    0.4%    0.4%   <0.1%
└── utils/             [2,717]    1.4%    1.4%    0.3%
    ├── parser.py        1,456    0.7%    0.7%    0.1%
    └── helpers.py       1,261    0.6%    0.6%    0.1%

Total: 4,812 tokens
  Agent (200K):   2.4%
  Web (200K):     2.4%
  API (1M):       0.5%

Three percentage columns show context window usage for each provider's interfaces: coding agent, web chat, and API.

Supported Providers

Provider Text Images PDF Office Docs
Claude (Anthropic) Yes JPEG, PNG, GIF, WebP Yes No
OpenAI Yes JPEG, PNG, GIF, WebP Yes DOCX, XLSX, PPTX
Gemini (Google) Yes JPEG, PNG, GIF, WebP + more Yes No
Grok (xAI) Yes JPEG, PNG (local calc) No No

All token counting is done via each provider's REST API. No local tokenizer libraries are needed.

Configuration

Config files live in ~/.config/toks/:

  • config.toml -- provider settings, default model, plan tier
  • .env -- API keys

Re-run toks setup at any time to update your configuration.

Commands

toks <target> [options]    # Count tokens (default command)
toks setup                 # Interactive configuration wizard
toks models --refresh      # List known models / refresh registry

ct can be used anywhere in place of toks.

Options

Flag Description
--for <provider> Provider to use (claude, openai, gemini, grok)
--model <model> Specific model (provider inferred from registry)
--glob <pattern> Filter files by glob pattern
--max-size <size> Exclude files larger than size (default: 50MB)
-q / --quiet Output only the total token count
--summary Totals without the tree
--no-progress Suppress progress bar
--concurrency <n> Concurrent API requests (default: 10)
--retries <n> Retry count for transient errors (default: 3)

Documentation

License

MIT

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