Matryoshka

概述

Matryoshka 是一个创新的 MCP 服务器，能够分析比语言模型上下文窗口大 100 倍的文档。它采用递归语言模型方法，让 LLM 输出专门的 Nucleus DSL 符号命令，由逻辑引擎执行。这种架构减少 97%+ 的令牌使用，无需向量数据库即可保持文档级上下文。服务器提供两个 MCP 接口：一个具有完整 LLM 编排功能，另一个暴露直接 Nucleus 命令以实现程序化访问。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• lattice_load

  Load a document for analysis

  试试:Load the server.log file for analysis试试:Open the document at /path/to/file.txt
• lattice_query

  Execute Nucleus commands on the loaded document

  试试:Count all ERROR entries in the document试试:Find all lines containing 'timeout' and extract the numbers试试:Summarize each error type in the document
• lattice_expand

  Expand a handle to see full data with optional limit/offset

  试试:Show me the full $grep_error results试试:Display the first 10 lines of $filter_status
• lattice_memo

  Store arbitrary context as a memo handle

  试试:Save a summary of the auth architecture as a memo试试:Store the key findings from this analysis
• lattice_memo_delete

  Delete a stale memo to free memory

  试试:Remove the outdated architecture memo试试:Delete the temporary results memo
• lattice_close

  Close the session and free memory

  试试:End the current analysis session试试:Close the document and release resources
• lattice_status

  Get session status, document info, and memo usage

  试试:Show the current session status试试:How much memory is being used by memos?
• lattice_bindings

  Show current variable bindings and memo labels

  试试:List all current variable bindings试试:Show me the available memo handles
• lattice_reset

  Reset all bindings and clear the current document

  试试:Reset all variables and clear the document试试:Start fresh with a clean slate

可对比工具

安装

pnpm add -g matryoshka-rlm

npx matryoshka-rlm "有多少错误条目？" ./server.log

{
  "mcpServers": {
    "matryoshka": {
      "command": "npx",
      "args": ["matryoshka-rlm", "mcp"]
    }
  }
}

FAQ

Matryoshka 如何处理超出上下文窗口的文档？

它采用递归语言模型方法，LLM 输出由逻辑引擎针对完整文档执行的符号命令，无需分块。

什么是 Nucleus DSL？

Nucleus 是基于 S 表达式的受限符号语言，专为文档分析设计。它提供 grep、filter、sum 等命令，供 LLM 输出来操作文档数据。

Matryoshka 对比