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Micro Tools

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Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, etc.) for LLM agents to handle deterministic, precision tasks that models often get

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About

Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, etc.) for LLM agents to handle deterministic, precision tasks that models often get wrong.

README

Agent 的瑞士军刀 —— 把 LLM 不擅长的微任务交给它

PyPI MCP Python


为什么需要这个?

大模型在处理自然语言时很强,但有些"精确计算"类的任务经常出错:

任务 模型表现 mcp-micro-tools
"3月15日 + 45个工作日是哪天" 经常算错 time_calc("2026-03-15 + 45 days")
复杂正则提取 编造正则、幻觉匹配 regex_test() 真实 Python re 引擎 ✅
Base64 解码 偶尔编造内容 decode() 精确计算 ✅
URL query 参数提取 可能遗漏 url_parse() 结构化输出 ✅
JSON 深度对比 100行以上必丢字段 json_diff() 递归精确对比 ✅

一句话:把确定性计算还给工具,把不确定性推理留给模型。


安装

pip install mcp-micro-tools

需要 Python 3.10+。


配置 AI Agent

Claude Code / Claude Desktop

{
  "mcpServers": {
    "micro-tools": {
      "command": "python",
      "args": ["-m", "mcp_micro_tools.server"]
    }
  }
}

Codex / Cursor / Continue

{
  "mcpServers": {
    "micro-tools": {
      "command": "python",
      "args": ["-m", "mcp_micro_tools.server"]
    }
  }
}

OpenClaw

openclaw.json 中添加:

{
  "mcp_servers": [
    {
      "name": "micro-tools",
      "command": "python",
      "args": ["-m", "mcp_micro_tools.server"]
    }
  ]
}

工具列表

工具 功能 示例
time_calc 日期时间运算 "now + 3 weeks - 1 day"
timezone_convert 时区转换 UTC → Asia/Shanghai
regex_test 正则测试(findall/search/match/split) 提取所有邮箱
regex_replace 正则替换 格式化电话号码
encode 编码 base64 / URL / hex / HTML
decode 解码 base64 / URL / hex / HTML
json_query JSON 路径查询 users.0.email
json_diff JSON 深度对比 递归找出所有差异
url_parse URL 解析 scheme / host / path / query
hash_text 哈希计算 md5 / sha1 / sha256 / sha512
generate_uuid UUID 生成 单个或批量

使用示例

场景 1:时间计算

User: "合同签于 2026-03-15,90 个工作日后是哪天?"

Agent 调用 → time_calc("2026-03-15 + 90 days")
结果 → 2026-06-13T00:00:00

场景 2:正则提取

User: "从这段日志里提取所有 IP 地址"

Agent 调用 → regex_test("\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}", log_text)
结果 → ["192.168.1.1", "10.0.0.5", ...]

场景 3:JSON 对比

User: "对比这两个 API 返回的 JSON,看看少了什么字段"

Agent 调用 → json_diff(api_response_a, api_response_b)
结果 → {"users[2].email": {"removed": "..."}, "metadata.version": {"changed": {...}}}

场景 4:编码解码

User: "这段 Base64 解码出来是什么?"

Agent 调用 → decode("SGVsbG8gV29ybGQ=", "base64")
结果 → Hello World

设计哲学

  1. 零依赖(核心):除 mcppython-dateutil 外,只用 Python 标准库
  2. 单文件:核心逻辑一个 server.py,方便审查和 fork
  3. 无状态:每次调用独立,不存任何数据
  4. 静默输出:只返回结果,不废话

扩展

欢迎贡献更多微工具。一个好的微工具满足:

  • LLM 天然不擅长(精确计算、结构化操作)
  • 输入输出明确(可 JSON 序列化)
  • 单次调用完成(无状态)

PR 直接开,README 底部留个 Credits 就够。


License

MIT


相关项目

from github.com/ZZZ034/mcp-micro-tools

Installing Micro Tools

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/ZZZ034/mcp-micro-tools

FAQ

Is Micro Tools MCP free?

Yes, Micro Tools MCP is free — one-click install via Unyly at no cost.

Does Micro Tools need an API key?

No, Micro Tools runs without API keys or environment variables.

Is Micro Tools hosted or self-hosted?

A hosted option is available: Unyly runs the server in the cloud, no local setup required.

How do I install Micro Tools in Claude Desktop, Claude Code or Cursor?

Open Micro Tools on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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