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Documentation Index

Fetch the complete documentation index at: https://docs.ruoli.dev/llms.txt

Use this file to discover all available pages before exploring further.

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What Are Groups

RuoLi uses groups to organize different model channels. Each group corresponds to a different upstream API source with its own pricing multiplier. When creating a token, you need to select a group. The group determines the pricing and available channels for your API calls.
Token Group Selection

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Group List

GroupMultiplierDescription
cn0.01Domestic Chinese models
gemini-ant0.2Antigravity’s Gemini 2api, 1M context
gemini-officially1Gemini official API
claude-officially1.6Anthropic official Max
claude-ant0.6Antigravity’s Claude 2api, 1M context
codex-team0.2Codex official API, 1M context, supports gpt-image-2 image generation
claude-kiro0.5Kiro’s Claude 2api, 1M context

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How to Choose a Group

Choose cn (0.01) — domestic Chinese models, great for everyday use, learning, and testing.
Choose groups with 1M context: gemini-ant (0.2), codex-team (0.2), claude-kiro (0.5), or claude-ant (0.6). Best for working with large codebases.
Choose claude-officially (1.6) or gemini-officially (1). Direct connection to the official API — highest stability and quality, but also the highest price.
Choose codex-team (0.2). A channel optimized for Codex.

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What Does Multiplier Mean

The multiplier is a pricing coefficient applied on top of the model’s official price. The lower the multiplier, the cheaper it is. Actual cost = Model official price x Group multiplier For example, if a model’s official price is 10 yuan per million tokens:
  • Using claude-officially (multiplier 1.6): cost = 10 x 1.6 = 16 yuan
  • Using claude-ant (multiplier 0.6): cost = 10 x 0.6 = 6 yuan
  • Using cn (multiplier 0.01): cost = 10 x 0.01 = 0.1 yuan
Different models have different official prices within the same group, so the final cost varies. See Billing & Top-Up for details. On the pricing page you can view the specific price for each model under different groups:
Model Pricing

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How to Switch Groups

Groups are bound to tokens. To switch groups, simply create a new token and select a different group.