工具简介
LLM Token Counter 属于「AI 模型与训练平台」方向的 AI 产品,基础功能免费开放,可在网页端上使用。官网域名是 token-counter.app。
如何使用
- 打开 token-counter.app 并注册账号,了解可用的能力与配额
- 按文档创建项目或获取访问凭证
- 在本地或测试环境按示例完成一次最小调用
- 验证通过后接入正式项目,逐步扩大使用范围
查看官网原文(英文)
以下为收录时的原文,语言与页面不同,未做翻译。
LLM Token Counter facilitates token limit management for language models like GPT-3.5 and GPT-4. It ensures prompt tokens stay within limits through a client-side JavaScript implementation, enhancing compatibility and performance for AI developers and researchers.
官网介绍
Free LLM pricing calculator for GPT-5, Claude, Gemini, Llama & DeepSeek. Count tokens, calculate API costs, and compare pricing across 300+ models.
官网要点
- AI Coding Tracker
- OpenClaw Deployment
- Embedding Models
- Token Optimization Tips
- Provider Token Counters
官方常见问题
- What is a token in AI language models?
- A token is a piece of text that AI models process. Tokens can be words, parts of words, or punctuation. On average, 1 token equals about 4 characters or 0.75 words in English. Different models use different tokenizers, so the same text may have different token counts.
- How do I count tokens for GPT-5 or ChatGPT?
- Enter your text in our token counter above to get an accurate count for GPT-5 and other OpenAI models. GPT-5 uses the cl100k_base tokenizer. Our tool shows token counts and estimated costs for your prompts across all major AI providers.
- Why do different AI models have different token counts?
- Each AI provider uses a different tokenizer algorithm. OpenAI uses tiktoken, Anthropic uses their own tokenizer, and open-source models like Llama use SentencePiece. This means the same text can result in different token counts and costs depending on the model.
- How are AI API costs calculated?
- AI API costs are calculated based on input tokens (your prompt) and output tokens (the AI response). Prices are typically quoted per 1 million tokens. For example, GPT-5o costs $2.50 per 1M input tokens. Our calculator shows real-time cost estimates for your specific prompts.
- Which AI model is the cheapest per token?
- Token prices vary widely. Budget models like GPT-5o-mini ($0.15/1M tokens) and Claude 3.5 Haiku ($0.80/1M tokens) offer the lowest costs. Premium models like GPT-5o and Claude 3.5 Sonnet cost more but offer better performance. Use our comparison table to find the best value for your needs.
编程与调试 · 常用提示词
下面这些都能直接复制,把里面的变量换成你自己的情况就能用。
- 密钥管理审查:找出硬编码、日志泄漏与权限过大对一份代码库做密钥体检,输出可执行的分级整改清单。
- 表单校验:前后端各该管什么把校验规则拆成「体验层」和「信任层」,避免只在前端校验这种致命错。
- 服务降级设计:依赖挂了,页面还得能开按「哪些功能可降、降到什么程度、怎么恢复」设计降级,含开关与兜底数据。
同类工具怎么选
下面是同一类目下已经写好的对比与替代清单。读完这个工具能做什么,接着看它和谁比、有没有更顺手的方案。
AI 模型与训练平台类工具的对比
- Midjourney、Stable Diffusion的对比Midjourney 和 Stable Diffusion 对比:出图审美、可控性、是否可本地部署、学习成本、商用注意事项。
- Claude、ChatGPT的对比Claude 和 ChatGPT 对比:长文本写作、代码理解、多模态、生态集成,附按场景的选择建议。
- Leonardo.Ai、Midjourney的对比Leonardo.Ai 和 Midjourney 对比:默认审美、可控性、模型训练、局部编辑、上手门槛与成本结构。
编程开发类工具的国内替代
- Cursor 国内替代Cursor 需要海外网络与订阅。这份清单给出国内可直接使用的 AI 编程替代方案,含整仓改写、代码补全、中文交互三类,并说明迁移成本。
- GitHub Copilot 国内替代GitHub Copilot 需要海外订阅与网络。这份清单给出国内可用的替代方案:IDE 内补全、独立 AI 编辑器、中文注释驱动,并说明各自的迁移成本。
- Claude Code 国内替代Claude Code 需要海外网络、订阅与终端授权。这份清单给出国内可用的替代路径:独立 AI 编辑器、IDE 插件、企业可私有化的方案,并说明迁移成本。
对比结论与替代建议为编辑整理,价格与额度以各工具官网为准。
