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ontorata/ratary

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[](https://glama.ai/mcp/servers/ontorata/ratary) πŸ“‡ 🏠 ☁️ 🍎 πŸͺŸ 🐧 - Persistent coding memory for AI assistants β€” hybrid search, knowledge graph, token-efficient context. MCP stdio

MCP

ontorata/ratary

Added 3 Sept 2026

Overview

A TypeScript MCP server that gives AI assistants persistent coding memory. It uses hybrid search and a knowledge graph to store and retrieve context, aiming for token-efficient recall. Runs over stdio.

Best for

Best for
Developers experimenting with persistent memory for MCP-based AI assistants

Use cases

  • Store project context for an AI coding assistant
  • Retrieve relevant code knowledge via hybrid search
  • Maintain a knowledge graph of coding concepts across sessions

Notes

A TypeScript MCP server that gives AI assistants persistent coding memory. It uses hybrid search and a knowledge graph to store and retrieve context, aiming for token-efficient recall. Runs over stdio.

1 stars on GitHub. Last updated 2026-08-10. Licensed MIT.

Use cases

  • Store project context for an AI coding assistant
  • Retrieve relevant code knowledge via hybrid search
  • Maintain a knowledge graph of coding concepts across sessions

Pros

  • Token-efficient context retrieval
  • Combines hybrid search with knowledge graph
  • Simple stdio-based MCP integration

Cons

  • Very early stage with only 1 star
  • Limited adoption and community
  • No evidence of production readiness

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Token-efficient context retrieval
  • Combines hybrid search with knowledge graph
  • Simple stdio-based MCP integration

Cons

  • Very early stage with only 1 star
  • Limited adoption and community
  • No evidence of production readiness
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