token-enhancer

概述

Token Enhancer是一个本地代理服务，位于AI代理和网络之间，在页面进入上下文窗口前清理HTML和其他噪音。它能显著减少token使用量（如雅虎财经示例减少86-99%），无需API密钥或外部LLM服务。项目提供三种主要运行模式：独立代理、带有自动工具发现的MCP服务器，以及LangChain工具。

试试问 AI

装完之后，这里有 6 个你可以让 AI 做的事：

• fetch_clean

  Fetch a URL and return clean text with HTML noise removed.

  试试:Fetch and clean the content from https://finance.yahoo.com/quote/AAPL/试试:Get clean text from this Wikipedia page: https://en.wikipedia.org/wiki/Artificial_intelligence试试:Clean up this Hacker News article: https://news.ycombinator.com/item?id=123456
• fetch_clean_batch

  Fetch multiple URLs at once and return clean text for each.

  试试:Clean content from these three URLs: https://example.com, https://test.com, https://demo.com试试:Fetch and clean multiple GitHub repository pages试试:Process several news articles to remove HTML noise
• refine_prompt

  Clean up a prompt by removing filler words while preserving important information.

  试试:Refine this prompt for better clarity: I was wondering if maybe you could help me with...试试:Clean up my question while keeping key information intact试试:Optimize this prompt by removing hedging language

可对比工具

安装

pip install xelektron-token-enhancer

{
  "mcpServers": {
    "token-enhancer": {
      "command": "python3",
      "args": ["-m", "mcp_server"],
      "env": {
        "REQUESTS_CA_BUNDLE": "/etc/ssl/certs/ca-certificates.crt"
      }
    }
  }
}

FAQ

此服务是否需要任何外部API密钥？

不需要，Token Enhancer是一个本地代理，无需任何外部API密钥或LLM服务即可工作。

哪些AI客户端与此MCP服务器兼容？

文档特别提到Claude Desktop、Cursor和OpenClaw是兼容的MCP客户端。

预期的token减少量大约是多少？

根据文档，token减少量在86-99%之间，具体取决于源网站，示例显示雅虎财经减少99.6%，维基百科减少87.4%，Hacker News减少90.1%，GitHub减少95.9%。

token-enhancer 对比