链式思考MCP服务器

一个利用Groq API调用LLMs生成原始链式思考令牌的服务器,旨在提升复杂工具使用场景下的AI性能。

  • by beverm2391
  • Python
  • 本地部署
  • 12 星标
  • 更新于
在 GitHub 查看 beverm2391/chain-of-thought-mcp-server

使用说明

思维链MCP服务器

Anthropic最近的文章 “思考”工具:使克劳德能够在复杂的工具使用情况下停下来思考” 表明使用外部 think 该工具显著提高了 SWE工作台.

此MCP服务器使用Groq的API调用LLM,该LLM公开来自Qwen的原始思想链令牌 qwq模型.

安装

  1. 将此存储库克隆到本地计算机。
  2. 跑 uv sync 安装依赖关系
  3. 从获取Groq API密钥 这里.
  4. 使用以下内容更新您的mcp配置:
"mcpServers": {
  "chain_of_thought": {
    "command": "uv",
    "args": [
        "--directory",
        "path/to/cot-mcp-server",
        "run",
        "src/server.py"
      ],
      "env": {
        "GROQ_API_KEY": "your-groq-api-key"
      }
    }
}

路径应该是此存储库的本地路径。你可以通过跑步很容易地做到这一点 pwd 在终端中从存储库的根目录开始。

指示AI使用此MCP服务器

我个人更喜欢代理在每次请求时调用此工具来提高性能。我为代理人添加了以下规则:

<IMPORTANT>
<when_to_use_tool>
You should call the mcp chain_of_thought tool every time you talk to the user, which generates a chain-of-thought stream which you will use to complete the user's request.
</when_to_use_tool>

Before taking any action or responding to the user use the chain of thought tool as a scratchpad to:
- List the specific rules that apply to the current request
- Check if all required information is collected
- Verify that the planned action complies with all policies
- Iterate over tool results for correctness 

Here are some examples of what to iterate over inside the think tool:
<cot_tool_example_1>
User wants to cancel flight ABC123
- Need to verify: user ID, reservation ID, reason
- Check cancellation rules:
  * Is it within 24h of booking?
  * If not, check ticket class and insurance
- Verify no segments flown or are in the past
- Plan: collect missing info, verify rules, get confirmation
</cot_tool_example_1>

<cot_tool_example_2>
User wants to book 3 tickets to NYC with 2 checked bags each
- Need user ID to check:
  * Membership tier for baggage allowance
  * Which payments methods exist in profile
- Baggage calculation:
  * Economy class × 3 passengers
  * If regular member: 1 free bag each → 3 extra bags = $150
  * If silver member: 2 free bags each → 0 extra bags = $0
  * If gold member: 3 free bags each → 0 extra bags = $0
- Payment rules to verify:
  * Max 1 travel certificate, 1 credit card, 3 gift cards
  * All payment methods must be in profile
  * Travel certificate remainder goes to waste
- Plan:
1. Get user ID
2. Verify membership level for bag fees
3. Check which payment methods in profile and if their combination is allowed
4. Calculate total: ticket price + any bag fees
5. Get explicit confirmation for booking
</cot_tool_example_2>

</IMPORTANT>