Matryoshka

by yogthos · MCP Server · ★ 134

About Matryoshka

Matryoshka Process documents 100x larger than your LLM's context window—without vector databases or chunking heuristics. The Problem LLMs have fixed context windows. Traditional solutions (RAG, chunking) lose information or miss connections across chunks. RLM takes a different approach: the model reasons about your query and outputs symbolic commands that a logic engine executes against the document. Based on the Recursive Language Models paper.

ai-assistantdocument-analysisllmllm-toolsmcpmcp-servermodel-context-protocol

Quick Facts

Stars134
Forks16
LanguageTypeScript
CategoryMCP Server
LicenseApache-2.0
Quality Score61.43/100
Last Updated2026-05-17
Created2026-01-12
Platformsmcp, node
Est. Tokens~192k

Compatible Skills

These tools work well together with Matryoshka for enhanced workflows:

  • Notate — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)

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Frequently Asked Questions

What is Matryoshka?

Matryoshka is MCP server for token-efficient large document analysis via the use of REPL state. It is categorized as a MCP Server with 134 GitHub stars.

What programming language is Matryoshka written in?

Matryoshka is primarily written in TypeScript. It covers topics such as ai-assistant, document-analysis, llm.

How do I install or use Matryoshka?

You can find installation instructions and usage details in the Matryoshka GitHub repository at github.com/yogthos/Matryoshka. The project has 134 stars and 16 forks, indicating an active community.

What license does Matryoshka use?

Matryoshka is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

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